SlideShare ist ein Scribd-Unternehmen logo
1 von 21
Isolation of genes differentially expressed
 during the defense response of Cassava
  (Manihot esculenta Crantz) to whitefly
 (Aleurotrachelus socialis Bondar) attack

             Adriana Bohórquez Chaux
                   Diana Bernal
                  Bernardo Arias
                  Anthony Bellotti
                    Joe Tohme
General Objective

Understand the defense mechanisms of
cassava (Manihot esculenta Crantz) at the
gene expression level, in response to
whitefly (Aleurotrachelus socialis Bondar)
attack.
African Cassava Mosaic Disease
            CMD
Neotropics

   Whitefly:
          y
Aleurotrachelus
    socialis


   Yield losses 5-
        79%
Susceptible genotype

                       Source: Cassava Entomology, CIAT
MEcu-72   Whitefly RESISTANT
CMC40     Whitefly
          Whit fl SUSCEPTIBLE
A. socialis life cycle                  Time-course tissue
         Adult                              collection
                         Eggs
                                A. socialis stage   Collection     times   after   Pools
                                                    infestation

                                Adult
                                Ad lt               (1) 5 ho rs
                                                          hours,                   1

                                Egg                 (2) 7 days

                                Nymph I instar      (3) 14 days                    2

                                Nymph II i t
                                N   h instar        (4) 18 d
                                                           days

                                Nymph III instar    (5) 20 days                    3

                                Nymph IV instar     (6) 27 days
Methodology




       Two technical replicates
      Three biological replicates
     Hybridization in two arrays:
       y                       y
    *Cassava UniGen set cDNA
      microarray ~ 5.300 clones
*Cassava cDNA microarray for whitefly
           ~ 5 700 clones
             5.700

          72 hybridizations
Analysis
                                 Scanned using a ChipReader (BIO-RAD)


                        Grids construction, spots identification VersArray analyzer
                                               (BIO-RAD)


                       Normalization, standard regularization, elimination of outliers,
                       N    li ti      t d d       l i ti       li i ti     f tli
                                replicate and dye swap analysis (MIDAS)


                           Identification of differential expressed genes (SAM)


                                           Cluster Analysis (MeV)


                                        Bioinformatic analysis

Cassava Unigene Microarray: 550 genes as significantly regulated in the six collect times and the
two comparisons (resistant infested vs resistant non-infested & resistant infested vs susceptible
infested), hi h
i f t d) which 310 Up-regulated and 240 down-regulated.
                   U         l t d d        d         l t d

Sequence annotation was done using GOMP. These ESTs sequences were compared to known
protein sequences (The Arabidopsis Information Resource, TAIR) and mapped to Gene Ontology
(GO) tterms and KEGG pathways using BLASTX Functional categories were defined using the
               d          th       i BLASTX. F       ti   l t     i     d fi d i th
GO classification scheme.
Cluster analysis using MeV
                          Hierarchical tree showing the differential
                           genes in resistant genotype (MEcu-72)
                          infested vs. non-infested, collects to 20 &
                           27 days post-infestation (Nymph III & IV).
                                 Cassava unigen set microarray
 Up regulated
 genes (207)




Down
regulated
genes (80)
7%

                                                        8%



                                                  14%




                                                  10%

                                                  1%




Functional categories of regulated genes during
cassava-whitefly interaction. Hybridizations
         hi fl i         i       b idi i
were done with the Cassava Unigene
Microarray
Specificity of defense responses


                                           Arabidopsis thaliana




          Frankliniella occidentalis
          (perforador-chupador)                                   Spodoptera littoralis
                                                                  (generalista, masticador)




Pieris rapae
(especialista,
masticador)

                                                                            Moscas blancas y áfidos
                                                                            (chupadores
                                                                            floemófagos)
Defense response to phloem-feeding insect (Order
                  Hemiptera)




                 SA (Salicylic Acid)

                  JA/ET (Jasmonic Acid
                  /Ethylene)

                Defense response
Ph                             N
                                       ot                              IP
                                          or                             1:
                                             es                            2         CY
                                                pi                             w




-6
     -5
          -4
               -3
                                 -2
                                                                     -1
                                                                                   at P7




                                                                                                     0
                                                                                                         1
                                                                                                             2
                                                                                                                 3
                                                                                                                     4
                                                                                                                         5
                                                  ra                                 er 14
                                                       tio
                                                           n                            ch A1
                                                                                          an
                                       ox                      (N
                                         id                      AD                          ne
                                            or                           H                      l
                                              ed
                                                uc
                                                                             de         N
                                                                               hy        AD
                                                       ta
                                                          s   e,
                                                                                    dr
                                                                                      og
                                                                                            PH
                                                                   2O                   en
                                                                     G                    At
                                                                                          as
                                              H                          -F                  y2
                                                                                             e)
                                                  yp                       e(
                                                    ot                       II
                                                      he                       )
                                                        tic                      ox
                                                           al                        yg
                                              FA                                        (S
                                                                                         enD
                                                   D          pr                             aR
                                                     -d           ot                           se)
                                                         ep           ei
                                                            en          n
                                                                de          (t
                                                                               hi C
                            ox                                      nt            orYP
                                                                                      ed8
                               id                Et
                                                                         ox                 2
                                                                                         ox C
                                  or                                         id
                                     ed              hy                         or            in2
                                        uc               lb                         ed           )
                                           ta               en                          uc
                                              se               ze                           ta
                                                 ,                 ne                          se
                                                    zi                  de P
                                                       nc
                                                          -b                hy R
                                                             in                  dr X l
                                                                di                   og ike
                                                                  ng                    e n -2
                                                                        de                   as
                                                                            hy                   e
                                                                                 dr
                                                                                    og
                                                                                                                                                                    hibridization (Cassava Unigene Microarray)




                                                                                        e
                                                                                        Mn
                                                                                           FaPse
                                                                                               -a
                    hy      o
                       po xid
                         th or
                            et       ed                         al
                              ic                                   do
                                 al uct                                                   LP
                                    pr as                              /k                     D
                                                                           et                    1
                                       o t e,
                                          ei        zi           TR           o
                                            n          nc             X-          re SK
                                               D          -b             lik         du S
                                                 U                           e           ct 1
                                                    F1 in                        Fe          as
                                                        79 din                       rr          e
                                                             Th g d                    ed
                                                                io        eh                ox
                                                                    re         yd               in
                                                                       do          r
                                   2-                                      xi o g
                                      ox                                      n         en
                                          og                                      Ah EI      as
                                             lu                                       pC N2      e
                                                ta                                         -T
                                                   ra                                          SA
                                                      te
                                                          -d
                                                            ep
                                                                en
                                                                     de
                                                                        nt
                                              FA                                         N
                                                   D                          di           D
                                                     -d                         ox CY A1
                                                         ep                          yg P8
                                                            en                          en  6A
                                                                de                           as1
                                                                    nt                           e
                                                                                                                             Oxidation_Reduction/Oxidative




                                                                         ox
                                                  Be                         id C
                                                       ta                       or Y
                                                          -c                        edP7
                       m                                     ar                         u c 6C
                         ito                                   ot                           ta 4
                            ch                                     en P                        se
                                on                                     e      er
                                   dr                                     hy ox
                                      ia                                       dr ire
                                                                                                                             Oxidation Reduction/Oxidative Stress




                                        lp                                         ox do
                                            ro                                        yl xi
                                               ce                                        as n
                                                   ss                                        e
                                                      in                                         2
                                                         g                      AT
                                                            pe                       G
                                                               pt                      ST
                                                                   id                       U
                                                                      as                       19
                                                                          e
                                                                             be          S
                                                                                 ta KS
                                                                                      su 6
                                                                                       ET bu
                                                                                           FQ ni
                                                                                                Ot

                                                                          U
                                                                           nk
                                                                             no
                                                                               w           CR
                                                                                      n
                                                       C                                  Pr D1
                                                        CH                                  ot
                                                                                               ei
                                 Su                                (C                            n
                                    pe                               O
                                       r   ox
                                                                         PP
                                                                           ER      AD
                                             id
                                               e                           CHATG C2
                                                   di                         AP ST
                                                     sm                         ER U1
                                                       ut                          O 9
                                                               as                     N
                                                                 e                      E)
                                                                   [M
                                                                      n]       AL
                                                                         ,       D
                                                                           m       H
                                                                            ito      2B
                                                                               ch        7
                                                                                  on
                                                                                  SA
                                                                                     G
                                                                                     dr
                                                                                       2a
                                                                                       i1
                                                                                          l


                                                                                           R
                                                                                            CD
                                                                                              1
                                                                                                                                                                    Genes differentially expressed in cassava in response to white fly attack through all the nymphal stages, determined by Microarray
tr
                            an
                              sc
                                 rip          D
                                     t io    N
                                          n     A
                                      in           bi
                                         iti C        nd
                                            atal         in
                                                iom          g
                                                  n od         pr
                                                     fa u         ot
                                                        ctlin         ei
                                                           or b          n




-8
     -6
                 -4
                                               -2
                                                                             0
                                                                                 2
                                                                                     4
                                                                                         6
                                                                                             8




                              C2                              -rin
                                                                 el d
                                                                     i
                                                                   atn
                                  do
                                     m                                 egd
                                       ai
                                           n-
                                              co           AT
                   en                             nt           AR
                      do        (C                   ai           F
                        nu                              ni
                                   5H                     ng A1
                           cl          C2                                E
                             ea                                pr
                               se            zi                  Ht
                                                                  oD
                                 /e             nc                    ei
                                    xoa
                                                                      A3 n
                                                    fin
                                       nrum             ge
                                           clad             r)
                                              eail
                                                    o
                                                  sle /        Ri
                                                       b
                                                     /p e         ci
                                                                  TA nF
                                                        hoat           u4s
                                                              -c
                                                             sp a
                                                                  t
                                                                ha e
                                                                     n
                                                                    ta i
                                                                       sen




                                 G                               E
                                  RA                         A T IF 3
                                    S                           M E
                                         fa SC                    PK
                                           m A
                                                                                                   g




                                            ily RE                   13
                                               tr CR
                                                 an O          IA
                                                   sc W          A7
                                                     rip -L
                                                        tio IKAH
                                                               E K
                   en                                      n 12
                      d   on                                  fa 3 ,
                                                                ct
                             u   cl                               or
                                   ea
                                     se
                                       /e
                                      xo
                          nu              nu                       EI
                         cl                  cl                       N
                                                                N        2
                                                                                                 Signal transduction




                           eo                   ea
                              tid CR               se            F-
                                                       /p            YB
                                  yl K
                                    tr (C                 ho             3
                                      an D                    sp
                                           sf PK                ha G
                                             er -r              At tas L3
                                                as el
                                                   e at            RL e
                                                      f a ed           P7
                                                         m k
                                                            ily in
                              sc     CK                         pr ase
                                 a r I1                            ot )
                                    ec (                              ei
                                        r C                              n
                                pr ow AS
                                   ot          tr EIN
                                     ei          an
                                        n           sc KI
                                            ki
          de                                   na rip NA
             ve                                  se         tio SR   E
                lo                                    fa       n EIV
                   pm                                    m        fa )
                                                            ily cto
                     en
                                                                pr       r
                        ta                                         ot
                          lly CRK                                     ei
                             re           (C                             n
                                 gu          D             zi
                                    la          PK            nc
                                       te          -r
                                          d           el         fin
                                             G           at          ge
                                                TP          ed           r
                                pr                -b            ki
                                   ot                 in           J
                                                                  na
                                      ei                 di
                                         n                 ng Ase8    Z
                                            ki                  pr       )
                                               na
                                                 se                ot
                                                                      ei
                                                                                                                       Genes differentially expressed in cassava in response to white fly attack through all the




                                                      fa                 n
                                                         m         A
                                                                                                                       nymphal stages, determined by Microarray hibridization (Cassava Unigene Microarray)




                                                            ily RR
                                                                pr 9
                                                                   ot
                                                                      ei
                                                                         n
Genes differentially expressed in cassava in response to white fly attack through all the nymphal stages, determined by Microarray
hibridization (Cassava Unigene Microarray)
GENE ID                                Putative function/homology                                                                                                     Score(d) q-value(%)
Defense Response
Hypot. Protein                         Response to nematodes                                                                                                              1.21         0
Thaumatin        SA                    Pathogenesis_related, Response to other organism                                                                                   1.21         0
Lipase                                 Defense Response to bacterium                                                                                                       1.2         0
PER21                                  peroxidase 21, Defense Response to fungus                                                                                           1.1         0
RPN12A                                  Peptidase, Response to auxin, cytoquinin, Proteasome                                                                                 1         0
disease resistance protein (NBS-LRR cladefense response, Apoptosis                                                                                                           1         0
MTHSC70-2                              (MITOCHONDRIAL HSP70 2), Response to virus, response to stress                                                                        1         0
CEV1             JA                    (CONSTITUTIVE EXPRESSION OF VSP 1);, Defense response                                                                                 1         0
ATP-dependent Clp
ATP d      d t Cl                      protease, Defense response
                                           t      D f                                                                                                                        1         0
NPR3             SA                    (NPR1-LIKE PROTEIN 3);, Defense response to bacterium, fungus, incompatible interaction, response to SA                               1         0
Esterase                               Defense response                                                                                                                      1         0
CB5-D                                  (CYTOCHROME B5 ISOFORM D); Defense response                                                                                         1.9       7.5
ATNSI                                  NUCLEAR SHUTTLE INTERACTING); N-acetyltransferase (interaction host-virus), Interspecies interaction                                1.6       7.5
PAP3                                   (PURPLE ACID PHOSPHATASE 3); acid phosphatase/ protein serine/threonine phosphatase, Defense response                               1.5       9.5
SCARECROW-LSA                          Response to chitin                                                                                                                  2.4       3.3
EIN2                                   (ETHYLENE INSENSITIVE 2) t    2); transporter, C t l f t i signaling pathways regulated b ethylene (ET) d f
                                                                                  t Central factor in i     li    th          l t d by th l    (ET), defense response      3.7
                                                                                                                                                                           37        1.3
                                                                                                                                                                                     13
ATHCHIB (PR3) SA                       (ARABIDOPSIS THALIANA BASIC CHITINASE); chitinase (PR3), Killing of cell of another organism                                        5.8       6.8
ATPME3                                 pectinesterase, Response to nematodes                                                                                               2.5         8
HSP81-2                                (HEAT SHOCK PROTEIN 81-2), Defense response                                                                                         3.8         1
acid phosphatase class B               Defense response                                                                                                                    3.6         1
AtRLP7                                 (Receptor Like Protein 7), Defense response                                                                                         2.5       3.7
ATOSM34          SA                    (osmotin 34) (Thaumatin family), Defense response                                                                                   2.1       4.4
Glucan endo 1 3 beta glucosidase 11 Defense response
        endo-1,3-beta-glucosidase                                                                                                                                          2.1
                                                                                                                                                                           21        4.4
                                                                                                                                                                                     44
AFB2                                   (AUXIN SIGNALING F-BOX 2); auxin binding / ubiquitin-protein ligase, Defense response, response to auxin                              2         5
ACD11            SA                    (ACCELERATED CELL DEATH 11); sphingosine transmembrane transporter, Defense response to baterium, response to SA                      2         5
subtilase                              Serine protease                                                                                                                      -1       0.8
PSBO1                                  (PS II OXYGEN-EVOLVING COMPLEX 1); oxygen evolving/ poly(U) binding, Defense response, photoinhibition                               -2         7
disease resistance protein (NBS-LRR claDefense response                                                                                                                   -1.7        10
WHY3 (WHIRLY 3); DNA binding           Defense response                                                                                                                   -1.6        10
CA1                                    (CARBONIC ANHYDRASE 1); carbonate dehydratase/ zinc ion binding, Defense response to bacterium
                                                                                                          binding                                                         -1.6
                                                                                                                                                                           16         10
AFB2                                   (AUXIN SIGNALING F-BOX 2); auxin binding / ubiquitin-protein ligase, Defense response, response to auxin                           -1.3        10
VTC2             JA                    (vitamin c defective 2); GDP-D-glucose phosphorylase/ GDP-galactose:glucose-1-phosphate guanyltransferase, Defense respo           -2.6         0
MLO10                                  (MILDEW RESISTANCE LOCUS O 10); calmodulin binding, Defense response, cell death                                                   -3.2         0
PLDBETA1                               (PHOSPHOLIPASE D BETA 1); phospholipase D, Defense response to bacterium, incompatible interaction                                   -3         3
NLA              SA                    (nitrogen limitation adaptation); ubiquitin-protein ligase, Defense response to bacterium, response to SA, SAR                     -2.3         8
WHY3                                   (WHIRLY 3); DNA binding, Defense response                                                                                          -3.2         0
disease resistance protein (NBS LRR cla
                           (NBS-LRR Defense response                                                                                                                      -2.8
                                                                                                                                                                           28          1
JAZ8             JA                    (JASMONATE-ZIM-DOMAIN PROTEIN 8), Defense response, response to chitin , response to JA                                            -2.5       1.5
SDF2                                   (STROMAL CELL-DERIVED FACTOR 2-LIKE PROTEIN PRECURSOR), Defense response to bacterium, fungus                                      -2.3       1.7
PSBO1                                  (PS II OXYGEN-EVOLVING COMPLEX 1); oxygen evolving/ poly(U) binding, Defense response, photoinhibition                             -2.1       3.3
RCD1             JA                    (RADICAL-INDUCED CELL DEATH1); protein binding, Defense response to bacterium, response to JA, ET, superoxide                        -2       3.9
H
                                                 yp
                                                      ot
                                                        .




-4
           -3
            3
                             -2
                                                  -1
                                                                     0
                                                                         1
                                                                             2
                                                                                 3
                                                                                     4
                                                                                         5
                                                                                             6
                                                                                                 7
                                                            Pr
                                                       te      o
 di                                               Th
    se                                                    in
      as                                       au
        e                                          m
          re                                          at
             si                                           in
                st                                Li
                  an                                 pa
                     ce                                  se
                        pr
                           ot                     PE
                              ei                      R2
                                 n
                                    (N          RP 1
                                       BS           N
                                           -L         1
                                              RR 2A
                                                   cl
                                          M           as
                                            TH            s
                                                SC )
                               AT                    70
                                                         -2
                                   P-
                                      de            CE
                                          pe
                                             nd          V1
                                                 en
                                                     t
                                                        Cl
                                                           p
                                                    N
                                                      PR
                                               Es          3
                                                  te
                                                      ra
                                                         se
                                                  CB
                                                       5-
                                                           D
                          SC                      AT
                              AR                       N
                                                                                                                        hibridization (Cassava Unigene Microarray)




                                   EC                     SI
                                      RO
                                                    PA
                                           W             P3
                                             -L
                                                IK
                                                    E
                                                        13
                                     AT                     ,
                                         H
                                           CH EIN
                                              IB           2
                                                   (P
                                                       R3
                       ac                       AT          )
                          id
                             ph                     PM
                                                         E3
                                 os
                                     ph       H
       G                                         SP
         lu                              at
                                           as
                                                     81
            ca                                           -2
               n                              e
                 en                              cl
                                                    as
                    do                                  s
                       -1                                  B
                         ,3                      At
                            -b                      RL
                               et                        P7
                                   a-        AT
                                      gl         O
                                         uc         SM
                                            os           34
                                               id
                                                 as
 di                                                  e
    se                                                   11
      as
        e                                           AF
          re                                             B2
                                                                                                     Defense response




             si
                st                               AC
                  an
                     ce                               D
                                                         11
              W         pr                    su
                 H         ot                     bt
                   Y3         ei                     ila
                      (W         n                       se
                          H         (N
                            IR         BS        PS
                               LY          -L         BO
                                    3)        RR           1
                                       ;           cl
                                          D           as
                                            N
                                             A            s)
                                                 bi
                                                   nd
                                                        in
                                                           g
                                                             CA
                                                                1
                                                            AF
                                                               B2
                                                            VT
 di                                                            C2
    se
      as                                                  M
        e                                                   LO
            re                                        PL       10
              si                                         D
                 st                                        BE
                   an
                        ce                                    TA
                             pr                                 1
                               ot
                                    ei                 N
                                       n                 LA
                                           (N
                                             BS     W
                                               -L      H
                                                  RR Y3
                                                    cl
                                                      as
                                                          s)
                                                             JA
                                                               Z8
                                                             SD
                                                                F2
                                                            PS
                                                              BO
                                                                 1
                                                                                                                        Genes differentially expressed in cassava in response to white fly attack through all the nymphal stages, determined by Microarray
GENE ID                               Putative function/homology                                                                       Score(d) q-value(%)
              Cell Wall modification/organization/biosynthesis
              CEV1                                  (CONSTITUTIVE EXPRESSION OF VSP 1);Cellulose biosynthetic process, cell wall organization               1             0
              ATPME1                                pectinesterase. Cell wall modification, cell wall organization                                        2.8             6
              ATPME3                                pectinesterase. Cell wall modification, cell wall organization                                        2.5             6
              Glucan endo-1,3-beta-glucosidase 11 Cellular cell wall organization                                                                         2.1           4.4
              cinnamyl-alcohol dehydrogenase,
              cinnamyl alcohol dehydrogenase putati Phenylpropanoids biosynthesis                                                                        -2.8
                                                                                                                                                          28              6
              pectinacetylesterase, putative        cellulose and pectin-containing cell wall                                                            -4.8             4
              chitinase                             Cell wall catabolic process                                                                          -2.3             6
              chitinase                             Cell wall catabolic process                                                                         -2.46             6




GENE ID                              Putative function/homology                                                                                         Score(d)       q-value(%)
Secondary Metabolism
LUP1                                 Pentacyclic triterpenoid biosynthetic process                                                                                 1             0
COP1                                 (CONSTITUTIVE PHOTOMORPHOGENIC 1); protein binding / ubiquitin-protein ligase, Flavonoid biosynthetic process                 4             6
caffeoyl-CoA 3-O-methyltransferase
       y             y               Phenylpropanoid biosynthesis
                                           yp p            y                                                                                                     1.4             6
CYP86A1                              (CYTOCHROME P450 86 A1); fatty acid (omega-1)-hydroxylase/ oxygen binding, Phenylpropanoid biosynthesis                     2.2           4.4
fumarate hydratase                   Catalitic activity                                                                                                           -1           0.8
CAD                                  cinnamyl-alcohol dehydrogenase, Phenylpropanoid biosynthesis                                                               -1.3             8
chitinase                            cell wall macromolecule catabolic process                                                                                  -2.3             8




                                      caffeoyl CoA 3-O-methyltransferase
                                      Reinforcement of the plant cell wall under conditions
                                      that trigger the disease resistance response
Phenylpropanoids metabolic pathway showing four
genes differentially expressed during the interaction-
                  cassava whitefly
On-going work and
                    Perspectives
                    P       i

. Sequencing and bioinformatic analysis of experiments on Cassava
whitefly library microarray.
. Validation of candidates genes using real time PCR
. Functional analysis of validate genes
. Generate an integrated cassava metabolic model that explains the
response to whitefly attack.
. Cytological examination of the Hypersensitive response of whitefly-
infested leaves to determine the specific location of callosa
deposition and hypersensitive response to whitefly, ROS
                                            whitefly
accumulation and Callose deposition in whitefly-infested leaves.
Acknowledgments

. We acknowledge Gines-Mera fellowship for support
the Ph D t di
th Ph.D studies
. Joe Tohme and Alfredo Alves
. Biotechnology team

Weitere ähnliche Inhalte

Ähnlich wie Genes differentially expressed in cassava during defense response to whitefly attack

Immunoinformatics and Reverse Vaccinology, Potential Application to Developme...
Immunoinformatics and Reverse Vaccinology, Potential Application to Developme...Immunoinformatics and Reverse Vaccinology, Potential Application to Developme...
Immunoinformatics and Reverse Vaccinology, Potential Application to Developme...ILRI
 
Isolation of genes differentially expressed during the defense response of Ca...
Isolation of genes differentially expressed during the defense response of Ca...Isolation of genes differentially expressed during the defense response of Ca...
Isolation of genes differentially expressed during the defense response of Ca...CIAT
 
2005 rice mutants and genes related to organ development, morphogenesis and
2005 rice mutants and genes related to organ development, morphogenesis and2005 rice mutants and genes related to organ development, morphogenesis and
2005 rice mutants and genes related to organ development, morphogenesis andAgrin Life
 
Jonathan Eisen talk on "Phylogenomics of Microbes" at Lake Arrowhead Small Ge...
Jonathan Eisen talk on "Phylogenomics of Microbes" at Lake Arrowhead Small Ge...Jonathan Eisen talk on "Phylogenomics of Microbes" at Lake Arrowhead Small Ge...
Jonathan Eisen talk on "Phylogenomics of Microbes" at Lake Arrowhead Small Ge...Jonathan Eisen
 
DEL's Vi bacteriophage talk final
DEL's Vi bacteriophage talk finalDEL's Vi bacteriophage talk final
DEL's Vi bacteriophage talk finalDerek Pickard
 
Detection of ehrlichia platys dna in brown dog ticks
Detection of ehrlichia platys dna in brown dog ticksDetection of ehrlichia platys dna in brown dog ticks
Detection of ehrlichia platys dna in brown dog ticksJosephine Huang
 
Current approaches for African swine fever virus vaccine development
Current approaches for African swine fever virus vaccine developmentCurrent approaches for African swine fever virus vaccine development
Current approaches for African swine fever virus vaccine developmentILRI
 
If this is the future, where is my tree of life?
If this is the future, where is my tree of life?If this is the future, where is my tree of life?
If this is the future, where is my tree of life?Karen Cranston
 
Genome Sequencing in Finger Millet
Genome Sequencing in Finger MilletGenome Sequencing in Finger Millet
Genome Sequencing in Finger MilletVivek Suthediya
 
ขยายพันธุ์พืช
ขยายพันธุ์พืชขยายพันธุ์พืช
ขยายพันธุ์พืชKrupoonsawat
 
SURCA 2016 poster
SURCA 2016 posterSURCA 2016 poster
SURCA 2016 posterMitchell Go
 
Poster: EVALUATION OF THE SPECIFICITY OF TWO COMMERCIAL ELISA KITS FOR DETECT...
Poster: EVALUATION OF THE SPECIFICITY OF TWO COMMERCIAL ELISA KITS FOR DETECT...Poster: EVALUATION OF THE SPECIFICITY OF TWO COMMERCIAL ELISA KITS FOR DETECT...
Poster: EVALUATION OF THE SPECIFICITY OF TWO COMMERCIAL ELISA KITS FOR DETECT...FAO
 
Chapter 4 isolation identification-and-cultivation
Chapter 4 isolation identification-and-cultivationChapter 4 isolation identification-and-cultivation
Chapter 4 isolation identification-and-cultivationAlia Najiha
 
Dissecting plant genomes with the PLAZA 2.5 comparative genomics platform
Dissecting plant genomes with the PLAZA 2.5 comparative genomics platformDissecting plant genomes with the PLAZA 2.5 comparative genomics platform
Dissecting plant genomes with the PLAZA 2.5 comparative genomics platformKlaas Vandepoele
 
Critical role of host factors which recruit replication in positive strand rn...
Critical role of host factors which recruit replication in positive strand rn...Critical role of host factors which recruit replication in positive strand rn...
Critical role of host factors which recruit replication in positive strand rn...SARMAD HASHMI
 
Automated phylogenetic taxonomy in Fungi. DS. Hibbett
Automated phylogenetic taxonomy in Fungi. DS. HibbettAutomated phylogenetic taxonomy in Fungi. DS. Hibbett
Automated phylogenetic taxonomy in Fungi. DS. HibbettRoderic Page
 
Sequencing the transcriptome reveals complex layers of regulation, Department...
Sequencing the transcriptome reveals complex layers of regulation, Department...Sequencing the transcriptome reveals complex layers of regulation, Department...
Sequencing the transcriptome reveals complex layers of regulation, Department...Copenhagenomics
 

Ähnlich wie Genes differentially expressed in cassava during defense response to whitefly attack (20)

Immunoinformatics and Reverse Vaccinology, Potential Application to Developme...
Immunoinformatics and Reverse Vaccinology, Potential Application to Developme...Immunoinformatics and Reverse Vaccinology, Potential Application to Developme...
Immunoinformatics and Reverse Vaccinology, Potential Application to Developme...
 
Isolation of genes differentially expressed during the defense response of Ca...
Isolation of genes differentially expressed during the defense response of Ca...Isolation of genes differentially expressed during the defense response of Ca...
Isolation of genes differentially expressed during the defense response of Ca...
 
2005 rice mutants and genes related to organ development, morphogenesis and
2005 rice mutants and genes related to organ development, morphogenesis and2005 rice mutants and genes related to organ development, morphogenesis and
2005 rice mutants and genes related to organ development, morphogenesis and
 
Jonathan Eisen talk on "Phylogenomics of Microbes" at Lake Arrowhead Small Ge...
Jonathan Eisen talk on "Phylogenomics of Microbes" at Lake Arrowhead Small Ge...Jonathan Eisen talk on "Phylogenomics of Microbes" at Lake Arrowhead Small Ge...
Jonathan Eisen talk on "Phylogenomics of Microbes" at Lake Arrowhead Small Ge...
 
DEL's Vi bacteriophage talk final
DEL's Vi bacteriophage talk finalDEL's Vi bacteriophage talk final
DEL's Vi bacteriophage talk final
 
Dodds
DoddsDodds
Dodds
 
Detection of ehrlichia platys dna in brown dog ticks
Detection of ehrlichia platys dna in brown dog ticksDetection of ehrlichia platys dna in brown dog ticks
Detection of ehrlichia platys dna in brown dog ticks
 
Current approaches for African swine fever virus vaccine development
Current approaches for African swine fever virus vaccine developmentCurrent approaches for African swine fever virus vaccine development
Current approaches for African swine fever virus vaccine development
 
Todd Osmundson - Algae, Protists & Fungi Plenary
Todd Osmundson - Algae, Protists & Fungi PlenaryTodd Osmundson - Algae, Protists & Fungi Plenary
Todd Osmundson - Algae, Protists & Fungi Plenary
 
If this is the future, where is my tree of life?
If this is the future, where is my tree of life?If this is the future, where is my tree of life?
If this is the future, where is my tree of life?
 
Genome Sequencing in Finger Millet
Genome Sequencing in Finger MilletGenome Sequencing in Finger Millet
Genome Sequencing in Finger Millet
 
ขยายพันธุ์พืช
ขยายพันธุ์พืชขยายพันธุ์พืช
ขยายพันธุ์พืช
 
SURCA 2016 poster
SURCA 2016 posterSURCA 2016 poster
SURCA 2016 poster
 
Poster: EVALUATION OF THE SPECIFICITY OF TWO COMMERCIAL ELISA KITS FOR DETECT...
Poster: EVALUATION OF THE SPECIFICITY OF TWO COMMERCIAL ELISA KITS FOR DETECT...Poster: EVALUATION OF THE SPECIFICITY OF TWO COMMERCIAL ELISA KITS FOR DETECT...
Poster: EVALUATION OF THE SPECIFICITY OF TWO COMMERCIAL ELISA KITS FOR DETECT...
 
Chapter 4 isolation identification-and-cultivation
Chapter 4 isolation identification-and-cultivationChapter 4 isolation identification-and-cultivation
Chapter 4 isolation identification-and-cultivation
 
2011 pcr rflp to anopheles
2011 pcr rflp to anopheles2011 pcr rflp to anopheles
2011 pcr rflp to anopheles
 
Dissecting plant genomes with the PLAZA 2.5 comparative genomics platform
Dissecting plant genomes with the PLAZA 2.5 comparative genomics platformDissecting plant genomes with the PLAZA 2.5 comparative genomics platform
Dissecting plant genomes with the PLAZA 2.5 comparative genomics platform
 
Critical role of host factors which recruit replication in positive strand rn...
Critical role of host factors which recruit replication in positive strand rn...Critical role of host factors which recruit replication in positive strand rn...
Critical role of host factors which recruit replication in positive strand rn...
 
Automated phylogenetic taxonomy in Fungi. DS. Hibbett
Automated phylogenetic taxonomy in Fungi. DS. HibbettAutomated phylogenetic taxonomy in Fungi. DS. Hibbett
Automated phylogenetic taxonomy in Fungi. DS. Hibbett
 
Sequencing the transcriptome reveals complex layers of regulation, Department...
Sequencing the transcriptome reveals complex layers of regulation, Department...Sequencing the transcriptome reveals complex layers of regulation, Department...
Sequencing the transcriptome reveals complex layers of regulation, Department...
 

Mehr von CIAT

Agricultura Sostenible y Cambio Climático
Agricultura Sostenible y Cambio ClimáticoAgricultura Sostenible y Cambio Climático
Agricultura Sostenible y Cambio ClimáticoCIAT
 
Resumen mesas trabajo
Resumen mesas trabajoResumen mesas trabajo
Resumen mesas trabajoCIAT
 
Impacto de las intervenciones agricolas y de salud para reducir la deficienci...
Impacto de las intervenciones agricolas y de salud para reducir la deficienci...Impacto de las intervenciones agricolas y de salud para reducir la deficienci...
Impacto de las intervenciones agricolas y de salud para reducir la deficienci...CIAT
 
Agricultura sensible a la nutrición en el Altiplano. Explorando las perspecti...
Agricultura sensible a la nutrición en el Altiplano. Explorando las perspecti...Agricultura sensible a la nutrición en el Altiplano. Explorando las perspecti...
Agricultura sensible a la nutrición en el Altiplano. Explorando las perspecti...CIAT
 
El rol de los padres en la nutrición del hogar
El rol de los padres en la nutrición del hogarEl rol de los padres en la nutrición del hogar
El rol de los padres en la nutrición del hogarCIAT
 
Scaling up soil carbon enhancement contributing to mitigate climate change
Scaling up soil carbon enhancement contributing to mitigate climate changeScaling up soil carbon enhancement contributing to mitigate climate change
Scaling up soil carbon enhancement contributing to mitigate climate changeCIAT
 
Impacto del Cambio Climático en la Agricultura de República Dominicana
Impacto del Cambio Climático en la Agricultura de República DominicanaImpacto del Cambio Climático en la Agricultura de República Dominicana
Impacto del Cambio Climático en la Agricultura de República DominicanaCIAT
 
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...CIAT
 
Investigaciones sobre Cadmio en el Cacao Colombiano
Investigaciones sobre Cadmio en el Cacao ColombianoInvestigaciones sobre Cadmio en el Cacao Colombiano
Investigaciones sobre Cadmio en el Cacao ColombianoCIAT
 
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue in Colo...
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue    in Colo...Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue    in Colo...
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue in Colo...CIAT
 
Tackling cadmium in cacao and derived products – from farm to fork
Tackling cadmium in cacao and derived products – from farm to forkTackling cadmium in cacao and derived products – from farm to fork
Tackling cadmium in cacao and derived products – from farm to forkCIAT
 
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...CIAT
 
Geographical Information System Mapping for Optimized Cacao Production in Col...
Geographical Information System Mapping for Optimized Cacao Production in Col...Geographical Information System Mapping for Optimized Cacao Production in Col...
Geographical Information System Mapping for Optimized Cacao Production in Col...CIAT
 
Contenido de cadmio en granos de cacao
Contenido de cadmio en granos de cacaoContenido de cadmio en granos de cacao
Contenido de cadmio en granos de cacaoCIAT
 
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoterasTécnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoterasCIAT
 
Cacao and Cadmium Research at Penn State
Cacao and Cadmium Research at Penn StateCacao and Cadmium Research at Penn State
Cacao and Cadmium Research at Penn StateCIAT
 
Aportes para el manejo de Cd en cacao
Aportes para el manejo de Cd en cacaoAportes para el manejo de Cd en cacao
Aportes para el manejo de Cd en cacaoCIAT
 
CENTRO DE INNOVACIÓN DEL CACAO PERÚ
CENTRO DE INNOVACIÓN DEL CACAO PERÚCENTRO DE INNOVACIÓN DEL CACAO PERÚ
CENTRO DE INNOVACIÓN DEL CACAO PERÚCIAT
 
Investigaciones sore Cadmio en el Cacao Colombiano
Investigaciones sore Cadmio en el Cacao ColombianoInvestigaciones sore Cadmio en el Cacao Colombiano
Investigaciones sore Cadmio en el Cacao ColombianoCIAT
 
Avances de investigación en cd en cacao
Avances de investigación en cd en cacaoAvances de investigación en cd en cacao
Avances de investigación en cd en cacaoCIAT
 

Mehr von CIAT (20)

Agricultura Sostenible y Cambio Climático
Agricultura Sostenible y Cambio ClimáticoAgricultura Sostenible y Cambio Climático
Agricultura Sostenible y Cambio Climático
 
Resumen mesas trabajo
Resumen mesas trabajoResumen mesas trabajo
Resumen mesas trabajo
 
Impacto de las intervenciones agricolas y de salud para reducir la deficienci...
Impacto de las intervenciones agricolas y de salud para reducir la deficienci...Impacto de las intervenciones agricolas y de salud para reducir la deficienci...
Impacto de las intervenciones agricolas y de salud para reducir la deficienci...
 
Agricultura sensible a la nutrición en el Altiplano. Explorando las perspecti...
Agricultura sensible a la nutrición en el Altiplano. Explorando las perspecti...Agricultura sensible a la nutrición en el Altiplano. Explorando las perspecti...
Agricultura sensible a la nutrición en el Altiplano. Explorando las perspecti...
 
El rol de los padres en la nutrición del hogar
El rol de los padres en la nutrición del hogarEl rol de los padres en la nutrición del hogar
El rol de los padres en la nutrición del hogar
 
Scaling up soil carbon enhancement contributing to mitigate climate change
Scaling up soil carbon enhancement contributing to mitigate climate changeScaling up soil carbon enhancement contributing to mitigate climate change
Scaling up soil carbon enhancement contributing to mitigate climate change
 
Impacto del Cambio Climático en la Agricultura de República Dominicana
Impacto del Cambio Climático en la Agricultura de República DominicanaImpacto del Cambio Climático en la Agricultura de República Dominicana
Impacto del Cambio Climático en la Agricultura de República Dominicana
 
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
BioTerra: Nuevo sistema de monitoreo de la biodiversidad en desarrollo por el...
 
Investigaciones sobre Cadmio en el Cacao Colombiano
Investigaciones sobre Cadmio en el Cacao ColombianoInvestigaciones sobre Cadmio en el Cacao Colombiano
Investigaciones sobre Cadmio en el Cacao Colombiano
 
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue in Colo...
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue    in Colo...Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue    in Colo...
Cacao for Peace Activities for Tackling the Cadmium in Cacao Issue in Colo...
 
Tackling cadmium in cacao and derived products – from farm to fork
Tackling cadmium in cacao and derived products – from farm to forkTackling cadmium in cacao and derived products – from farm to fork
Tackling cadmium in cacao and derived products – from farm to fork
 
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
Cadmium bioaccumulation and gastric bioaccessibility in cacao: A field study ...
 
Geographical Information System Mapping for Optimized Cacao Production in Col...
Geographical Information System Mapping for Optimized Cacao Production in Col...Geographical Information System Mapping for Optimized Cacao Production in Col...
Geographical Information System Mapping for Optimized Cacao Production in Col...
 
Contenido de cadmio en granos de cacao
Contenido de cadmio en granos de cacaoContenido de cadmio en granos de cacao
Contenido de cadmio en granos de cacao
 
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoterasTécnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
Técnicas para disminuir la disponibilidad de cadmio en suelos de cacaoteras
 
Cacao and Cadmium Research at Penn State
Cacao and Cadmium Research at Penn StateCacao and Cadmium Research at Penn State
Cacao and Cadmium Research at Penn State
 
Aportes para el manejo de Cd en cacao
Aportes para el manejo de Cd en cacaoAportes para el manejo de Cd en cacao
Aportes para el manejo de Cd en cacao
 
CENTRO DE INNOVACIÓN DEL CACAO PERÚ
CENTRO DE INNOVACIÓN DEL CACAO PERÚCENTRO DE INNOVACIÓN DEL CACAO PERÚ
CENTRO DE INNOVACIÓN DEL CACAO PERÚ
 
Investigaciones sore Cadmio en el Cacao Colombiano
Investigaciones sore Cadmio en el Cacao ColombianoInvestigaciones sore Cadmio en el Cacao Colombiano
Investigaciones sore Cadmio en el Cacao Colombiano
 
Avances de investigación en cd en cacao
Avances de investigación en cd en cacaoAvances de investigación en cd en cacao
Avances de investigación en cd en cacao
 

Kürzlich hochgeladen

Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024Lonnie McRorey
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxLoriGlavin3
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
unit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxunit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxBkGupta21
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersNicole Novielli
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 

Kürzlich hochgeladen (20)

Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
unit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxunit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptx
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software Developers
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 

Genes differentially expressed in cassava during defense response to whitefly attack

  • 1. Isolation of genes differentially expressed during the defense response of Cassava (Manihot esculenta Crantz) to whitefly (Aleurotrachelus socialis Bondar) attack Adriana Bohórquez Chaux Diana Bernal Bernardo Arias Anthony Bellotti Joe Tohme
  • 2. General Objective Understand the defense mechanisms of cassava (Manihot esculenta Crantz) at the gene expression level, in response to whitefly (Aleurotrachelus socialis Bondar) attack.
  • 4. Neotropics Whitefly: y Aleurotrachelus socialis Yield losses 5- 79%
  • 5. Susceptible genotype Source: Cassava Entomology, CIAT
  • 6. MEcu-72 Whitefly RESISTANT CMC40 Whitefly Whit fl SUSCEPTIBLE
  • 7. A. socialis life cycle Time-course tissue Adult collection Eggs A. socialis stage Collection times after Pools infestation Adult Ad lt (1) 5 ho rs hours, 1 Egg (2) 7 days Nymph I instar (3) 14 days 2 Nymph II i t N h instar (4) 18 d days Nymph III instar (5) 20 days 3 Nymph IV instar (6) 27 days
  • 8. Methodology Two technical replicates Three biological replicates Hybridization in two arrays: y y *Cassava UniGen set cDNA microarray ~ 5.300 clones *Cassava cDNA microarray for whitefly ~ 5 700 clones 5.700 72 hybridizations
  • 9. Analysis Scanned using a ChipReader (BIO-RAD) Grids construction, spots identification VersArray analyzer (BIO-RAD) Normalization, standard regularization, elimination of outliers, N li ti t d d l i ti li i ti f tli replicate and dye swap analysis (MIDAS) Identification of differential expressed genes (SAM) Cluster Analysis (MeV) Bioinformatic analysis Cassava Unigene Microarray: 550 genes as significantly regulated in the six collect times and the two comparisons (resistant infested vs resistant non-infested & resistant infested vs susceptible infested), hi h i f t d) which 310 Up-regulated and 240 down-regulated. U l t d d d l t d Sequence annotation was done using GOMP. These ESTs sequences were compared to known protein sequences (The Arabidopsis Information Resource, TAIR) and mapped to Gene Ontology (GO) tterms and KEGG pathways using BLASTX Functional categories were defined using the d th i BLASTX. F ti l t i d fi d i th GO classification scheme.
  • 10. Cluster analysis using MeV Hierarchical tree showing the differential genes in resistant genotype (MEcu-72) infested vs. non-infested, collects to 20 & 27 days post-infestation (Nymph III & IV). Cassava unigen set microarray Up regulated genes (207) Down regulated genes (80)
  • 11. 7% 8% 14% 10% 1% Functional categories of regulated genes during cassava-whitefly interaction. Hybridizations hi fl i i b idi i were done with the Cassava Unigene Microarray
  • 12. Specificity of defense responses Arabidopsis thaliana Frankliniella occidentalis (perforador-chupador) Spodoptera littoralis (generalista, masticador) Pieris rapae (especialista, masticador) Moscas blancas y áfidos (chupadores floemófagos)
  • 13. Defense response to phloem-feeding insect (Order Hemiptera) SA (Salicylic Acid) JA/ET (Jasmonic Acid /Ethylene) Defense response
  • 14. Ph N ot IP or 1: es 2 CY pi w -6 -5 -4 -3 -2 -1 at P7 0 1 2 3 4 5 ra er 14 tio n ch A1 an ox (N id AD ne or H l ed uc de N hy AD ta s e, dr og PH 2O en G At as H -F y2 e) yp e( ot II he ) tic ox al yg FA (S enD D pr aR -d ot se) ep ei en n de (t hi C ox nt orYP ed8 id Et ox 2 ox C or id ed hy or in2 uc lb ed ) ta en uc se ze ta , ne se zi de P nc -b hy R in dr X l di og ike ng e n -2 de as hy e dr og hibridization (Cassava Unigene Microarray) e Mn FaPse -a hy o po xid th or et ed al ic do al uct LP pr as /k D et 1 o t e, ei zi TR o n nc X- re SK D -b lik du S U e ct 1 F1 in Fe as 79 din rr e Th g d ed io eh ox re yd in do r 2- xi o g ox n en og Ah EI as lu pC N2 e ta -T ra SA te -d ep en de nt FA N D di D -d ox CY A1 ep yg P8 en en 6A de as1 nt e Oxidation_Reduction/Oxidative ox Be id C ta or Y -c edP7 m ar u c 6C ito ot ta 4 ch en P se on e er dr hy ox ia dr ire Oxidation Reduction/Oxidative Stress lp ox do ro yl xi ce as n ss e in 2 g AT pe G pt ST id U as 19 e be S ta KS su 6 ET bu FQ ni Ot U nk no w CR n C Pr D1 CH ot ei Su (C n pe O r ox PP ER AD id e CHATG C2 di AP ST sm ER U1 ut O 9 as N e E) [M n] AL , D m H ito 2B ch 7 on SA G dr 2a i1 l R CD 1 Genes differentially expressed in cassava in response to white fly attack through all the nymphal stages, determined by Microarray
  • 15. tr an sc rip D t io N n A in bi iti C nd atal in iom g n od pr fa u ot ctlin ei or b n -8 -6 -4 -2 0 2 4 6 8 C2 -rin el d i atn do m egd ai n- co AT en nt AR do (C ai F nu ni 5H ng A1 cl C2 E ea pr se zi Ht oD /e nc ei xoa A3 n fin nrum ge clad r) eail o sle / Ri b /p e ci TA nF hoat u4s -c sp a t ha e n ta i sen G E RA A T IF 3 S M E fa SC PK m A g ily RE 13 tr CR an O IA sc W A7 rip -L tio IKAH E K en n 12 d on fa 3 , ct u cl or ea se /e xo nu nu EI cl cl N N 2 Signal transduction eo ea tid CR se F- /p YB yl K tr (C ho 3 an D sp sf PK ha G er -r At tas L3 as el e at RL e f a ed P7 m k ily in sc CK pr ase a r I1 ot ) ec ( ei r C n pr ow AS ot tr EIN ei an n sc KI ki de na rip NA ve se tio SR E lo fa n EIV pm m fa ) ily cto en pr r ta ot lly CRK ei re (C n gu D zi la PK nc te -r d el fin G at ge TP ed r pr -b ki ot in J na ei di n ng Ase8 Z ki pr ) na se ot ei Genes differentially expressed in cassava in response to white fly attack through all the fa n m A nymphal stages, determined by Microarray hibridization (Cassava Unigene Microarray) ily RR pr 9 ot ei n
  • 16. Genes differentially expressed in cassava in response to white fly attack through all the nymphal stages, determined by Microarray hibridization (Cassava Unigene Microarray) GENE ID Putative function/homology Score(d) q-value(%) Defense Response Hypot. Protein Response to nematodes 1.21 0 Thaumatin SA Pathogenesis_related, Response to other organism 1.21 0 Lipase Defense Response to bacterium 1.2 0 PER21 peroxidase 21, Defense Response to fungus 1.1 0 RPN12A Peptidase, Response to auxin, cytoquinin, Proteasome 1 0 disease resistance protein (NBS-LRR cladefense response, Apoptosis 1 0 MTHSC70-2 (MITOCHONDRIAL HSP70 2), Response to virus, response to stress 1 0 CEV1 JA (CONSTITUTIVE EXPRESSION OF VSP 1);, Defense response 1 0 ATP-dependent Clp ATP d d t Cl protease, Defense response t D f 1 0 NPR3 SA (NPR1-LIKE PROTEIN 3);, Defense response to bacterium, fungus, incompatible interaction, response to SA 1 0 Esterase Defense response 1 0 CB5-D (CYTOCHROME B5 ISOFORM D); Defense response 1.9 7.5 ATNSI NUCLEAR SHUTTLE INTERACTING); N-acetyltransferase (interaction host-virus), Interspecies interaction 1.6 7.5 PAP3 (PURPLE ACID PHOSPHATASE 3); acid phosphatase/ protein serine/threonine phosphatase, Defense response 1.5 9.5 SCARECROW-LSA Response to chitin 2.4 3.3 EIN2 (ETHYLENE INSENSITIVE 2) t 2); transporter, C t l f t i signaling pathways regulated b ethylene (ET) d f t Central factor in i li th l t d by th l (ET), defense response 3.7 37 1.3 13 ATHCHIB (PR3) SA (ARABIDOPSIS THALIANA BASIC CHITINASE); chitinase (PR3), Killing of cell of another organism 5.8 6.8 ATPME3 pectinesterase, Response to nematodes 2.5 8 HSP81-2 (HEAT SHOCK PROTEIN 81-2), Defense response 3.8 1 acid phosphatase class B Defense response 3.6 1 AtRLP7 (Receptor Like Protein 7), Defense response 2.5 3.7 ATOSM34 SA (osmotin 34) (Thaumatin family), Defense response 2.1 4.4 Glucan endo 1 3 beta glucosidase 11 Defense response endo-1,3-beta-glucosidase 2.1 21 4.4 44 AFB2 (AUXIN SIGNALING F-BOX 2); auxin binding / ubiquitin-protein ligase, Defense response, response to auxin 2 5 ACD11 SA (ACCELERATED CELL DEATH 11); sphingosine transmembrane transporter, Defense response to baterium, response to SA 2 5 subtilase Serine protease -1 0.8 PSBO1 (PS II OXYGEN-EVOLVING COMPLEX 1); oxygen evolving/ poly(U) binding, Defense response, photoinhibition -2 7 disease resistance protein (NBS-LRR claDefense response -1.7 10 WHY3 (WHIRLY 3); DNA binding Defense response -1.6 10 CA1 (CARBONIC ANHYDRASE 1); carbonate dehydratase/ zinc ion binding, Defense response to bacterium binding -1.6 16 10 AFB2 (AUXIN SIGNALING F-BOX 2); auxin binding / ubiquitin-protein ligase, Defense response, response to auxin -1.3 10 VTC2 JA (vitamin c defective 2); GDP-D-glucose phosphorylase/ GDP-galactose:glucose-1-phosphate guanyltransferase, Defense respo -2.6 0 MLO10 (MILDEW RESISTANCE LOCUS O 10); calmodulin binding, Defense response, cell death -3.2 0 PLDBETA1 (PHOSPHOLIPASE D BETA 1); phospholipase D, Defense response to bacterium, incompatible interaction -3 3 NLA SA (nitrogen limitation adaptation); ubiquitin-protein ligase, Defense response to bacterium, response to SA, SAR -2.3 8 WHY3 (WHIRLY 3); DNA binding, Defense response -3.2 0 disease resistance protein (NBS LRR cla (NBS-LRR Defense response -2.8 28 1 JAZ8 JA (JASMONATE-ZIM-DOMAIN PROTEIN 8), Defense response, response to chitin , response to JA -2.5 1.5 SDF2 (STROMAL CELL-DERIVED FACTOR 2-LIKE PROTEIN PRECURSOR), Defense response to bacterium, fungus -2.3 1.7 PSBO1 (PS II OXYGEN-EVOLVING COMPLEX 1); oxygen evolving/ poly(U) binding, Defense response, photoinhibition -2.1 3.3 RCD1 JA (RADICAL-INDUCED CELL DEATH1); protein binding, Defense response to bacterium, response to JA, ET, superoxide -2 3.9
  • 17. H yp ot . -4 -3 3 -2 -1 0 1 2 3 4 5 6 7 Pr te o di Th se in as au e m re at si in st Li an pa ce se pr ot PE ei R2 n (N RP 1 BS N -L 1 RR 2A cl M as TH s SC ) AT 70 -2 P- de CE pe nd V1 en t Cl p N PR Es 3 te ra se CB 5- D SC AT AR N hibridization (Cassava Unigene Microarray) EC SI RO PA W P3 -L IK E 13 AT , H CH EIN IB 2 (P R3 ac AT ) id ph PM E3 os ph H G SP lu at as 81 ca -2 n e en cl as do s -1 B ,3 At -b RL et P7 a- AT gl O uc SM os 34 id as di e se 11 as e AF re B2 Defense response si st AC an ce D 11 W pr su H ot bt Y3 ei ila (W n se H (N IR BS PS LY -L BO 3) RR 1 ; cl D as N A s) bi nd in g CA 1 AF B2 VT di C2 se as M e LO re PL 10 si D st BE an ce TA pr 1 ot ei N n LA (N BS W -L H RR Y3 cl as s) JA Z8 SD F2 PS BO 1 Genes differentially expressed in cassava in response to white fly attack through all the nymphal stages, determined by Microarray
  • 18. GENE ID Putative function/homology Score(d) q-value(%) Cell Wall modification/organization/biosynthesis CEV1 (CONSTITUTIVE EXPRESSION OF VSP 1);Cellulose biosynthetic process, cell wall organization 1 0 ATPME1 pectinesterase. Cell wall modification, cell wall organization 2.8 6 ATPME3 pectinesterase. Cell wall modification, cell wall organization 2.5 6 Glucan endo-1,3-beta-glucosidase 11 Cellular cell wall organization 2.1 4.4 cinnamyl-alcohol dehydrogenase, cinnamyl alcohol dehydrogenase putati Phenylpropanoids biosynthesis -2.8 28 6 pectinacetylesterase, putative cellulose and pectin-containing cell wall -4.8 4 chitinase Cell wall catabolic process -2.3 6 chitinase Cell wall catabolic process -2.46 6 GENE ID Putative function/homology Score(d) q-value(%) Secondary Metabolism LUP1 Pentacyclic triterpenoid biosynthetic process 1 0 COP1 (CONSTITUTIVE PHOTOMORPHOGENIC 1); protein binding / ubiquitin-protein ligase, Flavonoid biosynthetic process 4 6 caffeoyl-CoA 3-O-methyltransferase y y Phenylpropanoid biosynthesis yp p y 1.4 6 CYP86A1 (CYTOCHROME P450 86 A1); fatty acid (omega-1)-hydroxylase/ oxygen binding, Phenylpropanoid biosynthesis 2.2 4.4 fumarate hydratase Catalitic activity -1 0.8 CAD cinnamyl-alcohol dehydrogenase, Phenylpropanoid biosynthesis -1.3 8 chitinase cell wall macromolecule catabolic process -2.3 8 caffeoyl CoA 3-O-methyltransferase Reinforcement of the plant cell wall under conditions that trigger the disease resistance response
  • 19. Phenylpropanoids metabolic pathway showing four genes differentially expressed during the interaction- cassava whitefly
  • 20. On-going work and Perspectives P i . Sequencing and bioinformatic analysis of experiments on Cassava whitefly library microarray. . Validation of candidates genes using real time PCR . Functional analysis of validate genes . Generate an integrated cassava metabolic model that explains the response to whitefly attack. . Cytological examination of the Hypersensitive response of whitefly- infested leaves to determine the specific location of callosa deposition and hypersensitive response to whitefly, ROS whitefly accumulation and Callose deposition in whitefly-infested leaves.
  • 21. Acknowledgments . We acknowledge Gines-Mera fellowship for support the Ph D t di th Ph.D studies . Joe Tohme and Alfredo Alves . Biotechnology team