SlideShare ist ein Scribd-Unternehmen logo
1 von 11
Downloaden Sie, um offline zu lesen
Nematology, 2006, Vol. 8(5), 727-737
Epidemiology and integrated control of Nacobbus aberrans
on tomato in Mexico
Jairo CRISTÓBAL-ALEJO 1, Gustavo MORA-AGUILERA 2, Rosa H. MANZANILLA-LÓPEZ 3,∗,
Nahúm MARBÁN-MÉNDOZA 4, Prometeo SÁNCHEZ-GARCIA 5,
Ignacio CID DEL PRADO-VERA 2 and Ken EVANS 3
1
Instituto Tecnológico de Conkal, Km 16.3 Antigua Carretera Mérida-Motul, Conkal, Yucatán, CP 97345, México
2
Programa de Fitosanidad, Colegio de Postgraduados, Km 36.5 Carretera México-Texcoco, Montecillos,
Edo. Méx. C.P. 56230, México
3
Plant-Pathogen Interactions Division, Rothamsted Research, Harpenden, Herts AL5 2JQ, UK
4
Dpto. de Parasitología Agrícola, Universidad Autónoma Chapingo, Edo. Méx. C.P. 56230, México
5
Programa de Edafología, Colegio de Postgraduados, Km 36.5 Carretera México-Texcoco,
Edo. Méx. C.P. 56230, México
Received: 7 January 2005; revised: 18 July 2006
Accepted for publication: 18 July 2006
Summary – Population densities, population fluctuations, yield loss and disease incidence caused by Nacobbus aberrans on tomato
(Lycopersicon esculentum) were studied, using an epidemiological approach, in a field experiment that included three different control
regimes: an integrated control (IC) scheme, which included fertilisation, nematicide (ethoprop) and chicken manure; a technical control
(TC) scheme, based on the best local practices of fertilisation and use of carbofuran for nematode control; and a check treatment (AC),
with no application of fertilisers or nematicide. At least three generations of N. aberrans occurred through the cropping season and
the numbers of galls/plant and females/g of root through the crop season were used to define the area under a disease progress curve
(AUDPC). The variables b−1 (Weibull’s apparent infection rate), AUDPC and Yf (final disease incidence) indicated less crop damage
under the IC scheme than under the other two schemes (TC and AC). The IC scheme resulted in increased plant height (41-49%),
foliage dry weight (37-53%) and stem diameter (31-41%) compared with the TC and AC schemes. Tomato yields in IC surpassed those
from TC and AC by 34 and 83%, respectively, while TC exceeded AC by 73%. The yield loss attributed to N. aberrans was 12, 29 and
83% in IC, TC and AC, respectively. The IC scheme improved commercial production by 20 and 81% in comparison to the TC and
AC schemes. This was largely due to effective control of the initial inoculum density, which affects the first generation of the nematode
population; control of this generation is essential for avoidance of yield loss. The first generation is completed during the period 0-60
dat (days after transplanting), i.e., during the critical stages of flowering, fruit initiation and fruit set (40, 50 and 60 dat). Data on plant
performance taken every 10 days were used to derive a multiple point model for calculation of production loss.
Keywords – disease progress curve, epidemiology, integrated control, yield loss.
In Mexico, tomato exports, valued at more than 310
million US dollars (Anon., 2000), are an important source
of foreign income. Most tomato and vegetable production
is used for local consumption but, because of their rela-
tively high value in Mexican markets, small farmers prefer
to grow tomatoes as cash crops. Galling of the root system
by the ‘false root-knot nematode’, Nacobbus aberrans
(Thorne, 1935) Thorne & Allen, 1944, is one of the most
limiting diseases for tomato production in Mexico (Cruz
et al., 1987). This disease reaches extreme importance
∗ Corresponding author, e-mail: rosa.manzanilla-lopez@bbsrc.ac.uk
on the crop in the municipality of Tecamachalco (Puebla,
Mexico), where the nematode can cause 50-100% yield
loss (Zamudio, 1987). As a result, crops can be abandoned
as unprofitable and the contaminated land remains unsuit-
able for growing tomatoes for some years.
Nacobbus aberrans has spread over most of the arable
land of the municipality of Tecamachalco (ca 300 ha are
badly infested), and the need of local farmers to main-
tain production, and thereby income, by using new ar-
eas of land means that there is a constant threat of its
© Koninklijke Brill NV, Leiden, 2006 727
Also available online - www.brill.nl/nemy
J. Cristóbal-Alejo et al.
further dissemination. Not knowing how to treat the dis-
ease, farmers often make improper use of nematicides or
other pesticides. Previous attempts have been made lo-
cally to control this disease on tomato, chilli pepper (Cap-
sicum annuum L.), and beans (Phaseolus vulgaris L.),
using nematicides, genetic resistance, manures, solarisa-
tion, and organic amendments (Zamudio, 1987; Silva,
1989; Gómez, 1991; Cid del Prado et al., 1997; Cristóbal-
Alejo et al., 2001a; Yáñez-Juárez et al., 2001; Franco-
Navarro et al., 2002). However, no specific guidelines
are available and the problem of controlling the nema-
tode has not been resolved. This is due partly to a lack
of basic local information about the biology of the nema-
tode, such as its population dynamics, ecology and epi-
demiology. Therefore, a study was made to investigate
the population densities and population fluctuations of N.
aberrans, the incidence of the disease that it causes, and
its effects on tomato, Lycopersicon esculentum Mill., cv.
Rio Grande, vigour and yield in field conditions when ap-
plying three different control schemes: integrated control
(IC, including fertilisation, nematicide and chicken ma-
nure), technical control (TC, based on local practices),
and a check treatment (AC, with no application of fer-
tiliser, nematicides or chicken manure). The study was
intended to identify the best control scheme, and to im-
prove the measures taken locally against the nematode,
as well as improving our understanding of the dynam-
ics of the relationship between the nematode and the
crop.
Materials and methods
ESTABLISHMENT OF THE EXPERIMENT
The experimental area (Tecamachalco, Mexico) is lo-
cated at latitude 18◦
53 32 north and longitude 97◦
44 22
west, at an elevation of 2012 m above sea level. Local
conditions include minimum and maximum average tem-
peratures of 3.5 and 29.5◦
C, and an average annual pre-
cipitation of 606 mm. The experiment was made on 1
ha of land, naturally infested with N. aberrans, during
the spring-summer season of 1999. The soil consisted of
48.8% sand, 22.0% silt and 29.24% clay, pH 7.5 and or-
ganic matter content 1.21%. The land was prepared for
planting the tomato crop by harrowing twice at right an-
gles, followed by ploughing, to even out distribution of the
nematode in the area occupied by the experiment. In or-
der to assess the spatial distribution of the nematode, soil
samples were taken to a depth of 20 cm in a systematic
zigzag pattern of ten cores (200-300 g each) from each
of a total of 12 plots of 6 × 12 m, thus providing a bulk
sample of ca 3 kg of soil per plot (McSorley, 1987). The
initial population density of N. aberrans in each plot was
estimated in a bio-assay. For this, two 1-month-old tomato
seedlings (cv. Rio Grande) were transplanted into 20 cm
diam. plastic pots filled with 2.5 kg of soil. After 45 days,
the plants were washed free of soil and the number of galls
on each counted. The number of galls ranged from 23 to
33 per plant, with no significant differences between ex-
perimental units (Tukey, P = 0.05). Thus, the distribution
of the inoculum in the soil was considered to be accept-
ably uniform. A second set of samples, taken in the same
way as the first but to a depth of 30 cm, allowed a soil
physico-chemical analysis to be made and the optimum
nutrient application required for the crop to reach a poten-
tial production of 30 tonnes ha−1
to be calculated (Etchev-
ers et al., 1994). From this analysis, the fertilisation for-
mula 210-88-00 (kg ha−1
N, P, K) was determined. The
nitrogen was added in three doses: at transplanting, and
at 45 and 75 days after transplanting (dat). Phosphorus
was added only at transplanting. The three management
schemes were established in a randomised block design
with four replications. Plots, consisting of six ridges (each
1 m wide by 12 m long), were planted with 1-month-old
tomato seedlings of cv. Rio Grande, of the Saladette type.
The IC treatment consisted of application of the calcu-
lated dose of fertiliser as described before; ethoprop gel
(68% Mocap®
) was applied at 7 kg active substance (a.s.)
ha−1
in a band 10 cm from the plants, after a light irriga-
tion, at transplanting and 20 dat; and 10 ton ha−1
of ho-
mogenised, matured (i.e., allowed to stand for 12 months
before use) chicken manure was applied in a band at the
base of the furrow 30 days before transplanting. The lat-
ter supplemented chemical fertilisation and improved soil
structure and may bring about a nematode suppressive ef-
fect (Mankau, 1962, 1963; Handelsman & Stabb, 1996).
The TC scheme consisted of the best local practices and
included use of fertiliser (150, 100 and 100 kg ha−1
of N,
P, K, respectively) and 1 l ha−1
of carbofuran 27.5% (Fu-
radan 300 T®
) applied to plants at 15, 30 and 60 dat. For
the check treatment (AC), no nematicides and no chem-
ical or organic fertilisers were used as crops are some-
times grown under these conditions in this area, and such
a treatment would provide a clear demonstration of the
benefits of nematode management strategies under such
conditions. Cultural practices and control of other pests
and pathogens were carried out according to conventional
local methods for all three management strategies.
728 Nematology
Epidemiology and control of Nacobbus aberrans on tomato
CROP VIGOUR AND PRODUCTION AND NEMATODE
COUNTS
Every 10 days for 15 weeks, four plants were taken
from the outer rows of each plot. A single randomly
selected plant from the four that were taken was used
to determine the population density of nematodes in
the roots. After roots had been washed, cut into 1 cm
sections and thoroughly mixed, a 1 g subsample per
plant was blended and the third- (J3) and fourth-stage
juveniles (J4) and the obese females within it were
counted. Determination and counting of the stages of
the nematode were made at a magnificaction of 40×
using a stereomicroscope. The numbers of galls per plant
were counted and the data used as an estimate of disease
incidence through the crop season (McSorley, 1987). At
the same time as taking plant samples, soil samples
consisting of ten cores were taken midway between plants
from the outer rows to a depth of 20-30 cm (totalling
500 g of soil/replicate). The procedures described by
Ayoub (1980) were employed to extract the nematodes
from soil and roots. The sieving flotation-centrifugation
technique was used to extract second-stage juveniles (J2),
J3 and J4 from 200 ml of soil per sample (using sieves of
meshes 212, 106, 53 and 30 µm). Soil temperature was
measured at a depth of 20 cm during the development of
the crop using Tiny Talk Temperature Loggers®
(Gemini,
Chichester, UK) (Manzanilla-López, 1997).
Fifteen plants, selected at random from the two cen-
tral rows of each plot at harvest time, were used to esti-
mate crop vigour and yield by measuring the following
variables: plant height, foliage dry weight, stem diame-
ter, total production, and commercial production. The data
were subjected to analyses of variance and comparison of
means using Tukey’s HSD test (P = 0.05; Steel & Torrie,
1986).
EPIDEMIC CHARACTERISATION AND STATISTICAL
ANALYSIS
The numbers of galls per plant and of obese females per
g of root that were estimated every 10 days were used to
model the disease progress curve and population density
over time. The area under the disease progress curve
(AUDPC) was calculated using the trapezoidal integration
method (Campbell & Madden, 1990), and the rate of
apparent infection was estimated as the b−1
parameter
of the Weibull model, in which Y(disease incidence) =
1 − e{−(t/b)c
}, where e is the base of natural logarithms,
t is the time measured in days, b is the reciprocal of the
rate of disease increase, and c is an index determined
by the shape of the curve (Pennypeker et al., 1980;
Thal et al., 1984). The AUDPC and b−1
parameter were
used as estimators of epidemic intensity based on the
number of galls per plant. In both cases, the estimators
were obtained using SAS procedures (Anon., 1988). For
the b−1
parameter, a non-linear procedure (NLIN) and
Dudd algorithms were used. The AUDPC and b−1
were
also calculated based on the population curves of obese
females (density per g of root). The numbers of galls per
plant evaluated at the last commercial harvest were used to
estimate the final disease incidence (Yf ). The parameters
AUDPC, b−1
and Yf were subjected to analysis of
variance followed by a multiple comparison of means
using Tukey’s HSD test (P = 0.05).
PRODUCTION LOSS MODELS
Models were built using a multiple regression of the
form: Y = b0 + b1x1 + b2x2 + b3x3 + bnxn, where
Y is the commercial yield (i.e., fruit of marketable
quality), b0 is the intercept parameter or ‘theoretical
production’ sensu Zadoks and Schein (1979), and b1
to bn are parameters that estimate the effect of gall
incidence on fruit production measured at different stages
of crop phenology. Gall incidence, x1−n, was measured
on different dates, beginning 10 days after transplanting
and continuing up to the last harvest. By reference to the
degree of galling of the plants in the AC treatment, the
relative percentage incidence of galling in each treatment
on each date was calculated and also used to estimate
model parameters.
A multiple point model (Madden, 1983; Teng, 1984;
Campbell & Madden, 1990) was constructed using gall
incidence during crop growth to estimate epidemic inten-
sity at specific stages of crop phenology (Duncan & Fer-
ris, 1983; Noling, 1987). A matrix of 12 observations, the
result of averaging the disease incidence and yield of 15
plants per plot, was used to build the model, which con-
sisted of the commercial (i.e., marketable) yield as the
dependent variable (Y) and ten incidence measurements
over time as independent variables (x1−10) per treatment
and replicate. Percentage data were transformed for nor-
mality by taking the arc-sin of the square root (Steel &
Torrie, 1986). The Stepwise method of the GLM (gener-
alised linear model) procedure of SAS (1988) was used
to adjust the models, selecting those that satisfied a rel-
atively high R2
, and also based on the general signifi-
cance of the model and where the number of parame-
Vol. 8(5), 2006 729
J. Cristóbal-Alejo et al.
Fig. 1. Population densities of juveniles of Nacobbus aberrans on tomato (Lycopersicon esculentum cv. Rio Grande) under three control
schemes. A: Second-stage juveniles (J2) per 200 ml of soil; B: Third- and fourth-stage juveniles (J3 and J4) per 200 ml of soil. IC =
Integrated Control, TC = Technical Control, AC = Check.
ters (p) gave a Cp-Mallow ≈ p, which gives the model
good stability when used predictively (Freund & Littell,
1991).
Results
POPULATION DENSITY
The population density of the nematodes in the soil
and roots fluctuated during the cultivation cycle in all of
the treatments (Figs 1, 2). Three overlapping generations
of N. aberrans can be identified through the cultivation
cycle. These correspond approximately to the periods
0-60, 60-100, and 100-130 dat, periods that show different
peaks of juveniles in soil and roots (Figs 1A, B; 2A) and
obese females in roots (Fig. 2B). Although some J3 and
J4 were detected in soil as early as the first day after
transplanting the crop, the J2 numbers peaked at 20, 75, 95
and 115 dat (Fig. 1A), while the J3 and J4 numbers peaked
at 20, 80 and 100 dat (Fig. 1B). Blended root samples
showed that the J3 and J4 were abundant (>100 g−1
root) in the AC at 20 dat (Fig. 2A). Population peaks of
obese females (Fig. 2B) occurred at 30, 70-80 and 110
dat. All of the treatments showed a decrease in numbers
of nematodes in soil and roots at the end of crop growth
(Figs 1, 2).
CHARACTERISATION OF EPIDEMICS
The general trend was of peaks in the numbers of obese
females and galls starting at 20 dat (Figs 2B; 3). The final
phases of the first and second generations of the nematode
population produced increments at 70 and 90 dat. These
peaks, particularly for the numbers of galls, were lower in
the IC (Fig. 3).
The b−1
parameter of the Weibull disease progress
model explained at least 94% of the experimental varia-
tion during 0-50 dat (Table 1). The fit for the complete
disease cycle (110 dat) was poor (r2
0.62) because
730 Nematology
Epidemiology and control of Nacobbus aberrans on tomato
Fig. 2. Nacobbus aberrans population densities on tomato roots (Lycopersicon esculentum cv. Rio Grande) under three control schemes.
A: Third- (J3) and fourth- (J4) stage juveniles per g of root; B: Obese females per g of root. IC = Integrated Control, TC = Technical
Control, AC = Check.
of the peaks of damage mentioned above (Table 1). In
addition, the AUDPC and Yf were calculated, so allow-
ing us to define the intensity of the epidemics for the
whole cultivation cycle. The IC treatment showed a less
intense epidemic than the other treatments according to
all of the models (P = 0.05), whilst the AC treatment
had the highest epidemic intensity (Table 2). The AUDPC
for the numbers of obese females/g of root also showed
that IC allowed nematode development but that this treat-
ment achieved the greatest degree of control (P = 0.05)
(Table 2).
EFFECTS OF TREATMENTS ON VIGOUR AND CROP
PRODUCTION
The beneficial effects of IC resulted in greater plant
vigour throughout crop development as estimated from
plant height, foliage dry weight, and stem diameter (P =
0.01) (Fig. 4). In reducing epidemic intensity, the IC
treatment increased plant height by 41 and 49.6%, foliage
dry weight by 36.9 and 53.1%, and stem diameter by
31.1 and 41% with respect to the TC and AC treatments,
respectively. TC exceeded AC in plant height and foliage
dry weight, but not in stem diameter (P = 0.05) (Fig. 4).
Similar total yields were obtained in treatments IC and
TC, which exceeded AC by 78.7 and 74.7%, respectively
(P = 0.05) (Fig. 5). However, marketable production
in IC exceeded that in TC and AC by 33.9 and 82.0%,
respectively, and TC exceeded AC by 72.8%.
PRODUCTION LOSS MODELS
The best multiple point model for calculating commer-
cial production loss caused by N. aberrans on the tomato
cv. Rio Grande, was Y = 15.505 − 0.045 × 4 − 0.045 ×
5 − 0.024 × 6, which had an R2
of 0.83 (P < 0.05) and a
Vol. 8(5), 2006 731
J. Cristóbal-Alejo et al.
Fig. 3. Partial temporal progress curves of disease on tomato, Lycopersicon esculentum cv. Rio Grande (up to 50 days after
transplanting), caused by Nacobbus aberrans (values are means of four replicates per treatment). IC = Integrated Control, TC =
Technical Control, AC = Check.
Table 1. Nacobbus aberrans epidemics on tomato (Lycopersicon esculentum cv. Rio Grande) under three different control schemes.
Coefficient of determination (r2), mean square of error (MSE) and apparent infection rate (b−1) values for partial epidemics (50 days
after transplanting) and complete epidemics (110 days after transplanting) as estimated by the Weibull model.
Treatment Replicate Weibull model
50 days after transplanting 110 days after transplanting
r2 MSE b−1 r2 MSE b−1
IC 1 0.97 0.004 0.025 0.40 0.098 0.052
2 0.97 0.010 0.043 0.54 0.070 0.045
3 0.94 0.018 0.050 0.31 0.114 0.050
4 0.96 0.011 0.039 0.42 0.094 0.049
TC 1 0.99 0.000 0.096 0.45 0.082 0.096
2 0.95 0.014 0.077 0.30 0.101 0.061
3 0.95 0.012 0.079 0.49 0.068 0.068
4 0.96 0.009 0.084 0.41 0.083 0.075
AC 1 0.97 0.008 0.080 0.62 0.049 0.078
2 0.97 0.010 0.084 0.46 0.086 0.049
3 0.96 0.009 0.083 0.31 0.090 0.060
4 o.97 0.009 0.082 0.46 0.075 0.062
IC = Integrated Control; TC = Technical Control; AC = Check; r2 = coefficient of determination; MSE = mean square of error
(variance) of the estimated apparent infection rate; b−1 = progress of apparent infection rate obtained from the reciprocal of the b
parameter of the Weibull model.
732 Nematology
Epidemiology and control of Nacobbus aberrans on tomato
Table 2. Effect of control schemes on three parameters of the temporal progress of disease on tomato (Lycopersicon esculentum cv. Rio
Grande) caused by Nacobbus aberrans in Tecamachalco (Mexico).
Disease parameter Number of galls per plant Females per g of root
IC TC AC IC TC AC
Yf (%) 64.0 b 71.0 a 71.0 a – – –
b−1 0.039 b 0.085 a 0.083 a – – –
AUDPC 1525 b 2830 a 3263 a 1282 c 2733 b 3220 a
Yf = Final incidence (110 days after transplanting); b−1 = rate of apparent infection (reciprocal of the b parameter of the Weibull
model) 50 days after transplanting; AUDPC = area below the disease progress curve 110 days after transplanting; IC = Integrated
Control; TC = Technical Control; AC = Check.
Note: numbers with the same letters in the same row are not significantly different (Tukey, P = 0.05).
Fig. 4. Tomato (Lycopersicon esculentum cv. Rio Grande) vigour estimates under three control schemes for Nacobbus aberrans. IC =
Integrated Control, TC = Technical Control, AC = Check. Bars with the same letter are not significantly different (Tukey, P = 0.05).
Cp of Mallow of 6.38. In this model, Y corresponds to the
estimated production and ×4, ×5, and ×6 represent the
estimates of damage (i.e., degree of galling) caused by the
nematode at 40, 50, and 60 dat, coinciding with the pheno-
logical periods of flowering, fruit initiation, and fruit set,
respectively (Fig. 3). From this model, the theoretical pro-
duction (sensu Zadoks & Schein, 1979) was estimated, for
a damage level equal to zero, at 1.03 kg plant−1
. From this
estimate and with a sowing density of 20 000 plants ha−1
,
a theoretically achievable yield of 20 673 kg ha−1
was cal-
culated.
The experimental treatments produced average total
yields of 0.991 kg plant−1
(18 253 kg ha−1
), 0.729 kg
plant−1
(14 593 kg ha−1
) and 0.174 kg plant−1
(3497 kg
ha−1
) in IC, TC and AC, respectively. Thus, the estimated
production losses on tomato caused by N. aberrans, cal-
culated from the theoretical maximum possible produc-
tion and the average production achieved with the dif-
ferent treatments, were 0.121 kg plant−1
(2420 kg ha−1
)
with IC, 0.304 kg plant−1
(6080 kg ha−1
) with TC and
0.858 kg plant−1
(17 176 kg ha−1
) with AC, which corre-
spond to 11.7, 29.4 and 83.1%, respectively.
Discussion
There are few studies of disease progress and yield loss
caused by N. aberrans (Manzanilla-López et al., 2002).
Otazú et al. (1985) determined the progress curve of N.
Vol. 8(5), 2006 733
J. Cristóbal-Alejo et al.
Fig. 5. Effects of three different systems of management of Nacobbus aberrans on the production of tomato cv. Rio Grande. IC =
Integrated Control, TC = Technical Control, AC = Check. Bars with the same letters are not statistically different (Tukey, α = 0.05).
aberrans infection on potato during the growing season.
However, the present work is the first report of the use
of epidemiological models and management schemes to
estimate production losses due to N. aberrans on tomato
crops under field conditions. Others have made estimates
based on different treatments under glasshouse conditions
(Costilla & Gómez, 1981) or on the traditional criteria
of chemical control based mainly on different dosages
of nematicides and intensity of control (Zamudio, 1987;
Franco et al., 1993a, b). The critical period for controlling
the nematode is during its first generation (0-60 dat),
and the damage in our experiment was estimated best by
measuring the damage caused by N. aberrans between 40
and 50 dat, i.e., when the crop is at the stage of flowering
and fruit initiation.
The decrease in numbers of nematodes in soil and
roots at the end of crop growth found in all treatments
is a behaviour already reported by Gómez (1991) and
Cid del Prado et al. (1996a). This phenomenon seemed
to be due to the decline of the crop, the consequent
disintegration of the roots, and the invasion of secondary
disease organisms, such that less nutritious tissue was
available for the nematodes. The first peak of obese
females corresponded to the inoculum of J3 and J4 and
immature females already present in the field before
the crop was transplanted and responsible for the galls
that developed on the plants in the bio-assay. Figure
1B clearly shows the presence of J3 and J4 in the soil
at transplanting, a feature reported previously for this
pathosystem (Manzanilla-López, 1997).
More generations may occur immediately if alternative
crop hosts or weeds follow a tomato crop (Cid del Prado
et al., 1996b, 1997). Also, it has been observed that
the nematode is able to survive without any host for
at least one year under field conditions as J3 and J4
(Cristóbal-Alejo et al., 2001b). These two stages can
tolerate gradual dehydration over 15-30 days (Manzanilla-
López & Pérez-Vera, 1999) and host absence for up to
a year (Manzanilla-López, unpubl.) better than other life
stages. This may explain why, at the time of transplanting,
only J3 and J4 (4-6 nematodes/200 ml) were found in the
soil (Fig. 1B), despite efforts to recover J2 through sieving
techniques. Thus, from the present work, it seems that J3
and J4 represent the main inoculum for the progress of
epidemics, and this is the first report that demonstrates the
importance of these juvenile stages under field conditions.
These stages must, therefore, be the principal target for the
purposes of achieving an effective control of crop damage
and management of the nematode.
The chemical control in IC at the begining of the crop
season was presumably the cause of the lowered peak in
numbers of J2 (Fig. 1A), thereby reducing the impact of
the initial inoculum of the nematode and helping to reduce
the numbers of the first generation of obese females (Figs
2B; 3).
734 Nematology
Epidemiology and control of Nacobbus aberrans on tomato
The overall beneficial effects of IC must have been due
to the two main components (i.e., nematicides and fertilis-
ers, both chemical and organic), which influence the ef-
fective initial inoculum (estimated through Y0) by reduc-
ing nematode densities and also improve host nutrition.
Later, IC also reduced the values of the epidemic intensity
parameters (AUDPC, b−1
, and Yf ). The positive effects
of addition of chicken manure might be at least partly
due to their restrictive effect on nematode development
(Rodríguez-Kábana, 1986; Zavaleta-Mejía, 1986). How-
ever, as with other types of amendment, it is important to
study the effects of the amendment on various physico-
chemical processes in the soil and on soil pH (Etchevers
et al., 1989). Its effects on nematode antagonistic organ-
isms (Mankau, 1962, 1963; Wallace, 1983) and the opti-
mum period of application could also be important. The
application of nematicide in this experiment, especially
at the time of transplanting, did reduce the initial inocu-
lum, but it would be informative to study the frequency of
application, dose, and alternative chemical products, and
to make cost-benefit analyses, to determine the most ef-
fective strategy (Chew, 1995; Barker & Koenning, 1998;
Yáñez et al., 2001).
Conclusions
Epidemiological models to assess disease progress have
been built for few species of plant-parasitic nematodes.
This is partly due to the lack of studies that include
data on nematode population dynamics related to crop
phenology, and this is especially true for Nacobbus. In
the present study, information has been generated on the
population dynamics of N. aberrans on tomato plants
under field conditions in a comparison of treatments
designed to increase production and to reduce the effect
of the nematode on yield. At least three generations
of N. aberrans seemed to occur through the cropping
season and J3 and J4 were the main inoculum for the
progress of epidemics. The critical period for controlling
the nematode is probably during the first generation
(0-60 dat).
The epidemiological models for the disease caused
by the nematode on tomato crops, revealed that the
number of galls per plant and females per g of root
through the crop season were the most practical and
suitable variables for definition of the area under a
disease progress curve (AUDPC). The variables b−1
(Weibull’s apparent infection rate), AUDPC and Yf (final
disease incidence) indicated less crop damage under
the IC scheme than under the other two schemes (TC
and AC) (P = 0.05). However, comparison with AC
also showed that chemical control only reduces the
numbers of nematodes for a short period without exerting
permanent control. Therefore, this could still permit a
major loss in production but, by using the additional
measures included in IC, such large losses are avoided,
thus diminishing the impact of the disease (Chávez,
1995; Chew, 1995; Cid del Prado et al., 1997). The
epidemiological approach used in the present study helped
to assess the impact of the different control practices and
their potential for increasing production and reducing the
nematode population in infested soils. The results should
help in planning and implementing improved control
strategies. The IC programme would allow the disease to
be managed in a sustainable production system and to
increase crop yield (Téliz, 1992) in infested soils, thus
reducing the area of land abandoned by small farmers
because of infestation of the soil by N. aberrans and the
consequent poor crop yields.
Acknowledgements
The first author thanks CONACYT (Mexico) for finan-
cial support through the development of the research, and
Manuel Rodríguez, the cooperating farmer. Rothamsted
Research receives grant-aided support from the Biotech-
nology and Biological Sciences Research Council of the
United Kingdom.
References
ANON. (1988). SAS User´s guide: Basics version 6.03 edition.
Cary, NC, USA, SAS Institute Inc., 28 pp.
ANON. (2000). Estadísticas del comercio exterior de México.
Información preliminar. México, INEGI. Vol. XXII 7, 163
pp.
AYOUB, M.S. (1980). Plant nematology an agricultural train-
ing aid. Sacramento, CA, USA, Department of Food and
Agriculture Division of Plant Industry Laboratory Services-
Nematology, 157 pp.
BARKER, K.R. & KOENNING, S.R. (1998). Developing sus-
tainable systems for nematode management. Annual Review
of Phytopathology 36, 165-205.
CAMPBELL, C.L. & MADDEN, L.V. (1990). Introduction to
plant disease epidemiology. New York, USA, John Wiley &
Sons Inc., 532 pp.
CHAVEZ, A.J.J. (1995). Control integrado de la marchitez del
Chile (Capsicum annuum L.) ocasionada por el hongo Phy-
tophthora capsici L. en la Región de Valsequillo, Puebla, Méx-
Vol. 8(5), 2006 735
J. Cristóbal-Alejo et al.
ico. Tesis de Maestría, Colegio de Postgraduados, Montecillo,
México, 98 pp.
CHEW, M.Y.I. (1995). Evaluación de algunas estrategias de
control de la virosis en el cultivo de Chile (Capsicum
annuum L.). Tesis de Maestría, Colegio de Postgraduados,
Montecillo, México, 95 pp.
CID DEL PRADO, V.I., EVANS, K., MANZANILLA-L., R.H.,
CRISTÓBAL-ALEJO, J. & FRANCO-A., G.E. (1996a). Eval-
uación de algunas estrategias para el manejo de Nacobbus
aberrans en el cultivo de tomate (Lycopersicon esculentum
Mill.). In: Congreso Nacional de Fitopatología, Guadalajara,
Jalisco, México. Revista Mexicana de Fitopatología R83.
[Abstr.]
CID DEL PRADO, I., EVANS, K., MANZANILLA-L., R.H.,
CRISTÓBAL-ALEJO, J., FRANCO, E. & CARRILLO, C.
(1996b). Dinámica poblacional de Nacobbus aberrans en
parcelas con cultivo de tomate, maíz y maleza. In: Congreso
Nacional de Fitopatología, Guadalajara, Jalisco, México.
Revista Mexicana de Fitopatología R81. [Abstr.]
CID DEL PRADO, V.I., CRISTÓBAL-ALEJO, J. & EVANS,
K. (1997). Manejo de poblaciones de Nacobbus aberrans
en el cultivo de tomate (Lycopersicon esculentum Mill.).
Nematropica 27, 103-104.
COSTILLA, B.H. & DE GÓMEZ, T. (1981). Ensayo de control
químico del nematodo Nacobbus aberrans en tubérculos de
papa. Nematropica 11, 78-79.
CRISTÓBAL-ALEJO, J., CID DEL PRADO-VERA, I.,
SANCHEZ, G.P., MARBAN-MENDOZA, N., MANZANILLA-
LOPEZ, R.H. & MORA-A., G. (2001a). Alteraciones
nutrimentales en tomate (Lycopersicon esculentum Mill.) por
efecto de Nacobbus aberrans. Nematropica 31, 219-226.
CRISTÓBAL-ALEJO, J., CID DEL PRADO-VERA, I.,
MARBAN-MENDOZA, N., SANCHEZ, G.P., MORA-A., G.
& MANZANILLA-LOPEZ, R.H. (2001b). Sobrevivencia de
estados biológicos de N. aberrans en condiciones de campo.
Nematropica 31, 227-233.
CRUZ, M.A., ZERÓN, F. & DE LA JARA, F. (1987). Dispersión
del nematodo fitoparásito Nacobbus aberrans en una región
agrícola entre Actopán y Progreso, Estado de Hidalgo.
Memorias, XIV Congreso Nacional de la Sociedad Mexicana
de Fitopatología. Morelia, Michoacán, México, p. 83.
DUNCAN, L.W. & FERRIS, H. (1983). Validation of model for
prediction of host damage by two nematode species. Journal
of Nematology 15, 227-234.
ETCHEVERS, D.J., CORTES, J.L., MORA, G., GUTIÉRREZ,
N., GARCÍA, R., TÉLIZ, D. & JUÁREZ, C. (1989). Tristeza
del aguacate: fertilidad del suelo y nutrición de las plantas.
Revista Mexicana de Fitopatología 7, 231-239.
ETCHEVERS, D.J., GALVIS, A. & RODRÍGUEZ, J. (1994). A
system approach for determining NP fertiliser recommenda-
tions for annual crops. Theory. XV Congreso de la Ciencia del
Suelo, Vols I and II. Acapulco, Guerrero, Mexico, pp. 438-
445.
FRANCO, J., MONTECINOS, R. & MONTALVO, R. (1993a).
Tratamiento químico de tubérculos infectados por Nacobbus
aberrans para evitar su diseminación. Nematropica 23, 117.
FRANCO, J., MONTALVO, R. & MONTECINOS, R. (1993b).
Pérdidas en el cultivo de la papa causadas por Nacobbus
aberrans en Cochabamba. Nematropica 23, 117.
FRANCO-NAVARRO, F., CID DEL PRADO-VERA, I., ZAVA-
LETA-MEJÍA, E. & SANCHEZ-GARCÍA, P. (2002). Appli-
cation of organic ammendments for the management of Na-
cobbus aberrans on tomato. Nematropica 32, 113-124.
FREUND, R.J. & LITTELL, R.C. (1991). SAS® System for
Regression. Second edition. Cary, NC, USA, SAS Institute,
210 pp.
GÓMEZ, R.O. (1991). Efecto del Cempazúchil (Tagetes erecta
L.) asociado con jitomate en Nacobbus aberrans e insec-
tos transmisores de virus. Tesis Maestría en Ciencias en
Protección Vegetal. Departamento de Parasitología Agrícola.
UACH, Chapingo, Edo. de México, 83 pp.
HANDELSMAN, J. & STABB, E. (1996). Biocontrol of soilborne
plant pathogens. The Plant Cell 8, 1855-1868.
MADDEN, L.V. (1983). Measuring and modelling crop losses at
the field level. Phytopathology 73, 1591-1596.
MANKAU, R. (1962). The effect of some organic additives upon
a soil nematode population and associated natural enemies.
Nematologica 7, 65-73.
MANKAU, R. (1963). Effects of organic soil amendments on
nematode populations. Phytopathology 83, 375-378.
MANZANILLA-LÓPEZ, R.H. (1997). Studies on the characteri-
sation and bionomics of Nacobbus aberrans (Thorne, 1935)
Thorne & Allen, 1944 (Nematoda: Pratylenchidae). Ph.D.
Thesis, University of Reading, UK, 395 pp.
MANZANILLA-LÓPEZ, R.H. & PÉREZ-VERA, A.O. (1999).
Survival of dehydration and infectivity of the development
stages of Nacobbus aberrans (Thorne, 1935) Thorne & Allen,
1944. Nematropica 29, 125-126.
MANZANILLA-LÓPEZ, R.H., COSTILLA, M.A., DOUCET,
M., FRANCO, J., INSERRA, R.N., LEHMAN, P.S., CID DEL
PRADO-VERA, I., SOUZA, R.M. & EVANS, K. (2002). The
genus Nacobbus Thorne & Allen, 1944 (Nematoda: Praty-
lenchidae): Systematics, distribution, biology and manage-
ment. Nematropica 32, 149-227.
MCSORLEY, R. (1987). Plot size and design for acquisition of
field data in nematology. In: Veech, J. & Dickson, D. (Eds).
Vistas on nematology. Hyattesville, MD, USA, Society of
Nematologists, pp. 52-58.
NOLING, J.W. (1987). Partitioning crop losses. In: Veech, J. &
Dickson, D. (Eds). Vistas on nematology. Maryland, USA,
Society of Nematologists, pp. 64-74.
OTAZU, V., HOOPES, R., CAERO, G. & HUAYTA, I. (1985). El
rosario de la papa causado por Nacobbus aberrans (Thorne,
1935) Thorne and Allen, 1944, su efecto en el rendimiento y
algunos aspectos que inciden en su propagación y prevalencia
en Bolivia. Fitopatología 20, 65-70.
736 Nematology
Epidemiology and control of Nacobbus aberrans on tomato
PENNYPEKER, S.P., KNOBLE, H.D., ANTLE, C.D. & MAD-
DEN, L.V. (1980). A flexible model for studying plant disease
progression. Phytopathology 70, 232-235.
RODRÍGUEZ-KÁBANA, R. (1986). Organic and inorganic nitro-
gen amendments to soil nematode suppressants. Journal of
Nematology 18, 129-135.
SILVA, J.J. (1989). Manejo de Nacobbus aberrans (Thorne,
1935), Thorne & Allen, 1944, asociado al cultivo de frijol
en el valle de Valsequillo, Puebla. Tesis de Maestría. Colegio
de Postgraduados, Montecillo, México, 84 pp.
STEEL, R.D. & TORRIE, J.H. (1986). Bioestadística. Princip-
ios y procedimientos. Second edition. D.F. México, McGraw-
Hill, 622 pp.
TÉLIZ, O.D. (1992). Conceptos fitopatológicos: control o
manejo de enfermedad? La enfermedad o el cultivo o el hom-
bre? Revista Mexicana de Fitopatología 10, 24-28.
TENG, P.S. (1984). Estimating and interpreting disease intensity
and loss in commercial fields. Phytopathology 73, 1587-1590.
THAL, W.M., CAMPBELL, C.L. & MADDEN, L.V. (1984).
Sensitivity of Weibull model parameters estimates to varia-
tion in simulated disease progression data. Phytopathology
74, 1425-1430.
WALLACE, H.R. (1983). Interaction between nematodes and
other factors on plants. Journal of Nematology 15, 221-226.
YAÑEZ-JUÁREZ, M.G., ZAVALETA-MEJÍA, E., FLORES-
REVILLA-C., CHÁVEZ-ALFARO, J. & VALDIVIA-ALCALÁ,
R. (2001). Management of wilting (Phytophthora capsici
Leo.), root galling (Nacobbus aberrans Thorne & Allen) and
virosis in pepper (Capsicum annuum L.). Revista Mexicana
de Fitopatología 19, 40-48.
ZADOKS, J.C. & SCHEIN, R.D. (1979). Epidemiology and
plant disease management. Oxford, UK, Oxford University
Press, 427 pp.
ZAMUDIO, G.V. (1987). Evaluación de la resistencia de colec-
ciones y variedades comerciales de tomate (Lycopersicon
spp.) a Nacobbus aberrans Thorne & Allen. Tesis de Maestría.
Colegio de Postgraduados. Montecillo, Edo. de México,
159 pp.
ZAVALETA-MEJÍA, E. (1986). Modificadores orgánicos en el
manejo de enfermedades radicales. Revista Mexicana de
Fitopatología 8, 42-51.
Vol. 8(5), 2006 737

Weitere ähnliche Inhalte

Was ist angesagt?

Comparison of the effectiveness of zero tillage and
Comparison of the effectiveness  of zero tillage andComparison of the effectiveness  of zero tillage and
Comparison of the effectiveness of zero tillage andAlexander Decker
 
Agronomic evaluation of eight genotypes of hot pepper (capsicum spp l.) in a ...
Agronomic evaluation of eight genotypes of hot pepper (capsicum spp l.) in a ...Agronomic evaluation of eight genotypes of hot pepper (capsicum spp l.) in a ...
Agronomic evaluation of eight genotypes of hot pepper (capsicum spp l.) in a ...Alexander Decker
 
Assessment and selection of superior genotypes among elite
Assessment and selection of superior genotypes among eliteAssessment and selection of superior genotypes among elite
Assessment and selection of superior genotypes among eliteAlexander Decker
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
Use of Low-Cost Pest Exclusion Net to Control Tuta absoluta Infestation and B...
Use of Low-Cost Pest Exclusion Net to Control Tuta absoluta Infestation and B...Use of Low-Cost Pest Exclusion Net to Control Tuta absoluta Infestation and B...
Use of Low-Cost Pest Exclusion Net to Control Tuta absoluta Infestation and B...Premier Publishers
 
abolismChitralekha 1
abolismChitralekha 1abolismChitralekha 1
abolismChitralekha 1san7777
 
Effect of foliar application of water soluble fertilizer on growth, yield and...
Effect of foliar application of water soluble fertilizer on growth, yield and...Effect of foliar application of water soluble fertilizer on growth, yield and...
Effect of foliar application of water soluble fertilizer on growth, yield and...Innspub Net
 
Salmonella spp. dynamics in wild blueberry, Vaccinium angustifolium Aiton
Salmonella spp. dynamics in wild blueberry, Vaccinium angustifolium AitonSalmonella spp. dynamics in wild blueberry, Vaccinium angustifolium Aiton
Salmonella spp. dynamics in wild blueberry, Vaccinium angustifolium AitonPremier Publishers
 
Assessment of genotype by environment interactions and grain
Assessment of genotype by environment interactions and grainAssessment of genotype by environment interactions and grain
Assessment of genotype by environment interactions and grainAlexander Decker
 
Influence of some site factors on germinative parameters of Quercus seeds
Influence of some site factors on germinative parameters of Quercus seedsInfluence of some site factors on germinative parameters of Quercus seeds
Influence of some site factors on germinative parameters of Quercus seedsAI Publications
 
Control of Mites and Thrips and its Impact on the Yield of Avocado cv. “Hass”...
Control of Mites and Thrips and its Impact on the Yield of Avocado cv. “Hass”...Control of Mites and Thrips and its Impact on the Yield of Avocado cv. “Hass”...
Control of Mites and Thrips and its Impact on the Yield of Avocado cv. “Hass”...Agriculture Journal IJOEAR
 
Tagging microsatellite marker to a blast resistance gene in the irrigated ric...
Tagging microsatellite marker to a blast resistance gene in the irrigated ric...Tagging microsatellite marker to a blast resistance gene in the irrigated ric...
Tagging microsatellite marker to a blast resistance gene in the irrigated ric...Thiago Pinheiro
 
Genotype x environment interaction and stability analysis for yield and its c...
Genotype x environment interaction and stability analysis for yield and its c...Genotype x environment interaction and stability analysis for yield and its c...
Genotype x environment interaction and stability analysis for yield and its c...Alexander Decker
 
Rice blast broad spectrum resistance
Rice blast broad spectrum resistanceRice blast broad spectrum resistance
Rice blast broad spectrum resistanceAshajyothi Mushineni
 
Growth and Yield Response of Maize (Zea mays L.) To Different Weed Control Me...
Growth and Yield Response of Maize (Zea mays L.) To Different Weed Control Me...Growth and Yield Response of Maize (Zea mays L.) To Different Weed Control Me...
Growth and Yield Response of Maize (Zea mays L.) To Different Weed Control Me...Journal of Agriculture and Crops
 

Was ist angesagt? (20)

Comparison of the effectiveness of zero tillage and
Comparison of the effectiveness  of zero tillage andComparison of the effectiveness  of zero tillage and
Comparison of the effectiveness of zero tillage and
 
Agronomic evaluation of eight genotypes of hot pepper (capsicum spp l.) in a ...
Agronomic evaluation of eight genotypes of hot pepper (capsicum spp l.) in a ...Agronomic evaluation of eight genotypes of hot pepper (capsicum spp l.) in a ...
Agronomic evaluation of eight genotypes of hot pepper (capsicum spp l.) in a ...
 
Assessment and selection of superior genotypes among elite
Assessment and selection of superior genotypes among eliteAssessment and selection of superior genotypes among elite
Assessment and selection of superior genotypes among elite
 
Net House Vegetable Production - Pest Management Successes & Challenges; Gard...
Net House Vegetable Production - Pest Management Successes & Challenges; Gard...Net House Vegetable Production - Pest Management Successes & Challenges; Gard...
Net House Vegetable Production - Pest Management Successes & Challenges; Gard...
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
Use of Low-Cost Pest Exclusion Net to Control Tuta absoluta Infestation and B...
Use of Low-Cost Pest Exclusion Net to Control Tuta absoluta Infestation and B...Use of Low-Cost Pest Exclusion Net to Control Tuta absoluta Infestation and B...
Use of Low-Cost Pest Exclusion Net to Control Tuta absoluta Infestation and B...
 
abolismChitralekha 1
abolismChitralekha 1abolismChitralekha 1
abolismChitralekha 1
 
Honey bee
Honey beeHoney bee
Honey bee
 
Ajit credit aau
Ajit credit aauAjit credit aau
Ajit credit aau
 
JS_Aulakh Dissertation
JS_Aulakh DissertationJS_Aulakh Dissertation
JS_Aulakh Dissertation
 
Effect of foliar application of water soluble fertilizer on growth, yield and...
Effect of foliar application of water soluble fertilizer on growth, yield and...Effect of foliar application of water soluble fertilizer on growth, yield and...
Effect of foliar application of water soluble fertilizer on growth, yield and...
 
Salmonella spp. dynamics in wild blueberry, Vaccinium angustifolium Aiton
Salmonella spp. dynamics in wild blueberry, Vaccinium angustifolium AitonSalmonella spp. dynamics in wild blueberry, Vaccinium angustifolium Aiton
Salmonella spp. dynamics in wild blueberry, Vaccinium angustifolium Aiton
 
Assessment of genotype by environment interactions and grain
Assessment of genotype by environment interactions and grainAssessment of genotype by environment interactions and grain
Assessment of genotype by environment interactions and grain
 
Influence of some site factors on germinative parameters of Quercus seeds
Influence of some site factors on germinative parameters of Quercus seedsInfluence of some site factors on germinative parameters of Quercus seeds
Influence of some site factors on germinative parameters of Quercus seeds
 
Control of Mites and Thrips and its Impact on the Yield of Avocado cv. “Hass”...
Control of Mites and Thrips and its Impact on the Yield of Avocado cv. “Hass”...Control of Mites and Thrips and its Impact on the Yield of Avocado cv. “Hass”...
Control of Mites and Thrips and its Impact on the Yield of Avocado cv. “Hass”...
 
Tagging microsatellite marker to a blast resistance gene in the irrigated ric...
Tagging microsatellite marker to a blast resistance gene in the irrigated ric...Tagging microsatellite marker to a blast resistance gene in the irrigated ric...
Tagging microsatellite marker to a blast resistance gene in the irrigated ric...
 
Genotype x environment interaction and stability analysis for yield and its c...
Genotype x environment interaction and stability analysis for yield and its c...Genotype x environment interaction and stability analysis for yield and its c...
Genotype x environment interaction and stability analysis for yield and its c...
 
Rice blast broad spectrum resistance
Rice blast broad spectrum resistanceRice blast broad spectrum resistance
Rice blast broad spectrum resistance
 
Cultivation of Potato - Use of Plastic Mulch and Row Covers on Soil Temperatu...
Cultivation of Potato - Use of Plastic Mulch and Row Covers on Soil Temperatu...Cultivation of Potato - Use of Plastic Mulch and Row Covers on Soil Temperatu...
Cultivation of Potato - Use of Plastic Mulch and Row Covers on Soil Temperatu...
 
Growth and Yield Response of Maize (Zea mays L.) To Different Weed Control Me...
Growth and Yield Response of Maize (Zea mays L.) To Different Weed Control Me...Growth and Yield Response of Maize (Zea mays L.) To Different Weed Control Me...
Growth and Yield Response of Maize (Zea mays L.) To Different Weed Control Me...
 

Ähnlich wie Jairo epidemiologia n. aberrans

Thiamethoxam in Papaya (Carica papaya Linnaeus) Agroecosystems
Thiamethoxam in Papaya (Carica papaya Linnaeus) AgroecosystemsThiamethoxam in Papaya (Carica papaya Linnaeus) Agroecosystems
Thiamethoxam in Papaya (Carica papaya Linnaeus) AgroecosystemsIJEAB
 
Impact effects f plant protection
Impact effects f plant protectionImpact effects f plant protection
Impact effects f plant protectionSalah Hussein
 
Effect of Pectimorf® - A traditional growth regulator on the development and ...
Effect of Pectimorf® - A traditional growth regulator on the development and ...Effect of Pectimorf® - A traditional growth regulator on the development and ...
Effect of Pectimorf® - A traditional growth regulator on the development and ...Journal of Research in Biology
 
Interception of Photosynthetically Active on Cocoa Plantations in Mexico
Interception of Photosynthetically Active on Cocoa Plantations in MexicoInterception of Photosynthetically Active on Cocoa Plantations in Mexico
Interception of Photosynthetically Active on Cocoa Plantations in MexicoAgriculture Journal IJOEAR
 
Colletotrichum gloeosporioides from mango Ataulfo: morphological, physiologic...
Colletotrichum gloeosporioides from mango Ataulfo: morphological, physiologic...Colletotrichum gloeosporioides from mango Ataulfo: morphological, physiologic...
Colletotrichum gloeosporioides from mango Ataulfo: morphological, physiologic...Journal of Research in Biology
 
Allometric equations for predicting agave lechuguilla
Allometric equations for predicting agave lechuguillaAllometric equations for predicting agave lechuguilla
Allometric equations for predicting agave lechuguillaJorge Mendez González
 
stimulatory effect of the magnetic treatment on the germination of cereal seeds
stimulatory effect of the magnetic treatment on the germination of cereal seedsstimulatory effect of the magnetic treatment on the germination of cereal seeds
stimulatory effect of the magnetic treatment on the germination of cereal seedsIJEAB
 
Controlled environment system and method for rapid propagation of saba banana...
Controlled environment system and method for rapid propagation of saba banana...Controlled environment system and method for rapid propagation of saba banana...
Controlled environment system and method for rapid propagation of saba banana...Innspub Net
 
nii korley kortei (biotechnology)
nii korley kortei (biotechnology)nii korley kortei (biotechnology)
nii korley kortei (biotechnology)Nii Korley Kortei
 

Ähnlich wie Jairo epidemiologia n. aberrans (20)

Effect of Plastic Mulch, Floating Row Cover & Microtunnels on Insect Populati...
Effect of Plastic Mulch, Floating Row Cover & Microtunnels on Insect Populati...Effect of Plastic Mulch, Floating Row Cover & Microtunnels on Insect Populati...
Effect of Plastic Mulch, Floating Row Cover & Microtunnels on Insect Populati...
 
Crop production
Crop productionCrop production
Crop production
 
Floating Row Cover & Transparent Mulch to Reduce Insect Populations, Virus Di...
Floating Row Cover & Transparent Mulch to Reduce Insect Populations, Virus Di...Floating Row Cover & Transparent Mulch to Reduce Insect Populations, Virus Di...
Floating Row Cover & Transparent Mulch to Reduce Insect Populations, Virus Di...
 
Thiamethoxam in Papaya (Carica papaya Linnaeus) Agroecosystems
Thiamethoxam in Papaya (Carica papaya Linnaeus) AgroecosystemsThiamethoxam in Papaya (Carica papaya Linnaeus) Agroecosystems
Thiamethoxam in Papaya (Carica papaya Linnaeus) Agroecosystems
 
Impact effects f plant protection
Impact effects f plant protectionImpact effects f plant protection
Impact effects f plant protection
 
Growth & Yield of Muskmelon in Response to Plastic Mulch & Row Covers; Garden...
Growth & Yield of Muskmelon in Response to Plastic Mulch & Row Covers; Garden...Growth & Yield of Muskmelon in Response to Plastic Mulch & Row Covers; Garden...
Growth & Yield of Muskmelon in Response to Plastic Mulch & Row Covers; Garden...
 
Effect of Pectimorf® - A traditional growth regulator on the development and ...
Effect of Pectimorf® - A traditional growth regulator on the development and ...Effect of Pectimorf® - A traditional growth regulator on the development and ...
Effect of Pectimorf® - A traditional growth regulator on the development and ...
 
Interception of Photosynthetically Active on Cocoa Plantations in Mexico
Interception of Photosynthetically Active on Cocoa Plantations in MexicoInterception of Photosynthetically Active on Cocoa Plantations in Mexico
Interception of Photosynthetically Active on Cocoa Plantations in Mexico
 
Colletotrichum gloeosporioides from mango Ataulfo: morphological, physiologic...
Colletotrichum gloeosporioides from mango Ataulfo: morphological, physiologic...Colletotrichum gloeosporioides from mango Ataulfo: morphological, physiologic...
Colletotrichum gloeosporioides from mango Ataulfo: morphological, physiologic...
 
Allometric equations for predicting agave lechuguilla
Allometric equations for predicting agave lechuguillaAllometric equations for predicting agave lechuguilla
Allometric equations for predicting agave lechuguilla
 
Watermelon Response to Plastic Mulch & Row Covers; Gardening Guidebook
Watermelon Response to Plastic Mulch & Row Covers; Gardening Guidebook Watermelon Response to Plastic Mulch & Row Covers; Gardening Guidebook
Watermelon Response to Plastic Mulch & Row Covers; Gardening Guidebook
 
Row Cover & Population Density Effects on Yield of Bell Peppers in South Coas...
Row Cover & Population Density Effects on Yield of Bell Peppers in South Coas...Row Cover & Population Density Effects on Yield of Bell Peppers in South Coas...
Row Cover & Population Density Effects on Yield of Bell Peppers in South Coas...
 
Synopsis Seminar
Synopsis Seminar Synopsis Seminar
Synopsis Seminar
 
Biological Control of Weeds
Biological Control of WeedsBiological Control of Weeds
Biological Control of Weeds
 
stimulatory effect of the magnetic treatment on the germination of cereal seeds
stimulatory effect of the magnetic treatment on the germination of cereal seedsstimulatory effect of the magnetic treatment on the germination of cereal seeds
stimulatory effect of the magnetic treatment on the germination of cereal seeds
 
Microclimate Modification Using Eco-Friendly Nets & Floating Row Covers Impro...
Microclimate Modification Using Eco-Friendly Nets & Floating Row Covers Impro...Microclimate Modification Using Eco-Friendly Nets & Floating Row Covers Impro...
Microclimate Modification Using Eco-Friendly Nets & Floating Row Covers Impro...
 
Controlled environment system and method for rapid propagation of saba banana...
Controlled environment system and method for rapid propagation of saba banana...Controlled environment system and method for rapid propagation of saba banana...
Controlled environment system and method for rapid propagation of saba banana...
 
nii korley kortei (biotechnology)
nii korley kortei (biotechnology)nii korley kortei (biotechnology)
nii korley kortei (biotechnology)
 
J1
J1J1
J1
 
2003. nematocidal effects of mexican – medicinal plant extracts
2003. nematocidal effects of mexican – medicinal plant extracts2003. nematocidal effects of mexican – medicinal plant extracts
2003. nematocidal effects of mexican – medicinal plant extracts
 

Mehr von SINAVEF_LAB

Acciones para atención de roya 25 de mayo
Acciones para atención de roya 25 de mayoAcciones para atención de roya 25 de mayo
Acciones para atención de roya 25 de mayoSINAVEF_LAB
 
12. conclusiones 2 reunion coordinacion mc. mitzi georgina gonz+ílez ochoa
12. conclusiones 2 reunion coordinacion mc. mitzi georgina gonz+ílez ochoa12. conclusiones 2 reunion coordinacion mc. mitzi georgina gonz+ílez ochoa
12. conclusiones 2 reunion coordinacion mc. mitzi georgina gonz+ílez ochoaSINAVEF_LAB
 
11. delimitaci+¦n de focos ver.22nov14
11. delimitaci+¦n de focos ver.22nov1411. delimitaci+¦n de focos ver.22nov14
11. delimitaci+¦n de focos ver.22nov14SINAVEF_LAB
 
10. adecuaciones formatos pvef cafe v23nov14 ing. gerardo acevedo s+ínchez
10. adecuaciones formatos pvef cafe v23nov14 ing. gerardo acevedo s+ínchez10. adecuaciones formatos pvef cafe v23nov14 ing. gerardo acevedo s+ínchez
10. adecuaciones formatos pvef cafe v23nov14 ing. gerardo acevedo s+ínchezSINAVEF_LAB
 
jaime rdenas pez
jaime rdenas pezjaime rdenas pez
jaime rdenas pezSINAVEF_LAB
 
6. avances t+®c ope pvef-cafe v22nov14ver2 dr. gustavo mora aguilera
6. avances t+®c ope pvef-cafe v22nov14ver2 dr. gustavo mora aguilera6. avances t+®c ope pvef-cafe v22nov14ver2 dr. gustavo mora aguilera
6. avances t+®c ope pvef-cafe v22nov14ver2 dr. gustavo mora aguileraSINAVEF_LAB
 
5. nuevos riegos asociados al cultivo del cafeto dr. ricardo y+í+¦ez l+¦pez
5. nuevos riegos asociados al cultivo del cafeto dr. ricardo y+í+¦ez l+¦pez5. nuevos riegos asociados al cultivo del cafeto dr. ricardo y+í+¦ez l+¦pez
5. nuevos riegos asociados al cultivo del cafeto dr. ricardo y+í+¦ez l+¦pezSINAVEF_LAB
 
4. perspectivas vef caf+® 2015 ing. rigoberto gonz+ílez g+¦mez
4. perspectivas vef caf+® 2015 ing. rigoberto gonz+ílez g+¦mez4. perspectivas vef caf+® 2015 ing. rigoberto gonz+ílez g+¦mez
4. perspectivas vef caf+® 2015 ing. rigoberto gonz+ílez g+¦mezSINAVEF_LAB
 
3. servicio de acompa+æamiento tecnico procafe ing. juan de dios del castillo
3. servicio de acompa+æamiento tecnico procafe ing. juan de dios del castillo3. servicio de acompa+æamiento tecnico procafe ing. juan de dios del castillo
3. servicio de acompa+æamiento tecnico procafe ing. juan de dios del castilloSINAVEF_LAB
 
2. ponencias m+®xico noviembre ing. jaime c+írdenas l+¦pez
2. ponencias m+®xico noviembre ing. jaime c+írdenas l+¦pez2. ponencias m+®xico noviembre ing. jaime c+írdenas l+¦pez
2. ponencias m+®xico noviembre ing. jaime c+írdenas l+¦pezSINAVEF_LAB
 
1. politica nacional cafetalera. ing. crist+¦bal sayago
1. politica nacional cafetalera. ing. crist+¦bal sayago1. politica nacional cafetalera. ing. crist+¦bal sayago
1. politica nacional cafetalera. ing. crist+¦bal sayagoSINAVEF_LAB
 
Enfermedades del cafe dr. rui leite
Enfermedades del cafe dr. rui leiteEnfermedades del cafe dr. rui leite
Enfermedades del cafe dr. rui leiteSINAVEF_LAB
 
Sist. de vig. epidem. roya mex.17feb14
Sist. de vig. epidem. roya mex.17feb14Sist. de vig. epidem. roya mex.17feb14
Sist. de vig. epidem. roya mex.17feb14SINAVEF_LAB
 
Sist. de vig. epidem. roya mex.14mar14 recfin
Sist. de vig. epidem. roya mex.14mar14 recfinSist. de vig. epidem. roya mex.14mar14 recfin
Sist. de vig. epidem. roya mex.14mar14 recfinSINAVEF_LAB
 
Sist. de vig. epidem. roya 07may14 sagarpa
Sist. de vig. epidem. roya 07may14 sagarpaSist. de vig. epidem. roya 07may14 sagarpa
Sist. de vig. epidem. roya 07may14 sagarpaSINAVEF_LAB
 
Reunion de coordinación 28feb2014 xalapa, veracruz
Reunion de coordinación 28feb2014 xalapa, veracruzReunion de coordinación 28feb2014 xalapa, veracruz
Reunion de coordinación 28feb2014 xalapa, veracruzSINAVEF_LAB
 
Presentación pvef octubre
Presentación pvef   octubrePresentación pvef   octubre
Presentación pvef octubreSINAVEF_LAB
 
Modelo operativo administrativo
Modelo operativo administrativoModelo operativo administrativo
Modelo operativo administrativoSINAVEF_LAB
 

Mehr von SINAVEF_LAB (20)

Acciones para atención de roya 25 de mayo
Acciones para atención de roya 25 de mayoAcciones para atención de roya 25 de mayo
Acciones para atención de roya 25 de mayo
 
12. conclusiones 2 reunion coordinacion mc. mitzi georgina gonz+ílez ochoa
12. conclusiones 2 reunion coordinacion mc. mitzi georgina gonz+ílez ochoa12. conclusiones 2 reunion coordinacion mc. mitzi georgina gonz+ílez ochoa
12. conclusiones 2 reunion coordinacion mc. mitzi georgina gonz+ílez ochoa
 
11. delimitaci+¦n de focos ver.22nov14
11. delimitaci+¦n de focos ver.22nov1411. delimitaci+¦n de focos ver.22nov14
11. delimitaci+¦n de focos ver.22nov14
 
10. adecuaciones formatos pvef cafe v23nov14 ing. gerardo acevedo s+ínchez
10. adecuaciones formatos pvef cafe v23nov14 ing. gerardo acevedo s+ínchez10. adecuaciones formatos pvef cafe v23nov14 ing. gerardo acevedo s+ínchez
10. adecuaciones formatos pvef cafe v23nov14 ing. gerardo acevedo s+ínchez
 
jaime rdenas pez
jaime rdenas pezjaime rdenas pez
jaime rdenas pez
 
6. avances t+®c ope pvef-cafe v22nov14ver2 dr. gustavo mora aguilera
6. avances t+®c ope pvef-cafe v22nov14ver2 dr. gustavo mora aguilera6. avances t+®c ope pvef-cafe v22nov14ver2 dr. gustavo mora aguilera
6. avances t+®c ope pvef-cafe v22nov14ver2 dr. gustavo mora aguilera
 
5. nuevos riegos asociados al cultivo del cafeto dr. ricardo y+í+¦ez l+¦pez
5. nuevos riegos asociados al cultivo del cafeto dr. ricardo y+í+¦ez l+¦pez5. nuevos riegos asociados al cultivo del cafeto dr. ricardo y+í+¦ez l+¦pez
5. nuevos riegos asociados al cultivo del cafeto dr. ricardo y+í+¦ez l+¦pez
 
4. perspectivas vef caf+® 2015 ing. rigoberto gonz+ílez g+¦mez
4. perspectivas vef caf+® 2015 ing. rigoberto gonz+ílez g+¦mez4. perspectivas vef caf+® 2015 ing. rigoberto gonz+ílez g+¦mez
4. perspectivas vef caf+® 2015 ing. rigoberto gonz+ílez g+¦mez
 
3. servicio de acompa+æamiento tecnico procafe ing. juan de dios del castillo
3. servicio de acompa+æamiento tecnico procafe ing. juan de dios del castillo3. servicio de acompa+æamiento tecnico procafe ing. juan de dios del castillo
3. servicio de acompa+æamiento tecnico procafe ing. juan de dios del castillo
 
2. ponencias m+®xico noviembre ing. jaime c+írdenas l+¦pez
2. ponencias m+®xico noviembre ing. jaime c+írdenas l+¦pez2. ponencias m+®xico noviembre ing. jaime c+írdenas l+¦pez
2. ponencias m+®xico noviembre ing. jaime c+írdenas l+¦pez
 
1. politica nacional cafetalera. ing. crist+¦bal sayago
1. politica nacional cafetalera. ing. crist+¦bal sayago1. politica nacional cafetalera. ing. crist+¦bal sayago
1. politica nacional cafetalera. ing. crist+¦bal sayago
 
Enfermedades del cafe dr. rui leite
Enfermedades del cafe dr. rui leiteEnfermedades del cafe dr. rui leite
Enfermedades del cafe dr. rui leite
 
Sist. de vig. epidem. roya mex.17feb14
Sist. de vig. epidem. roya mex.17feb14Sist. de vig. epidem. roya mex.17feb14
Sist. de vig. epidem. roya mex.17feb14
 
Sist. de vig. epidem. roya mex.14mar14 recfin
Sist. de vig. epidem. roya mex.14mar14 recfinSist. de vig. epidem. roya mex.14mar14 recfin
Sist. de vig. epidem. roya mex.14mar14 recfin
 
Sist. de vig. epidem. roya 07may14 sagarpa
Sist. de vig. epidem. roya 07may14 sagarpaSist. de vig. epidem. roya 07may14 sagarpa
Sist. de vig. epidem. roya 07may14 sagarpa
 
Sat oirsa 2014
Sat oirsa 2014Sat oirsa 2014
Sat oirsa 2014
 
Reunion de coordinación 28feb2014 xalapa, veracruz
Reunion de coordinación 28feb2014 xalapa, veracruzReunion de coordinación 28feb2014 xalapa, veracruz
Reunion de coordinación 28feb2014 xalapa, veracruz
 
Presentación pvef octubre
Presentación pvef   octubrePresentación pvef   octubre
Presentación pvef octubre
 
Modelo operativo administrativo
Modelo operativo administrativoModelo operativo administrativo
Modelo operativo administrativo
 
Pca. muestreo
Pca. muestreoPca. muestreo
Pca. muestreo
 

Kürzlich hochgeladen

Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Evaluating the top large language models.pdf
Evaluating the top large language models.pdfEvaluating the top large language models.pdf
Evaluating the top large language models.pdfChristopherTHyatt
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfhans926745
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 

Kürzlich hochgeladen (20)

Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Evaluating the top large language models.pdf
Evaluating the top large language models.pdfEvaluating the top large language models.pdf
Evaluating the top large language models.pdf
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdf
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 

Jairo epidemiologia n. aberrans

  • 1. Nematology, 2006, Vol. 8(5), 727-737 Epidemiology and integrated control of Nacobbus aberrans on tomato in Mexico Jairo CRISTÓBAL-ALEJO 1, Gustavo MORA-AGUILERA 2, Rosa H. MANZANILLA-LÓPEZ 3,∗, Nahúm MARBÁN-MÉNDOZA 4, Prometeo SÁNCHEZ-GARCIA 5, Ignacio CID DEL PRADO-VERA 2 and Ken EVANS 3 1 Instituto Tecnológico de Conkal, Km 16.3 Antigua Carretera Mérida-Motul, Conkal, Yucatán, CP 97345, México 2 Programa de Fitosanidad, Colegio de Postgraduados, Km 36.5 Carretera México-Texcoco, Montecillos, Edo. Méx. C.P. 56230, México 3 Plant-Pathogen Interactions Division, Rothamsted Research, Harpenden, Herts AL5 2JQ, UK 4 Dpto. de Parasitología Agrícola, Universidad Autónoma Chapingo, Edo. Méx. C.P. 56230, México 5 Programa de Edafología, Colegio de Postgraduados, Km 36.5 Carretera México-Texcoco, Edo. Méx. C.P. 56230, México Received: 7 January 2005; revised: 18 July 2006 Accepted for publication: 18 July 2006 Summary – Population densities, population fluctuations, yield loss and disease incidence caused by Nacobbus aberrans on tomato (Lycopersicon esculentum) were studied, using an epidemiological approach, in a field experiment that included three different control regimes: an integrated control (IC) scheme, which included fertilisation, nematicide (ethoprop) and chicken manure; a technical control (TC) scheme, based on the best local practices of fertilisation and use of carbofuran for nematode control; and a check treatment (AC), with no application of fertilisers or nematicide. At least three generations of N. aberrans occurred through the cropping season and the numbers of galls/plant and females/g of root through the crop season were used to define the area under a disease progress curve (AUDPC). The variables b−1 (Weibull’s apparent infection rate), AUDPC and Yf (final disease incidence) indicated less crop damage under the IC scheme than under the other two schemes (TC and AC). The IC scheme resulted in increased plant height (41-49%), foliage dry weight (37-53%) and stem diameter (31-41%) compared with the TC and AC schemes. Tomato yields in IC surpassed those from TC and AC by 34 and 83%, respectively, while TC exceeded AC by 73%. The yield loss attributed to N. aberrans was 12, 29 and 83% in IC, TC and AC, respectively. The IC scheme improved commercial production by 20 and 81% in comparison to the TC and AC schemes. This was largely due to effective control of the initial inoculum density, which affects the first generation of the nematode population; control of this generation is essential for avoidance of yield loss. The first generation is completed during the period 0-60 dat (days after transplanting), i.e., during the critical stages of flowering, fruit initiation and fruit set (40, 50 and 60 dat). Data on plant performance taken every 10 days were used to derive a multiple point model for calculation of production loss. Keywords – disease progress curve, epidemiology, integrated control, yield loss. In Mexico, tomato exports, valued at more than 310 million US dollars (Anon., 2000), are an important source of foreign income. Most tomato and vegetable production is used for local consumption but, because of their rela- tively high value in Mexican markets, small farmers prefer to grow tomatoes as cash crops. Galling of the root system by the ‘false root-knot nematode’, Nacobbus aberrans (Thorne, 1935) Thorne & Allen, 1944, is one of the most limiting diseases for tomato production in Mexico (Cruz et al., 1987). This disease reaches extreme importance ∗ Corresponding author, e-mail: rosa.manzanilla-lopez@bbsrc.ac.uk on the crop in the municipality of Tecamachalco (Puebla, Mexico), where the nematode can cause 50-100% yield loss (Zamudio, 1987). As a result, crops can be abandoned as unprofitable and the contaminated land remains unsuit- able for growing tomatoes for some years. Nacobbus aberrans has spread over most of the arable land of the municipality of Tecamachalco (ca 300 ha are badly infested), and the need of local farmers to main- tain production, and thereby income, by using new ar- eas of land means that there is a constant threat of its © Koninklijke Brill NV, Leiden, 2006 727 Also available online - www.brill.nl/nemy
  • 2. J. Cristóbal-Alejo et al. further dissemination. Not knowing how to treat the dis- ease, farmers often make improper use of nematicides or other pesticides. Previous attempts have been made lo- cally to control this disease on tomato, chilli pepper (Cap- sicum annuum L.), and beans (Phaseolus vulgaris L.), using nematicides, genetic resistance, manures, solarisa- tion, and organic amendments (Zamudio, 1987; Silva, 1989; Gómez, 1991; Cid del Prado et al., 1997; Cristóbal- Alejo et al., 2001a; Yáñez-Juárez et al., 2001; Franco- Navarro et al., 2002). However, no specific guidelines are available and the problem of controlling the nema- tode has not been resolved. This is due partly to a lack of basic local information about the biology of the nema- tode, such as its population dynamics, ecology and epi- demiology. Therefore, a study was made to investigate the population densities and population fluctuations of N. aberrans, the incidence of the disease that it causes, and its effects on tomato, Lycopersicon esculentum Mill., cv. Rio Grande, vigour and yield in field conditions when ap- plying three different control schemes: integrated control (IC, including fertilisation, nematicide and chicken ma- nure), technical control (TC, based on local practices), and a check treatment (AC, with no application of fer- tiliser, nematicides or chicken manure). The study was intended to identify the best control scheme, and to im- prove the measures taken locally against the nematode, as well as improving our understanding of the dynam- ics of the relationship between the nematode and the crop. Materials and methods ESTABLISHMENT OF THE EXPERIMENT The experimental area (Tecamachalco, Mexico) is lo- cated at latitude 18◦ 53 32 north and longitude 97◦ 44 22 west, at an elevation of 2012 m above sea level. Local conditions include minimum and maximum average tem- peratures of 3.5 and 29.5◦ C, and an average annual pre- cipitation of 606 mm. The experiment was made on 1 ha of land, naturally infested with N. aberrans, during the spring-summer season of 1999. The soil consisted of 48.8% sand, 22.0% silt and 29.24% clay, pH 7.5 and or- ganic matter content 1.21%. The land was prepared for planting the tomato crop by harrowing twice at right an- gles, followed by ploughing, to even out distribution of the nematode in the area occupied by the experiment. In or- der to assess the spatial distribution of the nematode, soil samples were taken to a depth of 20 cm in a systematic zigzag pattern of ten cores (200-300 g each) from each of a total of 12 plots of 6 × 12 m, thus providing a bulk sample of ca 3 kg of soil per plot (McSorley, 1987). The initial population density of N. aberrans in each plot was estimated in a bio-assay. For this, two 1-month-old tomato seedlings (cv. Rio Grande) were transplanted into 20 cm diam. plastic pots filled with 2.5 kg of soil. After 45 days, the plants were washed free of soil and the number of galls on each counted. The number of galls ranged from 23 to 33 per plant, with no significant differences between ex- perimental units (Tukey, P = 0.05). Thus, the distribution of the inoculum in the soil was considered to be accept- ably uniform. A second set of samples, taken in the same way as the first but to a depth of 30 cm, allowed a soil physico-chemical analysis to be made and the optimum nutrient application required for the crop to reach a poten- tial production of 30 tonnes ha−1 to be calculated (Etchev- ers et al., 1994). From this analysis, the fertilisation for- mula 210-88-00 (kg ha−1 N, P, K) was determined. The nitrogen was added in three doses: at transplanting, and at 45 and 75 days after transplanting (dat). Phosphorus was added only at transplanting. The three management schemes were established in a randomised block design with four replications. Plots, consisting of six ridges (each 1 m wide by 12 m long), were planted with 1-month-old tomato seedlings of cv. Rio Grande, of the Saladette type. The IC treatment consisted of application of the calcu- lated dose of fertiliser as described before; ethoprop gel (68% Mocap® ) was applied at 7 kg active substance (a.s.) ha−1 in a band 10 cm from the plants, after a light irriga- tion, at transplanting and 20 dat; and 10 ton ha−1 of ho- mogenised, matured (i.e., allowed to stand for 12 months before use) chicken manure was applied in a band at the base of the furrow 30 days before transplanting. The lat- ter supplemented chemical fertilisation and improved soil structure and may bring about a nematode suppressive ef- fect (Mankau, 1962, 1963; Handelsman & Stabb, 1996). The TC scheme consisted of the best local practices and included use of fertiliser (150, 100 and 100 kg ha−1 of N, P, K, respectively) and 1 l ha−1 of carbofuran 27.5% (Fu- radan 300 T® ) applied to plants at 15, 30 and 60 dat. For the check treatment (AC), no nematicides and no chem- ical or organic fertilisers were used as crops are some- times grown under these conditions in this area, and such a treatment would provide a clear demonstration of the benefits of nematode management strategies under such conditions. Cultural practices and control of other pests and pathogens were carried out according to conventional local methods for all three management strategies. 728 Nematology
  • 3. Epidemiology and control of Nacobbus aberrans on tomato CROP VIGOUR AND PRODUCTION AND NEMATODE COUNTS Every 10 days for 15 weeks, four plants were taken from the outer rows of each plot. A single randomly selected plant from the four that were taken was used to determine the population density of nematodes in the roots. After roots had been washed, cut into 1 cm sections and thoroughly mixed, a 1 g subsample per plant was blended and the third- (J3) and fourth-stage juveniles (J4) and the obese females within it were counted. Determination and counting of the stages of the nematode were made at a magnificaction of 40× using a stereomicroscope. The numbers of galls per plant were counted and the data used as an estimate of disease incidence through the crop season (McSorley, 1987). At the same time as taking plant samples, soil samples consisting of ten cores were taken midway between plants from the outer rows to a depth of 20-30 cm (totalling 500 g of soil/replicate). The procedures described by Ayoub (1980) were employed to extract the nematodes from soil and roots. The sieving flotation-centrifugation technique was used to extract second-stage juveniles (J2), J3 and J4 from 200 ml of soil per sample (using sieves of meshes 212, 106, 53 and 30 µm). Soil temperature was measured at a depth of 20 cm during the development of the crop using Tiny Talk Temperature Loggers® (Gemini, Chichester, UK) (Manzanilla-López, 1997). Fifteen plants, selected at random from the two cen- tral rows of each plot at harvest time, were used to esti- mate crop vigour and yield by measuring the following variables: plant height, foliage dry weight, stem diame- ter, total production, and commercial production. The data were subjected to analyses of variance and comparison of means using Tukey’s HSD test (P = 0.05; Steel & Torrie, 1986). EPIDEMIC CHARACTERISATION AND STATISTICAL ANALYSIS The numbers of galls per plant and of obese females per g of root that were estimated every 10 days were used to model the disease progress curve and population density over time. The area under the disease progress curve (AUDPC) was calculated using the trapezoidal integration method (Campbell & Madden, 1990), and the rate of apparent infection was estimated as the b−1 parameter of the Weibull model, in which Y(disease incidence) = 1 − e{−(t/b)c }, where e is the base of natural logarithms, t is the time measured in days, b is the reciprocal of the rate of disease increase, and c is an index determined by the shape of the curve (Pennypeker et al., 1980; Thal et al., 1984). The AUDPC and b−1 parameter were used as estimators of epidemic intensity based on the number of galls per plant. In both cases, the estimators were obtained using SAS procedures (Anon., 1988). For the b−1 parameter, a non-linear procedure (NLIN) and Dudd algorithms were used. The AUDPC and b−1 were also calculated based on the population curves of obese females (density per g of root). The numbers of galls per plant evaluated at the last commercial harvest were used to estimate the final disease incidence (Yf ). The parameters AUDPC, b−1 and Yf were subjected to analysis of variance followed by a multiple comparison of means using Tukey’s HSD test (P = 0.05). PRODUCTION LOSS MODELS Models were built using a multiple regression of the form: Y = b0 + b1x1 + b2x2 + b3x3 + bnxn, where Y is the commercial yield (i.e., fruit of marketable quality), b0 is the intercept parameter or ‘theoretical production’ sensu Zadoks and Schein (1979), and b1 to bn are parameters that estimate the effect of gall incidence on fruit production measured at different stages of crop phenology. Gall incidence, x1−n, was measured on different dates, beginning 10 days after transplanting and continuing up to the last harvest. By reference to the degree of galling of the plants in the AC treatment, the relative percentage incidence of galling in each treatment on each date was calculated and also used to estimate model parameters. A multiple point model (Madden, 1983; Teng, 1984; Campbell & Madden, 1990) was constructed using gall incidence during crop growth to estimate epidemic inten- sity at specific stages of crop phenology (Duncan & Fer- ris, 1983; Noling, 1987). A matrix of 12 observations, the result of averaging the disease incidence and yield of 15 plants per plot, was used to build the model, which con- sisted of the commercial (i.e., marketable) yield as the dependent variable (Y) and ten incidence measurements over time as independent variables (x1−10) per treatment and replicate. Percentage data were transformed for nor- mality by taking the arc-sin of the square root (Steel & Torrie, 1986). The Stepwise method of the GLM (gener- alised linear model) procedure of SAS (1988) was used to adjust the models, selecting those that satisfied a rel- atively high R2 , and also based on the general signifi- cance of the model and where the number of parame- Vol. 8(5), 2006 729
  • 4. J. Cristóbal-Alejo et al. Fig. 1. Population densities of juveniles of Nacobbus aberrans on tomato (Lycopersicon esculentum cv. Rio Grande) under three control schemes. A: Second-stage juveniles (J2) per 200 ml of soil; B: Third- and fourth-stage juveniles (J3 and J4) per 200 ml of soil. IC = Integrated Control, TC = Technical Control, AC = Check. ters (p) gave a Cp-Mallow ≈ p, which gives the model good stability when used predictively (Freund & Littell, 1991). Results POPULATION DENSITY The population density of the nematodes in the soil and roots fluctuated during the cultivation cycle in all of the treatments (Figs 1, 2). Three overlapping generations of N. aberrans can be identified through the cultivation cycle. These correspond approximately to the periods 0-60, 60-100, and 100-130 dat, periods that show different peaks of juveniles in soil and roots (Figs 1A, B; 2A) and obese females in roots (Fig. 2B). Although some J3 and J4 were detected in soil as early as the first day after transplanting the crop, the J2 numbers peaked at 20, 75, 95 and 115 dat (Fig. 1A), while the J3 and J4 numbers peaked at 20, 80 and 100 dat (Fig. 1B). Blended root samples showed that the J3 and J4 were abundant (>100 g−1 root) in the AC at 20 dat (Fig. 2A). Population peaks of obese females (Fig. 2B) occurred at 30, 70-80 and 110 dat. All of the treatments showed a decrease in numbers of nematodes in soil and roots at the end of crop growth (Figs 1, 2). CHARACTERISATION OF EPIDEMICS The general trend was of peaks in the numbers of obese females and galls starting at 20 dat (Figs 2B; 3). The final phases of the first and second generations of the nematode population produced increments at 70 and 90 dat. These peaks, particularly for the numbers of galls, were lower in the IC (Fig. 3). The b−1 parameter of the Weibull disease progress model explained at least 94% of the experimental varia- tion during 0-50 dat (Table 1). The fit for the complete disease cycle (110 dat) was poor (r2 0.62) because 730 Nematology
  • 5. Epidemiology and control of Nacobbus aberrans on tomato Fig. 2. Nacobbus aberrans population densities on tomato roots (Lycopersicon esculentum cv. Rio Grande) under three control schemes. A: Third- (J3) and fourth- (J4) stage juveniles per g of root; B: Obese females per g of root. IC = Integrated Control, TC = Technical Control, AC = Check. of the peaks of damage mentioned above (Table 1). In addition, the AUDPC and Yf were calculated, so allow- ing us to define the intensity of the epidemics for the whole cultivation cycle. The IC treatment showed a less intense epidemic than the other treatments according to all of the models (P = 0.05), whilst the AC treatment had the highest epidemic intensity (Table 2). The AUDPC for the numbers of obese females/g of root also showed that IC allowed nematode development but that this treat- ment achieved the greatest degree of control (P = 0.05) (Table 2). EFFECTS OF TREATMENTS ON VIGOUR AND CROP PRODUCTION The beneficial effects of IC resulted in greater plant vigour throughout crop development as estimated from plant height, foliage dry weight, and stem diameter (P = 0.01) (Fig. 4). In reducing epidemic intensity, the IC treatment increased plant height by 41 and 49.6%, foliage dry weight by 36.9 and 53.1%, and stem diameter by 31.1 and 41% with respect to the TC and AC treatments, respectively. TC exceeded AC in plant height and foliage dry weight, but not in stem diameter (P = 0.05) (Fig. 4). Similar total yields were obtained in treatments IC and TC, which exceeded AC by 78.7 and 74.7%, respectively (P = 0.05) (Fig. 5). However, marketable production in IC exceeded that in TC and AC by 33.9 and 82.0%, respectively, and TC exceeded AC by 72.8%. PRODUCTION LOSS MODELS The best multiple point model for calculating commer- cial production loss caused by N. aberrans on the tomato cv. Rio Grande, was Y = 15.505 − 0.045 × 4 − 0.045 × 5 − 0.024 × 6, which had an R2 of 0.83 (P < 0.05) and a Vol. 8(5), 2006 731
  • 6. J. Cristóbal-Alejo et al. Fig. 3. Partial temporal progress curves of disease on tomato, Lycopersicon esculentum cv. Rio Grande (up to 50 days after transplanting), caused by Nacobbus aberrans (values are means of four replicates per treatment). IC = Integrated Control, TC = Technical Control, AC = Check. Table 1. Nacobbus aberrans epidemics on tomato (Lycopersicon esculentum cv. Rio Grande) under three different control schemes. Coefficient of determination (r2), mean square of error (MSE) and apparent infection rate (b−1) values for partial epidemics (50 days after transplanting) and complete epidemics (110 days after transplanting) as estimated by the Weibull model. Treatment Replicate Weibull model 50 days after transplanting 110 days after transplanting r2 MSE b−1 r2 MSE b−1 IC 1 0.97 0.004 0.025 0.40 0.098 0.052 2 0.97 0.010 0.043 0.54 0.070 0.045 3 0.94 0.018 0.050 0.31 0.114 0.050 4 0.96 0.011 0.039 0.42 0.094 0.049 TC 1 0.99 0.000 0.096 0.45 0.082 0.096 2 0.95 0.014 0.077 0.30 0.101 0.061 3 0.95 0.012 0.079 0.49 0.068 0.068 4 0.96 0.009 0.084 0.41 0.083 0.075 AC 1 0.97 0.008 0.080 0.62 0.049 0.078 2 0.97 0.010 0.084 0.46 0.086 0.049 3 0.96 0.009 0.083 0.31 0.090 0.060 4 o.97 0.009 0.082 0.46 0.075 0.062 IC = Integrated Control; TC = Technical Control; AC = Check; r2 = coefficient of determination; MSE = mean square of error (variance) of the estimated apparent infection rate; b−1 = progress of apparent infection rate obtained from the reciprocal of the b parameter of the Weibull model. 732 Nematology
  • 7. Epidemiology and control of Nacobbus aberrans on tomato Table 2. Effect of control schemes on three parameters of the temporal progress of disease on tomato (Lycopersicon esculentum cv. Rio Grande) caused by Nacobbus aberrans in Tecamachalco (Mexico). Disease parameter Number of galls per plant Females per g of root IC TC AC IC TC AC Yf (%) 64.0 b 71.0 a 71.0 a – – – b−1 0.039 b 0.085 a 0.083 a – – – AUDPC 1525 b 2830 a 3263 a 1282 c 2733 b 3220 a Yf = Final incidence (110 days after transplanting); b−1 = rate of apparent infection (reciprocal of the b parameter of the Weibull model) 50 days after transplanting; AUDPC = area below the disease progress curve 110 days after transplanting; IC = Integrated Control; TC = Technical Control; AC = Check. Note: numbers with the same letters in the same row are not significantly different (Tukey, P = 0.05). Fig. 4. Tomato (Lycopersicon esculentum cv. Rio Grande) vigour estimates under three control schemes for Nacobbus aberrans. IC = Integrated Control, TC = Technical Control, AC = Check. Bars with the same letter are not significantly different (Tukey, P = 0.05). Cp of Mallow of 6.38. In this model, Y corresponds to the estimated production and ×4, ×5, and ×6 represent the estimates of damage (i.e., degree of galling) caused by the nematode at 40, 50, and 60 dat, coinciding with the pheno- logical periods of flowering, fruit initiation, and fruit set, respectively (Fig. 3). From this model, the theoretical pro- duction (sensu Zadoks & Schein, 1979) was estimated, for a damage level equal to zero, at 1.03 kg plant−1 . From this estimate and with a sowing density of 20 000 plants ha−1 , a theoretically achievable yield of 20 673 kg ha−1 was cal- culated. The experimental treatments produced average total yields of 0.991 kg plant−1 (18 253 kg ha−1 ), 0.729 kg plant−1 (14 593 kg ha−1 ) and 0.174 kg plant−1 (3497 kg ha−1 ) in IC, TC and AC, respectively. Thus, the estimated production losses on tomato caused by N. aberrans, cal- culated from the theoretical maximum possible produc- tion and the average production achieved with the dif- ferent treatments, were 0.121 kg plant−1 (2420 kg ha−1 ) with IC, 0.304 kg plant−1 (6080 kg ha−1 ) with TC and 0.858 kg plant−1 (17 176 kg ha−1 ) with AC, which corre- spond to 11.7, 29.4 and 83.1%, respectively. Discussion There are few studies of disease progress and yield loss caused by N. aberrans (Manzanilla-López et al., 2002). Otazú et al. (1985) determined the progress curve of N. Vol. 8(5), 2006 733
  • 8. J. Cristóbal-Alejo et al. Fig. 5. Effects of three different systems of management of Nacobbus aberrans on the production of tomato cv. Rio Grande. IC = Integrated Control, TC = Technical Control, AC = Check. Bars with the same letters are not statistically different (Tukey, α = 0.05). aberrans infection on potato during the growing season. However, the present work is the first report of the use of epidemiological models and management schemes to estimate production losses due to N. aberrans on tomato crops under field conditions. Others have made estimates based on different treatments under glasshouse conditions (Costilla & Gómez, 1981) or on the traditional criteria of chemical control based mainly on different dosages of nematicides and intensity of control (Zamudio, 1987; Franco et al., 1993a, b). The critical period for controlling the nematode is during its first generation (0-60 dat), and the damage in our experiment was estimated best by measuring the damage caused by N. aberrans between 40 and 50 dat, i.e., when the crop is at the stage of flowering and fruit initiation. The decrease in numbers of nematodes in soil and roots at the end of crop growth found in all treatments is a behaviour already reported by Gómez (1991) and Cid del Prado et al. (1996a). This phenomenon seemed to be due to the decline of the crop, the consequent disintegration of the roots, and the invasion of secondary disease organisms, such that less nutritious tissue was available for the nematodes. The first peak of obese females corresponded to the inoculum of J3 and J4 and immature females already present in the field before the crop was transplanted and responsible for the galls that developed on the plants in the bio-assay. Figure 1B clearly shows the presence of J3 and J4 in the soil at transplanting, a feature reported previously for this pathosystem (Manzanilla-López, 1997). More generations may occur immediately if alternative crop hosts or weeds follow a tomato crop (Cid del Prado et al., 1996b, 1997). Also, it has been observed that the nematode is able to survive without any host for at least one year under field conditions as J3 and J4 (Cristóbal-Alejo et al., 2001b). These two stages can tolerate gradual dehydration over 15-30 days (Manzanilla- López & Pérez-Vera, 1999) and host absence for up to a year (Manzanilla-López, unpubl.) better than other life stages. This may explain why, at the time of transplanting, only J3 and J4 (4-6 nematodes/200 ml) were found in the soil (Fig. 1B), despite efforts to recover J2 through sieving techniques. Thus, from the present work, it seems that J3 and J4 represent the main inoculum for the progress of epidemics, and this is the first report that demonstrates the importance of these juvenile stages under field conditions. These stages must, therefore, be the principal target for the purposes of achieving an effective control of crop damage and management of the nematode. The chemical control in IC at the begining of the crop season was presumably the cause of the lowered peak in numbers of J2 (Fig. 1A), thereby reducing the impact of the initial inoculum of the nematode and helping to reduce the numbers of the first generation of obese females (Figs 2B; 3). 734 Nematology
  • 9. Epidemiology and control of Nacobbus aberrans on tomato The overall beneficial effects of IC must have been due to the two main components (i.e., nematicides and fertilis- ers, both chemical and organic), which influence the ef- fective initial inoculum (estimated through Y0) by reduc- ing nematode densities and also improve host nutrition. Later, IC also reduced the values of the epidemic intensity parameters (AUDPC, b−1 , and Yf ). The positive effects of addition of chicken manure might be at least partly due to their restrictive effect on nematode development (Rodríguez-Kábana, 1986; Zavaleta-Mejía, 1986). How- ever, as with other types of amendment, it is important to study the effects of the amendment on various physico- chemical processes in the soil and on soil pH (Etchevers et al., 1989). Its effects on nematode antagonistic organ- isms (Mankau, 1962, 1963; Wallace, 1983) and the opti- mum period of application could also be important. The application of nematicide in this experiment, especially at the time of transplanting, did reduce the initial inocu- lum, but it would be informative to study the frequency of application, dose, and alternative chemical products, and to make cost-benefit analyses, to determine the most ef- fective strategy (Chew, 1995; Barker & Koenning, 1998; Yáñez et al., 2001). Conclusions Epidemiological models to assess disease progress have been built for few species of plant-parasitic nematodes. This is partly due to the lack of studies that include data on nematode population dynamics related to crop phenology, and this is especially true for Nacobbus. In the present study, information has been generated on the population dynamics of N. aberrans on tomato plants under field conditions in a comparison of treatments designed to increase production and to reduce the effect of the nematode on yield. At least three generations of N. aberrans seemed to occur through the cropping season and J3 and J4 were the main inoculum for the progress of epidemics. The critical period for controlling the nematode is probably during the first generation (0-60 dat). The epidemiological models for the disease caused by the nematode on tomato crops, revealed that the number of galls per plant and females per g of root through the crop season were the most practical and suitable variables for definition of the area under a disease progress curve (AUDPC). The variables b−1 (Weibull’s apparent infection rate), AUDPC and Yf (final disease incidence) indicated less crop damage under the IC scheme than under the other two schemes (TC and AC) (P = 0.05). However, comparison with AC also showed that chemical control only reduces the numbers of nematodes for a short period without exerting permanent control. Therefore, this could still permit a major loss in production but, by using the additional measures included in IC, such large losses are avoided, thus diminishing the impact of the disease (Chávez, 1995; Chew, 1995; Cid del Prado et al., 1997). The epidemiological approach used in the present study helped to assess the impact of the different control practices and their potential for increasing production and reducing the nematode population in infested soils. The results should help in planning and implementing improved control strategies. The IC programme would allow the disease to be managed in a sustainable production system and to increase crop yield (Téliz, 1992) in infested soils, thus reducing the area of land abandoned by small farmers because of infestation of the soil by N. aberrans and the consequent poor crop yields. Acknowledgements The first author thanks CONACYT (Mexico) for finan- cial support through the development of the research, and Manuel Rodríguez, the cooperating farmer. Rothamsted Research receives grant-aided support from the Biotech- nology and Biological Sciences Research Council of the United Kingdom. References ANON. (1988). SAS User´s guide: Basics version 6.03 edition. Cary, NC, USA, SAS Institute Inc., 28 pp. ANON. (2000). Estadísticas del comercio exterior de México. Información preliminar. México, INEGI. Vol. XXII 7, 163 pp. AYOUB, M.S. (1980). Plant nematology an agricultural train- ing aid. Sacramento, CA, USA, Department of Food and Agriculture Division of Plant Industry Laboratory Services- Nematology, 157 pp. BARKER, K.R. & KOENNING, S.R. (1998). Developing sus- tainable systems for nematode management. Annual Review of Phytopathology 36, 165-205. CAMPBELL, C.L. & MADDEN, L.V. (1990). Introduction to plant disease epidemiology. New York, USA, John Wiley & Sons Inc., 532 pp. CHAVEZ, A.J.J. (1995). Control integrado de la marchitez del Chile (Capsicum annuum L.) ocasionada por el hongo Phy- tophthora capsici L. en la Región de Valsequillo, Puebla, Méx- Vol. 8(5), 2006 735
  • 10. J. Cristóbal-Alejo et al. ico. Tesis de Maestría, Colegio de Postgraduados, Montecillo, México, 98 pp. CHEW, M.Y.I. (1995). Evaluación de algunas estrategias de control de la virosis en el cultivo de Chile (Capsicum annuum L.). Tesis de Maestría, Colegio de Postgraduados, Montecillo, México, 95 pp. CID DEL PRADO, V.I., EVANS, K., MANZANILLA-L., R.H., CRISTÓBAL-ALEJO, J. & FRANCO-A., G.E. (1996a). Eval- uación de algunas estrategias para el manejo de Nacobbus aberrans en el cultivo de tomate (Lycopersicon esculentum Mill.). In: Congreso Nacional de Fitopatología, Guadalajara, Jalisco, México. Revista Mexicana de Fitopatología R83. [Abstr.] CID DEL PRADO, I., EVANS, K., MANZANILLA-L., R.H., CRISTÓBAL-ALEJO, J., FRANCO, E. & CARRILLO, C. (1996b). Dinámica poblacional de Nacobbus aberrans en parcelas con cultivo de tomate, maíz y maleza. In: Congreso Nacional de Fitopatología, Guadalajara, Jalisco, México. Revista Mexicana de Fitopatología R81. [Abstr.] CID DEL PRADO, V.I., CRISTÓBAL-ALEJO, J. & EVANS, K. (1997). Manejo de poblaciones de Nacobbus aberrans en el cultivo de tomate (Lycopersicon esculentum Mill.). Nematropica 27, 103-104. COSTILLA, B.H. & DE GÓMEZ, T. (1981). Ensayo de control químico del nematodo Nacobbus aberrans en tubérculos de papa. Nematropica 11, 78-79. CRISTÓBAL-ALEJO, J., CID DEL PRADO-VERA, I., SANCHEZ, G.P., MARBAN-MENDOZA, N., MANZANILLA- LOPEZ, R.H. & MORA-A., G. (2001a). Alteraciones nutrimentales en tomate (Lycopersicon esculentum Mill.) por efecto de Nacobbus aberrans. Nematropica 31, 219-226. CRISTÓBAL-ALEJO, J., CID DEL PRADO-VERA, I., MARBAN-MENDOZA, N., SANCHEZ, G.P., MORA-A., G. & MANZANILLA-LOPEZ, R.H. (2001b). Sobrevivencia de estados biológicos de N. aberrans en condiciones de campo. Nematropica 31, 227-233. CRUZ, M.A., ZERÓN, F. & DE LA JARA, F. (1987). Dispersión del nematodo fitoparásito Nacobbus aberrans en una región agrícola entre Actopán y Progreso, Estado de Hidalgo. Memorias, XIV Congreso Nacional de la Sociedad Mexicana de Fitopatología. Morelia, Michoacán, México, p. 83. DUNCAN, L.W. & FERRIS, H. (1983). Validation of model for prediction of host damage by two nematode species. Journal of Nematology 15, 227-234. ETCHEVERS, D.J., CORTES, J.L., MORA, G., GUTIÉRREZ, N., GARCÍA, R., TÉLIZ, D. & JUÁREZ, C. (1989). Tristeza del aguacate: fertilidad del suelo y nutrición de las plantas. Revista Mexicana de Fitopatología 7, 231-239. ETCHEVERS, D.J., GALVIS, A. & RODRÍGUEZ, J. (1994). A system approach for determining NP fertiliser recommenda- tions for annual crops. Theory. XV Congreso de la Ciencia del Suelo, Vols I and II. Acapulco, Guerrero, Mexico, pp. 438- 445. FRANCO, J., MONTECINOS, R. & MONTALVO, R. (1993a). Tratamiento químico de tubérculos infectados por Nacobbus aberrans para evitar su diseminación. Nematropica 23, 117. FRANCO, J., MONTALVO, R. & MONTECINOS, R. (1993b). Pérdidas en el cultivo de la papa causadas por Nacobbus aberrans en Cochabamba. Nematropica 23, 117. FRANCO-NAVARRO, F., CID DEL PRADO-VERA, I., ZAVA- LETA-MEJÍA, E. & SANCHEZ-GARCÍA, P. (2002). Appli- cation of organic ammendments for the management of Na- cobbus aberrans on tomato. Nematropica 32, 113-124. FREUND, R.J. & LITTELL, R.C. (1991). SAS® System for Regression. Second edition. Cary, NC, USA, SAS Institute, 210 pp. GÓMEZ, R.O. (1991). Efecto del Cempazúchil (Tagetes erecta L.) asociado con jitomate en Nacobbus aberrans e insec- tos transmisores de virus. Tesis Maestría en Ciencias en Protección Vegetal. Departamento de Parasitología Agrícola. UACH, Chapingo, Edo. de México, 83 pp. HANDELSMAN, J. & STABB, E. (1996). Biocontrol of soilborne plant pathogens. The Plant Cell 8, 1855-1868. MADDEN, L.V. (1983). Measuring and modelling crop losses at the field level. Phytopathology 73, 1591-1596. MANKAU, R. (1962). The effect of some organic additives upon a soil nematode population and associated natural enemies. Nematologica 7, 65-73. MANKAU, R. (1963). Effects of organic soil amendments on nematode populations. Phytopathology 83, 375-378. MANZANILLA-LÓPEZ, R.H. (1997). Studies on the characteri- sation and bionomics of Nacobbus aberrans (Thorne, 1935) Thorne & Allen, 1944 (Nematoda: Pratylenchidae). Ph.D. Thesis, University of Reading, UK, 395 pp. MANZANILLA-LÓPEZ, R.H. & PÉREZ-VERA, A.O. (1999). Survival of dehydration and infectivity of the development stages of Nacobbus aberrans (Thorne, 1935) Thorne & Allen, 1944. Nematropica 29, 125-126. MANZANILLA-LÓPEZ, R.H., COSTILLA, M.A., DOUCET, M., FRANCO, J., INSERRA, R.N., LEHMAN, P.S., CID DEL PRADO-VERA, I., SOUZA, R.M. & EVANS, K. (2002). The genus Nacobbus Thorne & Allen, 1944 (Nematoda: Praty- lenchidae): Systematics, distribution, biology and manage- ment. Nematropica 32, 149-227. MCSORLEY, R. (1987). Plot size and design for acquisition of field data in nematology. In: Veech, J. & Dickson, D. (Eds). Vistas on nematology. Hyattesville, MD, USA, Society of Nematologists, pp. 52-58. NOLING, J.W. (1987). Partitioning crop losses. In: Veech, J. & Dickson, D. (Eds). Vistas on nematology. Maryland, USA, Society of Nematologists, pp. 64-74. OTAZU, V., HOOPES, R., CAERO, G. & HUAYTA, I. (1985). El rosario de la papa causado por Nacobbus aberrans (Thorne, 1935) Thorne and Allen, 1944, su efecto en el rendimiento y algunos aspectos que inciden en su propagación y prevalencia en Bolivia. Fitopatología 20, 65-70. 736 Nematology
  • 11. Epidemiology and control of Nacobbus aberrans on tomato PENNYPEKER, S.P., KNOBLE, H.D., ANTLE, C.D. & MAD- DEN, L.V. (1980). A flexible model for studying plant disease progression. Phytopathology 70, 232-235. RODRÍGUEZ-KÁBANA, R. (1986). Organic and inorganic nitro- gen amendments to soil nematode suppressants. Journal of Nematology 18, 129-135. SILVA, J.J. (1989). Manejo de Nacobbus aberrans (Thorne, 1935), Thorne & Allen, 1944, asociado al cultivo de frijol en el valle de Valsequillo, Puebla. Tesis de Maestría. Colegio de Postgraduados, Montecillo, México, 84 pp. STEEL, R.D. & TORRIE, J.H. (1986). Bioestadística. Princip- ios y procedimientos. Second edition. D.F. México, McGraw- Hill, 622 pp. TÉLIZ, O.D. (1992). Conceptos fitopatológicos: control o manejo de enfermedad? La enfermedad o el cultivo o el hom- bre? Revista Mexicana de Fitopatología 10, 24-28. TENG, P.S. (1984). Estimating and interpreting disease intensity and loss in commercial fields. Phytopathology 73, 1587-1590. THAL, W.M., CAMPBELL, C.L. & MADDEN, L.V. (1984). Sensitivity of Weibull model parameters estimates to varia- tion in simulated disease progression data. Phytopathology 74, 1425-1430. WALLACE, H.R. (1983). Interaction between nematodes and other factors on plants. Journal of Nematology 15, 221-226. YAÑEZ-JUÁREZ, M.G., ZAVALETA-MEJÍA, E., FLORES- REVILLA-C., CHÁVEZ-ALFARO, J. & VALDIVIA-ALCALÁ, R. (2001). Management of wilting (Phytophthora capsici Leo.), root galling (Nacobbus aberrans Thorne & Allen) and virosis in pepper (Capsicum annuum L.). Revista Mexicana de Fitopatología 19, 40-48. ZADOKS, J.C. & SCHEIN, R.D. (1979). Epidemiology and plant disease management. Oxford, UK, Oxford University Press, 427 pp. ZAMUDIO, G.V. (1987). Evaluación de la resistencia de colec- ciones y variedades comerciales de tomate (Lycopersicon spp.) a Nacobbus aberrans Thorne & Allen. Tesis de Maestría. Colegio de Postgraduados. Montecillo, Edo. de México, 159 pp. ZAVALETA-MEJÍA, E. (1986). Modificadores orgánicos en el manejo de enfermedades radicales. Revista Mexicana de Fitopatología 8, 42-51. Vol. 8(5), 2006 737