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Exploring patterns of darkling beetle
distributions in the genus Eleodes
(Coleoptera: Tenebrionidae)
M. Andrew Johnston
ajohnston@asu.edu
Edward Gilbert
egbot@asu.edu@MAndrewJohnston
http://slideshare.net/MAndrewJ/patterns-of-distribution
As a grad student studying
systematics, are biodiversity
data/informatics useful for me?
As a grad student studying
systematics, are biodiversity
data/informatics useful for me?
Well – what data are available
for my taxon of study?
Eleodes Eschscholtz
(Coleoptera: Tenebrionidae)
• ~200 valid species
• ~450 available
names
• Western North
American distribution
• Often considered
difficult to identify
5 sympatric species in SE
Arizona, to scale
E.madrensis
Johnston
E.anthracinusBlaisdell
E.subnitensLeConte
E.nitidusCasey
E.longicollisLeConte
Eleodes Eschscholtz
(Coleoptera: Tenebrionidae)
• Larvae live in the soil
• Adults are wingless
• Omnivorous
scavengers
• No known specific
associations with
plants
E.carbonarius(Say)
E.caudiferusLeConte
Exploring Eleodes occurrence data
36,317 Preserved Specimens
22,458 Preserved Specimens
Searching all fields for “Eleodes”
36,317 Preserved Specimens
All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields
589 Scientific Names
Exploring Eleodes occurrence data
36,317 Preserved Specimens
All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields
589 Scientific Names
54 Families
Exploring Eleodes occurrence data
36,317 Preserved Specimens
All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields
589 Scientific Names
54 Families
4 Kingdoms
Exploring Eleodes occurrence data
36,317 Preserved Specimens
All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields
Should we trust the
‘Genus’ and ‘Species’
fields?
Or the ‘ScientificName’
field?
54 Families
4 Kingdoms
589 Scientific Names
Exploring Eleodes occurrence data
36,317 Preserved Specimens
All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields
There are no ‘identifiedBy’
data with any of these
records…
54 Families
4 Kingdoms
589 Scientific Names
Exploring Eleodes occurrence data
Share a composite
backbone taxonomy,
confusing Eleodes with:
Aleiodes (Hymenoptera)
Elodes (Coleoptera)
Leiodes (Coleoptera)
Galeodes (Solifugae)
Exploring Eleodes occurrence data
Conflicting, un-sourced
taxonomic information
make these data
untrustworthy.
Exploring Eleodes occurrence data
44,082 Preserved Specimens
All had “Eleodes” present in ‘ScientificName’ field
Exploring Eleodes occurrence data
44,082 Preserved Specimens
All had “Eleodes” present in ‘ScientificName’ field
678 Scientific Names
Exploring Eleodes occurrence data
Eleodes Occurrence Data
44,082 Preserved Specimens
All had “Eleodes” present in ‘ScientificName’ field
678 Scientific Names
1 Family (Tenebrionidae)
44,082 Preserved Specimens
All had “Eleodes” present in ‘ScientificName’ field
678 Scientific Names
1 Genus (Eleodes)
1 Family (Tenebrionidae)
Exploring Eleodes occurrence data
44,082 Preserved Specimens
All had “Eleodes” present in ‘ScientificName’ field
678 Scientific Names
1 Genus (Eleodes)
1 Family (Tenebrionidae)
We can be reasonably
confident someone
determined these
specimens to the genus
Eleodes
Exploring Eleodes occurrence data
44,082 Preserved Specimens
All had “Eleodes” present in ‘ScientificName’ field
678 Scientific Names
1 Genus (Eleodes)
1 Family (Tenebrionidae)
23,821 “identifiedBy”
attributed to a person
Exploring Eleodes occurrence data
What can these data tell us
about distributions of species?
CORRELATION*
Analyzes digitized herbarium data from SEINet
*Landrum, L.R. and D. Lafferty. 2015. Taxon 64(5) 998-1016
http://dx.doi.org/10.12705/645.9
CORRELATION*
*Landrum, L.R. and D. Lafferty. 2015. Taxon 64(5) 998-1016
http://dx.doi.org/10.12705/645.9
Computes how frequently each species is
found near each other given species
CORRELATION*
*Landrum, L.R. and D. Lafferty. 2015. Taxon 64(5) 998-1016
http://dx.doi.org/10.12705/645.9
Clusters species into co-occurring groups
CORRELATION
*Brown, D.E. (ed.) 1994. Biotic communities: Southwestern United States and
northwestern Mexico. Salt Lake City: University of Utah Press.
Arizona Flora Test
Case:
• Examined 81 ‘high
profile’ species
• Recovered groupings
highly congruent with
published biotic
communities*
CORRELATION
Analyze input set of
lat/long coordinates:
• Correlate an animal
species with SEINet
plants
• Place that animal in a
plant-driven biotic
community
Using CORRELATION, we can ask
questions about ecological
communities
And answer them based on
specimen occurrence data
Where can we find a certain species?
“You can find it in
oak-juniper
forests in
southern Arizona”
Eleodes madrensis Johnston,
2015
Where can we find a certain species?
Eleodes madrensis Johnston,
2015
5 highest correlated
plant species
“You can find it in
oak-juniper
forests in
southern Arizona”
Differentiate habitats of similar species
Eleodes arcuatus Casey, 1884Eleodes debilis Horn, 1870
Differentiate habitats of similar species
Eleodes arcuatus Casey, 1884Eleodes debilis Horn, 1870
Differentiate habitats of similar species
Eleodes arcuatus Casey, 1884Eleodes debilis Horn, 1870
Only share a single species of top 10
Differentiate habitats of similar species
Eleodes arcuatus Casey, 1884
Eleodes arcuatus is
correlated with oak-
juniper mid-elevation
transition forest
Differentiate habitats of similar species
Eleodes debilis Horn, 1870
Eleodes debilis is
correlated with riparian
broadleaf plants from a
similar elevation
CORRELATION transforms our approach to
understanding distribution
Ecological Community
“Authoritative observation”
Repeatable, specimen-based
correlation
Ecological Community
“Authoritative observation”
Repeatable, specimen-based
correlation
Spatial Distribution
Geographic polygons
Specimen-driven, co-occurring
species communities
CORRELATION transforms our approach to
understanding distribution
Can we infer ancestor-
descendant plant-community
shifts?
Historical plant-community inference
• 21 Eleodes species from Arizona were selected
– Records with high geographic uncertainty or missing
locality data were removed
– Records were sorted to taxa by ‘ScientificName’
based on nomenclatural synonymies
Historical plant-community inference
• 21 Eleodes species from Arizona were selected
• Associated beetles with plant communities using
CORRELATION
– Beetle species associated with 6 different plant
communities
– 18 species were correlated to a single plant
community, 3 were equally correlated to 2
communities
Historical plant-community inference
• 21 Eleodes species from Arizona were selected
• Associated beetles with plant communities using
CORRELATION
• ‘Biogeographic’ reconstruction in BioGeoBEARS
– Inferred historical plant-community lineage
associations
– Assumed current plant communities existed
throughout Eleodes evolutionary history
Historical plant-community inference
Colors represent
six different biotic
communities
Phylogeny based on a 7-gene
unpublished dataset, Smith et al. in prep
Historical plant-community inference
Two independent
radiations into the
Sonoran Desert
community
Phylogeny based on a 7-gene
unpublished dataset, Smith et al. in prep
Historical plant-community inference
‘Melaneleodes
Clade’ ancestors
associated with
Pine-Juniper
community of the
Colorado Plateau
Phylogeny based on a 7-gene
unpublished dataset, Smith et al. in prep
Historical plant-community inference
Ancestral lineage
associated with
higher elevation
oak-juniper and
ponderosa pine
communities
Phylogeny based on a 7-gene
unpublished dataset, Smith et al. in prep
• Novel analysis for inferring historical habitat
transitions
• Entirely based on vouchered specimen data
• Analyses are reproducible and easily re-done
when new data are made available
Historical plant-community inference
• Expand range to all North American Eleodes
species and plant communities
• Incorporate fossil data to constrain historically
available plant communities
Future directions
• Expand range to all of North American species
and biotic communities
• Incorporate fossil data to constrain historically
available plant communities
Future directions
See more community-created
tools to analyze specimen data
As a grad student studying
systematics, are biodiversity
data/informatics useful for me?
YES! (mostly)
• There are large amounts of data available
• Current state of higher-level aggregation
may be problematic for narrowly-focused
projects
• We can learn more about the biology and
evolution of our groups
Special thanks to:
ASU Herbarium:
Les Landrum
Darryl Lafferty
Liz Makings
Walt Fertig
Lab members:
Nico Franz
Guanyang Zhang
Sangmi Lee
Sal Anzaldo
Andrew Jansen
Brian Riley
Data Entry:
Chris Henny
Andrew Galvan
Colin McMartin
Dylan Cooper
Collaborators:
Aaron Smith
Kojun Kanda
Funding:
NSF ARTS DEB-1258154
2016 Evolutionary Biology
Summer Research
Fellowship
Data, Analyses, Scripts: http://github.com/mandrewj/

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Exploring Patterns of Darkling Beetle Distributions in the Genus Eleodes

  • 1. Exploring patterns of darkling beetle distributions in the genus Eleodes (Coleoptera: Tenebrionidae) M. Andrew Johnston ajohnston@asu.edu Edward Gilbert egbot@asu.edu@MAndrewJohnston http://slideshare.net/MAndrewJ/patterns-of-distribution
  • 2. As a grad student studying systematics, are biodiversity data/informatics useful for me?
  • 3. As a grad student studying systematics, are biodiversity data/informatics useful for me? Well – what data are available for my taxon of study?
  • 4. Eleodes Eschscholtz (Coleoptera: Tenebrionidae) • ~200 valid species • ~450 available names • Western North American distribution • Often considered difficult to identify 5 sympatric species in SE Arizona, to scale E.madrensis Johnston E.anthracinusBlaisdell E.subnitensLeConte E.nitidusCasey E.longicollisLeConte
  • 5. Eleodes Eschscholtz (Coleoptera: Tenebrionidae) • Larvae live in the soil • Adults are wingless • Omnivorous scavengers • No known specific associations with plants E.carbonarius(Say) E.caudiferusLeConte
  • 6. Exploring Eleodes occurrence data 36,317 Preserved Specimens 22,458 Preserved Specimens Searching all fields for “Eleodes”
  • 7. 36,317 Preserved Specimens All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields 589 Scientific Names Exploring Eleodes occurrence data
  • 8. 36,317 Preserved Specimens All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields 589 Scientific Names 54 Families Exploring Eleodes occurrence data
  • 9. 36,317 Preserved Specimens All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields 589 Scientific Names 54 Families 4 Kingdoms Exploring Eleodes occurrence data
  • 10. 36,317 Preserved Specimens All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields Should we trust the ‘Genus’ and ‘Species’ fields? Or the ‘ScientificName’ field? 54 Families 4 Kingdoms 589 Scientific Names Exploring Eleodes occurrence data
  • 11. 36,317 Preserved Specimens All had “Eleodes” present in at least ‘Genus’ or ‘ScientificName’ fields There are no ‘identifiedBy’ data with any of these records… 54 Families 4 Kingdoms 589 Scientific Names Exploring Eleodes occurrence data
  • 12. Share a composite backbone taxonomy, confusing Eleodes with: Aleiodes (Hymenoptera) Elodes (Coleoptera) Leiodes (Coleoptera) Galeodes (Solifugae) Exploring Eleodes occurrence data
  • 13. Conflicting, un-sourced taxonomic information make these data untrustworthy. Exploring Eleodes occurrence data
  • 14. 44,082 Preserved Specimens All had “Eleodes” present in ‘ScientificName’ field Exploring Eleodes occurrence data
  • 15. 44,082 Preserved Specimens All had “Eleodes” present in ‘ScientificName’ field 678 Scientific Names Exploring Eleodes occurrence data
  • 16. Eleodes Occurrence Data 44,082 Preserved Specimens All had “Eleodes” present in ‘ScientificName’ field 678 Scientific Names 1 Family (Tenebrionidae)
  • 17. 44,082 Preserved Specimens All had “Eleodes” present in ‘ScientificName’ field 678 Scientific Names 1 Genus (Eleodes) 1 Family (Tenebrionidae) Exploring Eleodes occurrence data
  • 18. 44,082 Preserved Specimens All had “Eleodes” present in ‘ScientificName’ field 678 Scientific Names 1 Genus (Eleodes) 1 Family (Tenebrionidae) We can be reasonably confident someone determined these specimens to the genus Eleodes Exploring Eleodes occurrence data
  • 19. 44,082 Preserved Specimens All had “Eleodes” present in ‘ScientificName’ field 678 Scientific Names 1 Genus (Eleodes) 1 Family (Tenebrionidae) 23,821 “identifiedBy” attributed to a person Exploring Eleodes occurrence data
  • 20. What can these data tell us about distributions of species?
  • 21. CORRELATION* Analyzes digitized herbarium data from SEINet *Landrum, L.R. and D. Lafferty. 2015. Taxon 64(5) 998-1016 http://dx.doi.org/10.12705/645.9
  • 22. CORRELATION* *Landrum, L.R. and D. Lafferty. 2015. Taxon 64(5) 998-1016 http://dx.doi.org/10.12705/645.9 Computes how frequently each species is found near each other given species
  • 23. CORRELATION* *Landrum, L.R. and D. Lafferty. 2015. Taxon 64(5) 998-1016 http://dx.doi.org/10.12705/645.9 Clusters species into co-occurring groups
  • 24. CORRELATION *Brown, D.E. (ed.) 1994. Biotic communities: Southwestern United States and northwestern Mexico. Salt Lake City: University of Utah Press. Arizona Flora Test Case: • Examined 81 ‘high profile’ species • Recovered groupings highly congruent with published biotic communities*
  • 25. CORRELATION Analyze input set of lat/long coordinates: • Correlate an animal species with SEINet plants • Place that animal in a plant-driven biotic community
  • 26. Using CORRELATION, we can ask questions about ecological communities And answer them based on specimen occurrence data
  • 27. Where can we find a certain species? “You can find it in oak-juniper forests in southern Arizona” Eleodes madrensis Johnston, 2015
  • 28. Where can we find a certain species? Eleodes madrensis Johnston, 2015 5 highest correlated plant species “You can find it in oak-juniper forests in southern Arizona”
  • 29. Differentiate habitats of similar species Eleodes arcuatus Casey, 1884Eleodes debilis Horn, 1870
  • 30. Differentiate habitats of similar species Eleodes arcuatus Casey, 1884Eleodes debilis Horn, 1870
  • 31. Differentiate habitats of similar species Eleodes arcuatus Casey, 1884Eleodes debilis Horn, 1870 Only share a single species of top 10
  • 32. Differentiate habitats of similar species Eleodes arcuatus Casey, 1884 Eleodes arcuatus is correlated with oak- juniper mid-elevation transition forest
  • 33. Differentiate habitats of similar species Eleodes debilis Horn, 1870 Eleodes debilis is correlated with riparian broadleaf plants from a similar elevation
  • 34. CORRELATION transforms our approach to understanding distribution Ecological Community “Authoritative observation” Repeatable, specimen-based correlation
  • 35. Ecological Community “Authoritative observation” Repeatable, specimen-based correlation Spatial Distribution Geographic polygons Specimen-driven, co-occurring species communities CORRELATION transforms our approach to understanding distribution
  • 36. Can we infer ancestor- descendant plant-community shifts?
  • 37. Historical plant-community inference • 21 Eleodes species from Arizona were selected – Records with high geographic uncertainty or missing locality data were removed – Records were sorted to taxa by ‘ScientificName’ based on nomenclatural synonymies
  • 38. Historical plant-community inference • 21 Eleodes species from Arizona were selected • Associated beetles with plant communities using CORRELATION – Beetle species associated with 6 different plant communities – 18 species were correlated to a single plant community, 3 were equally correlated to 2 communities
  • 39. Historical plant-community inference • 21 Eleodes species from Arizona were selected • Associated beetles with plant communities using CORRELATION • ‘Biogeographic’ reconstruction in BioGeoBEARS – Inferred historical plant-community lineage associations – Assumed current plant communities existed throughout Eleodes evolutionary history
  • 40. Historical plant-community inference Colors represent six different biotic communities Phylogeny based on a 7-gene unpublished dataset, Smith et al. in prep
  • 41. Historical plant-community inference Two independent radiations into the Sonoran Desert community Phylogeny based on a 7-gene unpublished dataset, Smith et al. in prep
  • 42. Historical plant-community inference ‘Melaneleodes Clade’ ancestors associated with Pine-Juniper community of the Colorado Plateau Phylogeny based on a 7-gene unpublished dataset, Smith et al. in prep
  • 43. Historical plant-community inference Ancestral lineage associated with higher elevation oak-juniper and ponderosa pine communities Phylogeny based on a 7-gene unpublished dataset, Smith et al. in prep
  • 44. • Novel analysis for inferring historical habitat transitions • Entirely based on vouchered specimen data • Analyses are reproducible and easily re-done when new data are made available Historical plant-community inference
  • 45. • Expand range to all North American Eleodes species and plant communities • Incorporate fossil data to constrain historically available plant communities Future directions
  • 46. • Expand range to all of North American species and biotic communities • Incorporate fossil data to constrain historically available plant communities Future directions See more community-created tools to analyze specimen data
  • 47. As a grad student studying systematics, are biodiversity data/informatics useful for me?
  • 48. YES! (mostly) • There are large amounts of data available • Current state of higher-level aggregation may be problematic for narrowly-focused projects • We can learn more about the biology and evolution of our groups
  • 49. Special thanks to: ASU Herbarium: Les Landrum Darryl Lafferty Liz Makings Walt Fertig Lab members: Nico Franz Guanyang Zhang Sangmi Lee Sal Anzaldo Andrew Jansen Brian Riley Data Entry: Chris Henny Andrew Galvan Colin McMartin Dylan Cooper Collaborators: Aaron Smith Kojun Kanda Funding: NSF ARTS DEB-1258154 2016 Evolutionary Biology Summer Research Fellowship Data, Analyses, Scripts: http://github.com/mandrewj/