Gut nematodes influence animal health and fitness, with effects shaped by
their abundance and community composition. While closely related host
species tend to harbor similar nematodes, the relative roles of host
ecology and phylogeny in structuring nematode communities remain unclear.
Here, we assess how host holobiont traits—body size, diet, space use,
potentially pathogenic gut microbes, and overall gut microbiome
composition—predict gut nematode abundance and composition, while
controlling for host phylogenetic relatedness. We jointly analyze DNA
metabarcoding data on nematodes, microbiomes, and diets from 17
free-ranging African herbivore species. Host phylogeny and microbiome
composition were the strongest predictors of nematode community structure.
Physical proximity and diet also contributed, though to lesser extents,
whereas body size did not. Nematode abundance correlated positively with
richness of putative pathogenic bacteria, which in turn increased with
diet richness. Nematode presence/absence covaried with microbiome and diet
composition, and we identified pairwise associations between nematodes,
putative pathogenic bacteria, and diet plants. Our findings illustrate
that host ecology and phylogeny jointly influence gut nematode
communities. In particular, the gut microbiome is a key predictor of
nematode communities, even after accounting for host phylogeny,
emphasizing the ecological interconnectedness of these gut constituents. # Data from: Host phylogeny and microbiome composition predict gut
nematode community composition within a diverse assemblage of African
herbivores Dataset DOI:
[10.5061/dryad.sxksn03k0](
doi.org) ##
Description of the data and file structure DNA metabarcoding data on diet,
microbiome, and gut nematodes were generated from fecal samples collected
between 2013–2017 in Laikipia County, Kenya. Across datasets, data were
available for 17 herbivore species (14 wild, 3 domestic): from these
species, 1,075 samples were analyzed for diet (*trnL*-P6 marker), 354 for
microbiome (16S-V4 rRNA marker), and 266 for nematode composition (ITS-2
rRNA marker). An additional 457 samples were tested for nematode presence
via qPCR; primarily those that tested positive for nematodes (qPCR cycle
threshold [*C~t~*]<35) were sequenced for nematode composition. All
data types were available for 87 samples. Data were generated via Illumina
sequencing and processed using consistent pipelines. Sequences were then
clustered into mOTUs for diet (*N*=213) and nematode data (*N*=96), and
into ASVs for microbiome data (*N*=29,308). Putative pathogenic bacterial
taxa within microbiome data were identified using the 16SPIP
bioinformatics pipeline; 144 species of putative pathogenic bacteria were
identified within microbiome data. See associated publication for complete
details on how data were generated and processed. ### Files and variables
#### File: Nemabiome_sample_metadata.csv **Description:** Sample metadata
for the fecal samples in 'Nemabiome_OTU_RRA.csv'. Within this
file, ‘NA’ refers to ‘not available’, indicating that the corresponding
information was not available for that particular sample. ##### Variables
* Sample_ID: the unique ID of the fecal sample, corresponding to those in
the published herbivore gut nematode dataset (Titcomb et al. 2022) *
Location: location from which the fecal sample was collected (all
'Mpala', corresponding to the Mpala Research Centre') *
Species: common name of the herbivore species from which the fecal sample
was derived * MSW93_Order: the mammalian order to which the herbivore
species belongs, per the 1993 *Mammal Species of the World* taxonomy *
MSW93_Family: the mammalian family to which the herbivore species belongs,
per the 1993 *Mammal Species of the World* taxonomy * MSW93_Genus: the
mammalian genus to which the herbivore species belongs, per the 1993
*Mammal Species of the World* taxonomy * MSW93_Species: the mammalian
species to which the herbivore species belongs, per the 1993 *Mammal
Species of the World* taxonomy * MSW93_Binomial: the scientific name
(genus followed by species) of the herbivore species, per the 1993 *Mammal
Species of the World* taxonomy * Population_Size: estimated population
size of the herbivore species * Period: the collection period during which
the fecal sample was collected, in the format 'YYYYMMM' * BM_KG:
the body mass of the herbivore species, in kilograms * RS_KM2: the range
size of the herbivore species, in kilometers squared * GS: the gut size of
the herbivore species * GUT: the gut type of the herbivore species, where
'FG' corresponds to foregut-fermenting and 'HG' to
hindgut-fermenting * UNDERSTORY_SP_MEAN: the average relative read
abundance (RRA) of understory plant mOTUs in the diet of the herbivore
species from which the fecal sample was derived * UNDERSTORY_SP_SD: the
standard deviation in the relative read abundance (RRA) of understory
plant mOTUs in the diet of the herbivore species from which the fecal
sample was derived * Sample.date: the date the fecal sample was collected,
in the format 'DD/MM/YYYY' * Longitude: the longitude at
which the fecal sample was collected * Latitude: the latitude at which the
fecal sample was collected * Rain90: the amount of rain in the 90 days
preceding the collection of the fecal sample, in millimeters *
UNDERSTORY_PROP: the total relative read abundance (RRA) of understory
plant mOTUs in the particular fecal sample * rd_2_qpcr_conducted: whether
or not qPCR was conducted on the sample * rd_2_qpcr_mean_ct: the mean qPCR
cycle threshold (C~t~) for that sample; C~t~ > 35 were taken to
indicate that there was no nematode DNA in the sample * rd_2_qpcr_present:
whether or not the sample tested positive for nematode DNA (C~t~ < 35)
* rd2_sequenced: whether or not the amplified DNA was sequenced for
nemabiome composition * note: any relevant notes about the fecal sample
#### File: Nematode-microbiome_code.R **Description:** Code to conduct all
analyses and generate all figures for the paper associated with this
dataset. #### File: Pathogenic_microbe_sample_summary.csv
**Description:** Summary data on the richness and relative abundances of
putative pathogenic bacteria species within each sample. Within this file,
‘NA’ refers to ‘not available’, indicating that data on that species was
not available from that particular sample. ##### Variables * Sample_ID:
the unique ID of the fecal sample, corresponding to those in the published
herbivore microbiome dataset (Kartzinel et al. 2019) * Pathogenic_spp_N:
the number of unique putative pathogenic bacteria species identified
within the fecal sample * Pathogenic_spp_RRA: the total relative read
abundance (RRA) of putative pathogenic bacteria species within the fecal
sample #### File: Pathogenic_microbe_spp_taxonomy.csv **Description:** The
taxonomic information for all the putative pathogenic bacteria species in
'Pathogenic_microbe_spp_RRA.csv'. Within this file,
'NA' refers to 'not available', indicating that the
corresponding taxonomic information was not available for that putative
pathogenic bacteria species, as it was not sufficiently taxonomically
resolved. ##### Variables * Kingdom: the kingdom to which the putative
pathogenic bacteria species belongs (all 'Bacteria') * Genus:
the genus to which the putative pathogenic bacteria species belongs *
Species: the species to which the putative pathogenic bacteria species
belongs * Scientific_name: the scientific name (genus followed by species)
of the putative pathogenic bacteria #### File: Diet_OTU_taxonomy.csv
**Description:** The taxonomic information for all the plant mOTUs in
'Diet_OTU_RRA.csv'. Within this file, 'NA' refers to
'not available', indicating that the corresponding taxonomic
information was not available for that plant mOTU, as it was not
sufficiently taxonomically resolved. ##### Variables * ID: the ID of the
plant mOTU, corresponding to those in the published herbivore diet dataset
(Kartzinel et al. 2019) * Order: the plant order to which the plant mOTU
belongs * Family: the plant family to which the plant mOTU belongs *
Genus: the plant genus to which the plant mOTU belongs * Species: the
plant species to which the plant mOTU belongs * Best Match(es): list of
all potential species to which the plant mOTU is matched, where potential
species are separated by semicolons * Library: whether the best match for
the mOTU was derived from the global plant reference library
('global') or local plant reference library ('local';
Gill et al. 2019) * Sequence: the DNA sequence of the plant mOTU ####
File: Host_species_trait_data.csv **Description:** Trait data for the host
herbivore species from which fecal samples were derived. Within this file,
‘NA’ refers to ‘not available’, indicating that the corresponding
information was not available for that particular species. ##### Variables
* Common_name: the common name of the herbivore species * Scientific_name:
the scientific name (genus followed by species) of the herbivore species *
Family: the mammalian family to which the herbivore species belongs *
Genus: the mammalian genus to which the herbivore species belongs *
Species: the mammalian species to which the herbivore species belongs *
Ruminant: whether the species is a ruminant or non-ruminant * Domestic:
whether the species is a domesticate or not * IUCN2020_name: the
scientific name per the IUCN 2020 * IUCN: the IUCN Red List threat level,
such that 'LC' corresponds to 'Least Concern',
'NT' corresponds to 'Near Threatened', 'VU'
corresponds to 'Vulnerable', 'EN' corresponds to
'Endangered', 'CR' corresponds to 'Critically
Endangered', and 'DD' corresponds to 'Data
Deficient'. * Body_mass: the body mass of the herbivore species *
Adult_brain_mass: the adult brain mass of the herbivore species *
Adult_body_length: the adult body length of the herbivore species *
Max_longevity: the maximum lifespan of the herbivore species *
Gestation_length: the typical length of the gestation period of the
herbivore species * Teat_number_n: the typical number of teats possessed
by the herbivores species * Litter_size: the typical number of offspring
per litter of the herbivore species * Litters_per_year_n: the typical
number of litters per year had by the herbivore species * Group_size: the
typical group size displayed by the herbivore species #### File:
Diet_sample_metadata.csv **Description:** Sample metadata for the fecal
samples in 'Diet_OTU_RRA.csv'. Within this file, ‘NA’ refers to
‘not available’, indicating that the corresponding information was not
available for that particular sample. ##### Variables * ID: the unique ID
of the fecal sample, corresponding to those in the published herbivore
diet dataset (Kartzinel et al. 2019) * Species: the common name of the
herbivore species from which the fecal sample was derived * Order: the
mammalian order of the herbivore species * Family: the mammalian family of
the herbivore species * Latin Name: the scientific name (genus followed by
species) of the herbivore species * Digestive System: the digestive system
of the herbivore species * Domestic Species: the domestication status of
the herbivore species * Sample Date: the date the fecal sample was
collected * Sample Period: the period during which the fecal sample was
collected * Longitude: the longitude at which the fecal sample was
collected * Latitude: the latitude at which the fecal sample was collected
* Rain (mm/90 d prior): the amount of rain in the 90 days preceding the
collection of the fecal sample * Diet sequence-read depth: the read depth
(total number of reads resulting from sequencing) of the sample for diet
DNA metabarcoding * Microbiome sequence-read depth: the read depth (total
number of reads resulting from sequencing) of the sample for microbiome
DNA metabarcoding * In overall diet analysis: whether the sample was
included in overall diet analysis for the original publication from which
data are derived (Kartzinel et al. 2019) * In overall microbiome
analysis: whether the sample was included in overall microbiome analysis
for the original publication from which data are derived (Kartzinel et al.
2019) * In paired diet-microbiome comparisons: whether the sample was
included in paired diet-microbiome analysis for the original publication
from which data are derived (Kartzinel et al. 2019) * Dietary richness:
the number of unique diet mOTUs detected within the sample * Microbiome
richness: the number of unique bacterial ASVs detected within the sample *
Dietary diversity: the Shannon diversity of diet mOTUs detected within the
sample * Microbiome diversity: the Shannon diversity of bacterial ASVs
detected within the sample * Barcode confirmation: whether the species
identity of the herbivore from which the sample was derived was confirmed
genetically * N777/H16498: the DNA sequence of the herbivore species
resulting from this particular primer set used for genetic verification *
UniMinibarF1/C1N1777: the DNA sequence of the herbivore species resulting
from this particular primer set used for genetic verification *
LCO1490/C1N1777: the DNA sequence of the herbivore species resulting from
this particular primer set used for genetic verification *
bushCOIF/C1N1777: the DNA sequence of the herbivore species resulting from
this particular primer set used for genetic verification *
bushCOIF/bushCO1R: the DNA sequence of the herbivore species resulting
from this particular primer set used for genetic verification #### File:
Diet_OTU_RRA.csv **Description:** Relative read abundances (RRA) of plant
mOTUs within herbivore fecal samples. Each row is a unique plant mOTU,
with corresponding taxonomic information for each mOTU provided in
'Diet_OTU_taxonomy.csv', and each column is a unique fecal
sample, with corresponding metadata for each sample provided in
'Diet_sample_metadata.csv'. Values are relative read abundances
of each mOTU within each sample. Within this file, ‘NA’ refers to ‘not
available’, indicating that data on that mOTU was not available from that
particular sample. #### File: Microbiome_sample_metadata.csv
**Description:** Sample metadata for the fecal samples in
'Microbiome_OTU_RRA.csv' and
'Pathogenic_microbe_spp_RRA.csv'. Within this file, ‘NA’ refers
to ‘not available’, indicating that the corresponding information was not
available for that particular sample. ##### Variables * ID: the unique ID
of the fecal sample, corresponding to those in the published herbivore
microbiome dataset (Kartzinel et al. 2019) * Species: the common name of
the herbivore species from which the fecal sample was derived * Order: the
mammalian order of the herbivore species * Family: the mammalian family of
the herbivore species * Latin Name: the scientific name (genus followed by
species) of the herbivore species * Digestive System: the digestive system
of the herbivore species * Domestic Species: the domestication status of
the herbivore species * Sample Date: the date the fecal sample was
collected * Sample Period: the period during which the fecal sample was
collected * Longitude: the longitude at which the fecal sample was
collected * Latitude: the latitude at which the fecal sample was collected
* Rain (mm/90 d prior): the amount of rain in the 90 days preceding the
collection of the fecal sample * Diet sequence-read depth: the read depth
(total number of reads resulting from sequencing) of the sample for diet
DNA metabarcoding * Microbiome sequence-read depth: the read depth (total
number of reads resulting from sequencing) of the sample for microbiome
DNA metabarcoding * In overall diet analysis: whether the sample was
included in overall diet analysis for the original publication from which
data are derived (Kartzinel et al. 2019) * In overall microbiome
analysis: whether the sample was included in overall microbiome analysis
for the original publication from which data are derived (Kartzinel et al.
2019) * In paired diet-microbiome comparisons: whether the sample was
included in paired diet-microbiome analysis for the original publication
from which data are derived (Kartzinel et al. 2019) * Dietary richness:
the number of unique diet mOTUs detected within the sample * Microbiome
richness: the number of unique bacterial ASVs detected within the sample *
Dietary diversity: the Shannon diversity of diet mOTUs detected within the
sample * Microbiome diversity: the Shannon diversity of bacterial ASVs
detected within the sample * Barcode confirmation: whether the species
identity of the herbivore from which the sample was derived was confirmed
genetically * N777/H16498: the DNA sequence of the herbivore species
resulting from this particular primer set used for genetic verification *
UniMinibarF1/C1N1777: the DNA sequence of the herbivore species resulting
from this particular primer set used for genetic verification *
LCO1490/C1N1777: the DNA sequence of the herbivore species resulting from
this particular primer set used for genetic verification *
bushCOIF/C1N1777: the DNA sequence of the herbivore species resulting from
this particular primer set used for genetic verification *
bushCOIF/bushCO1R: the DNA sequence of the herbivore species resulting
from this particular primer set used for genetic verification #### File:
Nemabiome_OTU_taxonomy.csv **Description:** The taxonomic information for
all the nematode mOTUs in 'Nematode_OTU_RRA.csv'. Within this
file, 'NA' refers to 'not available', indicating that
the corresponding information was not available for that nematode mOTU.
##### Variables * Taxa: the name of the mOTU, composed of the taxonomic
identity followed by the unique mOTU ID * Boot: the bootstrap support for
the taxonomic identity assigned to the sample * seq_id: a unique
identified for the DNA sequence of the nematode mOTU, corresponding to
those in the published herbivore nemabiome dataset (Titcomb et al. 2022) *
mOTU: the unique ID of the nematode mOTU, corresponding to those in the
published herbivore nemabiome dataset (Titcomb et al. 2022) * Level: the
taxonomic level to which the nematode mOTU is resolved * Kingdom: the
consensus kingdom to which the nematode mOTU belongs, per Titcomb et al.
2022 * Other: additional taxonomic information for the nematode mOTU,
indicating that all mOTUs belong to the clade 'Metazoa' *
Phylum: the consensus phylum to which the nematode mOTU belongs, per
Titcomb et al. 2022 * Class: the consensus class to which the nematode
mOTU belongs, per Titcomb et al. 2022 * Order: the consensus order to
which the nematode mOTU belongs, per Titcomb et al. 2022 * Family: the
consensus family to which the nematode mOTU belongs, per Titcomb et al.
2022 * Genus: the consensus genus to which the nematode mOTU belongs, per
Titcomb et al. 2022 * Species: the consensus species to which the nematode
mOTU belongs, per Titcomb et al. 2022 * dada.Kingdom: the kingdom to which
the nematode mOTU belongs, as indicated by DADA2 comparing against the
nemabiome database * dada.Other: other taxonomic information about the
nematode mOTU, as indicated by DADA2 comparing against the nemabiome
database * dada.Phylum: the phylum to which the nematode mOTU belongs, as
indicated by DADA2 comparing against the nemabiome database *
dada.Class: the class to which the nematode mOTU belongs, as indicated by
DADA2 comparing against the nemabiome database * dada.Order: the order to
which the nematode mOTU belongs, as indicated by DADA2 comparing against
the nemabiome database * dada.Family: the family to which the nematode
mOTU belongs, as indicated by DADA2 comparing against the nemabiome
database * dada.Genus: the genus to which the nematode mOTU belongs, as
indicated by DADA2 comparing against the nemabiome database *
dada.Species: the species to which the nematode mOTU belongs, as indicated
by DADA2 comparing against the nemabiome database * boot.Kingdom:
bootstrap support value for the kingdom assignment from DADA2 *
boot.Other: bootstrap support value for the additional taxonomic
information from DADA2 * boot.Phylum: bootstrap support value for the
phylum assignment from DADA2 * boot.Class: bootstrap support value for the
class assignment from DADA2 * boot.Order: bootstrap support value for the
order assignment from DADA2 * boot.Family: bootstrap support value for the
family assignment from DADA2 * boot.Genus: bootstrap support value for the
genus assignment from DADA2 * boot.Species: bootstrap support value for
the species assignment from DADA2 * sequence: the DNA sequence of the
nematode mOTU * BLAST_ID: the taxonomic identity of the mOTU resulting
from BLAST * BLAST_QueryCover: the coverage (in percent) of the DNA
sequence by the corresponding BLAST sequence match * BLAST_PercID: the
level of correspondence (in percent) between the DNA sequence and the
corresponding BLAST sequence match * BLAST_potential_species: all equally
well-matched species returned by BLAST * BLAST_notes: notes from searching
the sequence in BLAST * AverageAdultSize: length range(s) the nematode
species to which the DNA sequence was matched using BLAST * Size Citation:
citations for the sources from which size estimates were derived *
Size_Class: the size class (small or large) of the nematode mOTU *
Size_Average: the average of all body length estimates associated with the
nematode mOTU * Feeding habit: the feeding habit (breach or blood) of the
nematode mOTU * Habit citation: citations for the sources from which
feeding habit classifications were derived #### File:
Nemabiome_OTU_RRA.csv **Description:** Relative read abundances (RRA) of
nematode mOTUs within herbivore fecal samples. Each column is a unique
nematode mOTU, with corresponding taxonomic information for each mOTU
provided in 'Nemabiome_OTU_taxonomy.csv', and each row is a
unique fecal sample, with corresponding metadata for each sample provided
in 'Nemabiome_sample_metadata.csv'. Values are relative read
abundances of each mOTU within each sample. Within this file, ‘NA’ refers
to ‘not available’, indicating that data on that mOTU was not available
from that particular sample. #### File: Microbiome_ASV_taxonomy.csv
**Description:** The taxonomic information for all the bacterial ASVs in
'Microbiome_ASV_RRA.csv'. Within this file, 'NA'
refers to 'not available', indicating that the corresponding
taxonomic information was not available for that bacterial ASV, as it was
not sufficiently taxonomically resolved. ##### Variables * ID: the unique
ID of the bacterial ASV, corresponding to those in the published herbivore
diet dataset (Kartzinel et al. 2019) * Phylum: the phylum to which the
bacterial ASV belongs * Class: the class to which the bacterial ASV
belongs * Order: the bacterial order to which the bacterial ASV belongs *
Family: the bacterial family to which the bacterial ASV belongs *
Genus: the bacterial genus to which the bacterial ASV belongs *
Species: the bacterial species to which the bacterial ASV belongs *
Sequence: the DNA sequence of the bacterial ASV #### File:
Microbiome_ASV_RRA.csv **Description:** Relative read abundances (RRA) of
bacterial ASVs within herbivore fecal samples. Each row is a unique
bacterial ASV, with corresponding taxonomic information for each ASV
provided in 'Microbiome_ASV_taxonomy.csv', and each column is a
unique fecal sample, with corresponding metadata for each sample provided
in 'Microbiome_sample_metadata.csv'. Values are relative read
abundances of each ASV within each sample. Within this file, ‘NA’ refers
to ‘not available’, indicating that data on that ASV was not available
from that particular sample. #### File: Pathogenic_microbe_spp_RRA.csv
**Description:** Relative read abundances (RRA) of putative pathogenic
bacterial species within herbivore fecal samples. Each column is a unique
putative pathogenic bacterial species, with corresponding taxonomic
information for each putative pathogenic bacterial species provided in
'Pathogenic_microbe_spp_taxonomy.csv', and each row is a unique
fecal sample, with corresponding metadata for each sample provided in
'Microbiome_sample_metadata.csv'. Values are relative read
abundances of each putative pathogenic bacterial species within each
sample. Within this file, ‘NA’ refers to ‘not available’, indicating that
data on that species was not available from that particular sample. ##
Code/software Analyses were conducted in R using publicly available R
packages, as cited in the text of the manuscript associated with this
dataset. The R code to reproduce the analyses in the associated manuscript
is included in this data repository. ## Access information Other publicly
accessible locations of the data: * Diet and microbiome data are available
in one Dryad repository:
[
doi.org](
doi.org) * Nemabiome data are available in a second Dryad repository: [
doi.org](
doi.org) Data was derived from the following sources: * Diet and microbiome data were derived from: Kartzinel TR, Hsing JC, Musili PM, Brown BRP, Pringle RM. 2019 Covariation of diet and gut microbiome in African megafauna. *PNAS* **116**, 23588–23593. (doi:10.1073/pnas.1905666116) * Nemabiome data were derived from: Titcomb GC, Pansu J, Hutchinson MC, Tombak KJ, Hansen CB, Baker CCM, Kartzinel TR, Young HS, Pringle RM. 2022 Large-herbivore nemabiomes: patterns of parasite diversity and sharing. *Proceedings of the Royal Society B: Biological Sciences* **289**, 20212702. (doi:10.1098/rspb.2021.2702)