Geography, niches, and transportation influence bovine respiratory microbiome and health

From BugSigDB
Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28
study design
Citation
PMID PubMed identifier for scientific articles.
DOI Digital object identifier for electronic documents.
URI
Authors
Chai J, Liu X, Usdrowski H, Deng F, Li Y, Zhao J
Journal
Frontiers in cellular and infection microbiology
Year
2022
Keywords:
bovine, bovine respiratory disease, geography, lung, metagenomics, nasopharynx, respiratory microbiota, transportation
Bovine respiratory disease (BRD), one of the most common and infectious diseases in the beef industry, is associated with the respiratory microbiome and stressors of transportation. The impacts of the bovine respiratory microbiota on health and disease across different geographic locations and sampling niches are poorly understood, resulting in difficult identification of BRD causes. In this study, we explored the effects of geography and niches on the bovine respiratory microbiome and its function by re-analyzing published metagenomic datasets and estimated the main opportunistic pathogens that changed after transportation. The results showed that diversity, composition, structure, and function of the bovine nasopharyngeal microbiota were different across three worldwide geographic locations. The lung microbiota also showed distinct microbial composition and function compared with nasopharyngeal communities from different locations. Although different signature microbiota for each geographic location were identified, a module with co-occurrence of Mycoplasma species was observed in all bovine respiratory communities regardless of geography. Moreover, transportation, especially long-distance shipping, could increase the relative abundance of BRD-associated pathogens. Lung microbiota from BRD calves shaped clusters dominated with different pathogens. In summary, geography, sampling niches, and transportation are important factors impacting the bovine respiratory microbiome and disease, and clusters of lung microbiota by different bacterial species may explain BRD pathogenesis, suggesting the importance of a deeper understanding of bovine respiratory microbiota in health.

Experiment 1


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-25

Curated date: 2023/11/12

Curator: Folakunmi

Revision editor(s): Folakunmi

Subjects

Location of subjects
Canada
China
Host species Species from which microbiome was sampled. Contact us to have more species added.
Bos taurus
Body site Anatomical site where microbial samples were extracted from according to the Uber Anatomy Ontology
Nasopharynx , Lung Nasenrachenraum,Epipharynx,Nasal part of pharynx,Pars nasalis pharyngis,Rhinopharynx,Nasopharynx,nasopharynx,Pulmo,Lung,lung
Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Population Population,population
Group 0 name Corresponds to the control (unexposed) group for case-control studies
Nasopharyngeal swabs from Canada and bronchoalveolar lavage from Canada
Group 1 name Corresponds to the case (exposed) group for case-control studies
Nasopharyngeal swabs from China
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Nasopharyngeal swabs from two cities (Qiqihaer and Guangan) in China from the study of Cui et al (2021).
Group 0 sample size Number of subjects in the control (unexposed) group
127
Group 1 sample size Number of subjects in the case (exposed) group
18
Antibiotics exclusion Number of days without antibiotics usage (if applicable) and other antibiotics-related criteria used to exclude participants (if any)
none

Lab analysis

Sequencing type
WMS
16S variable region One or more hypervariable region(s) of the bacterial 16S gene
Not specified
Sequencing platform Manufacturer and experimental platform used for quantifying microbial abundance
Illumina

Statistical Analysis

Data transformation Data transformation applied to microbial abundance measurements prior to differential abundance testing (if any).
relative abundances
Statistical test
LEfSe
Significance threshold p-value or FDR threshold used for differential abundance testing (if any)
0.05
LDA Score above Threshold for the linear discriminant analysis (LDA) score for studies using the popular LEfSe tool
2

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
increased

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-25

Curated date: 2023/11/12

Curator: Folakunmi

Revision editor(s): Folakunmi, ChiomaBlessing

Source: figure 2

Description: Differentially abundant taxa in the nasopharyngeal samples (NPS) of China (Qiqihaer and Guangan) when compared with the nasopharyngeal samples of Saskatoon in Canada and bronchoalveolar lavage samples (BAL) of Alberta in Canada.

Abundance in Group 1: increased abundance in Nasopharyngeal swabs from China

NCBI Quality ControlLinks
Corynebacterium efficiens
Corynebacterium glutamicum
Enhydrobacter aerosaccus
Mesomycoplasma conjunctivae
Moraxella catarrhalis
Psychrobacter arcticus
Psychrobacter sp. PRwf-1
Acinetobacter baumannii
Klebsiella pneumoniae

Revision editor(s): Folakunmi, ChiomaBlessing

Experiment 2


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-25

Curated date: 2023/11/12

Curator: Folakunmi

Revision editor(s): Folakunmi, ChiomaBlessing

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
Nasopharyngeal swabs from China and bronchoalveolar lavage from Canada
Group 1 name Corresponds to the case (exposed) group for case-control studies
Nasopharyngeal swabs from Saskatoon, Canada.
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Nasopharyngeal swabs from Saskatoon in Canada from the study of Malmuthuge et al. (2021).
Group 0 sample size Number of subjects in the control (unexposed) group
33
Group 1 sample size Number of subjects in the case (exposed) group
112

Lab analysis

Statistical Analysis

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
decreased

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-25

Curated date: 2023/11/12

Curator: Folakunmi

Revision editor(s): Folakunmi, ChiomaBlessing

Source: figure 2

Description: Differentially abundant taxa in the nasopharyngeal samples (NPS) of Saskatoon, Canada when compared with the NPS of China and bronchoalveolar lavage samples (BAL) of Alberta in Canada.

Abundance in Group 1: increased abundance in Nasopharyngeal swabs from Saskatoon, Canada.

NCBI Quality ControlLinks
Burkholderia ambifaria
Burkholderia cenocepacia
Burkholderia dolosa
Burkholderia lata
Burkholderia multivorans
Burkholderia ubonensis
Burkholderia vietnamiensis
Paraburkholderia phymatum
Paraburkholderia xenovorans

Revision editor(s): Folakunmi, ChiomaBlessing

Experiment 3


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-25

Curated date: 2023/11/12

Curator: Folakunmi

Revision editor(s): Folakunmi, ChiomaBlessing

Differences from previous experiment shown

Subjects

Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Sampling site Sampling site,sampling site
Group 0 name Corresponds to the control (unexposed) group for case-control studies
Nasopharyngeal swabs from Canada and Nasopharyngeal swabs from China
Group 1 name Corresponds to the case (exposed) group for case-control studies
Bronchoalveolar lavage from Alberta, Canada
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Bronchoalveolar lavage collected from feedlot calves which died from bovine respiratory disease in Alberta, Canada from the study of Klima et al. (2019).
Group 0 sample size Number of subjects in the control (unexposed) group
130
Group 1 sample size Number of subjects in the case (exposed) group
15

Lab analysis

Statistical Analysis

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
increased

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-25

Curated date: 2023/11/12

Curator: Folakunmi

Revision editor(s): Folakunmi, ChiomaBlessing

Source: Figure 2

Description: Differentially abundant taxa in the bronchoalveolar lavage samples (BAL) of Alberta in Canada when compared with the nasopharyngeal samples (NPS) of China and NPS of Saskatoon, Canada .

Abundance in Group 1: increased abundance in Bronchoalveolar lavage from Alberta, Canada

NCBI Quality ControlLinks
Actinobacillus pleuropneumoniae
Actinobacillus succinogenes
Clostridium perfringens
Glaesserella parasuis
Haemophilus influenzae
Histophilus somni
Mannheimia haemolytica
Metamycoplasma arthritidis
Metamycoplasma hominis
Mycoplasma mycoides
Mycoplasmopsis agalactiae
Mycoplasmopsis bovis
Prevotella melaninogenica
Segatella bryantii
Segatella buccae
Segatella copri
Segatella oris
Xylanibacter ruminicola
[Haemophilus] ducreyi
[Mannheimia] succiniciproducens

Revision editor(s): Folakunmi, ChiomaBlessing

Experiment 4


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/13

Curator: Folakunmi

Revision editor(s): Folakunmi

Differences from previous experiment shown

Subjects

Body site Anatomical site where microbial samples were extracted from according to the Uber Anatomy Ontology
Nasopharynx Nasenrachenraum,Epipharynx,Nasal part of pharynx,Pars nasalis pharyngis,Rhinopharynx,Nasopharynx,nasopharynx
Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Transport Transport,transport
Group 0 name Corresponds to the control (unexposed) group for case-control studies
Non-transportation (control)
Group 1 name Corresponds to the case (exposed) group for case-control studies
Before loading for short distance transportation
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
calves before loading to truck for transportation at short distance. LefSe was used to identify the longitudinal changes of microbiota from the studies of Cui et al. (2021) and Malmuthuge et al. (2021), following transportation
Group 0 sample size Number of subjects in the control (unexposed) group
10
Group 1 sample size Number of subjects in the case (exposed) group
10

Lab analysis

Statistical Analysis

Alpha Diversity

Richness Number of species
unchanged

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/13

Curator: Folakunmi

Revision editor(s): Folakunmi

Source: supplementary figure S4

Description: Signature microbiota in calves before loading into trucks for transportation at a short distance

Abundance in Group 1: increased abundance in Before loading for short distance transportation

NCBI Quality ControlLinks
Nocardia farcinica
Idiomarina loihiensis
Streptomyces sp. e14
Sodalis glossinidius

Revision editor(s): Folakunmi

Experiment 5


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/13

Curator: Folakunmi

Revision editor(s): Folakunmi

Differences from previous experiment shown

Subjects

Group 1 name Corresponds to the case (exposed) group for case-control studies
unloading after short distance transportation
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
calves at the time of unloading from truck after transportation at short distance. LefSe was used to identify the longitudinal changes of microbiota from the studies of Cui et al. (2021) and Malmuthuge et al. (2021), following transportation

Lab analysis

Statistical Analysis

Alpha Diversity

Richness Number of species
unchanged

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/13

Curator: Folakunmi

Revision editor(s): Folakunmi

Source: supplementary figure S4

Description: Signature microbiota in calves at the time of unloading from trucks after transportation at a short distance.

Abundance in Group 1: increased abundance in unloading after short distance transportation

NCBI Quality ControlLinks
Rhizobium etli
Marinomonas sp. MED121
Yoonia vestfoldensis

Revision editor(s): Folakunmi

Experiment 6


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/14

Curator: Folakunmi

Revision editor(s): Folakunmi

Differences from previous experiment shown

Subjects

Group 1 name Corresponds to the case (exposed) group for case-control studies
7 days after placement and adaptive feeding (short distance)
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
calves 7 days after placement and adaptive feeding following transportation at short distance. LefSe was used to identify the longitudinal changes of microbiota from the studies of Cui et al. (2021) and Malmuthuge et al. (2021), following transportation.

Lab analysis

Statistical Analysis

Alpha Diversity

Richness Number of species
unchanged

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/14

Curator: Folakunmi

Revision editor(s): Folakunmi, ChiomaBlessing

Source: supplementary figure S4

Description: calves 7 days after placement and adaptive feeding following transportation at short distance.

Abundance in Group 1: increased abundance in 7 days after placement and adaptive feeding (short distance)

NCBI Quality ControlLinks
Dermacoccus sp. Ellin185
Geotalea uraniireducens
Microscilla marina
Nocardiopsis dassonvillei
Spirosoma linguale
Streptomyces avermitilis

Revision editor(s): Folakunmi, ChiomaBlessing

Experiment 7


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/14

Curator: Folakunmi

Revision editor(s): Folakunmi, ChiomaBlessing

Differences from previous experiment shown

Subjects

Group 1 name Corresponds to the case (exposed) group for case-control studies
before loading for long distance transportation
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
calves before loading into truck for long distance transportation. LefSe was used to identify the longitudinal changes of microbiota from the studies of Cui et al. (2021) and Malmuthuge et al. (2021), following transportation.
Group 1 sample size Number of subjects in the case (exposed) group
18

Lab analysis

Statistical Analysis

Alpha Diversity

Richness Number of species
increased

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/14

Curator: Folakunmi

Revision editor(s): Folakunmi

Source: supplementary figure S4

Description: calves before loading for long distance transportation. LefSe was used to identify the longitudinal changes of microbiota from the studies of Cui et al. (2021) and Malmuthuge et al. (2021), following transportation.

Abundance in Group 1: increased abundance in before loading for long distance transportation

NCBI Quality ControlLinks
Simonsiella muelleri
Methylobacterium radiotolerans
Pseudomonas fluorescens
Rhizorhabdus wittichii
Methylorubrum extorquens

Revision editor(s): Folakunmi

Experiment 8


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/14

Curator: Folakunmi

Revision editor(s): Folakunmi

Differences from previous experiment shown

Subjects

Group 1 name Corresponds to the case (exposed) group for case-control studies
unloading from long distance transportation
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
calves at the time of unloading from truck after long distance transportation. LefSe was used to identify the longitudinal changes of microbiota from the studies of Cui et al. (2021) and Malmuthuge et al. (2021), following transportation.

Lab analysis

Statistical Analysis

Alpha Diversity

Richness Number of species
decreased

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/14

Curator: Folakunmi

Revision editor(s): Folakunmi

Source: supplementary figure S4

Description: abundant taxa in calves at the time of unloading from truck after long distance transportation. LefSe was used to identify the longitudinal changes of microbiota from the studies of Cui et al. (2021) and Malmuthuge et al. (2021), following transportation.

Abundance in Group 1: increased abundance in unloading from long distance transportation

NCBI Quality ControlLinks
Acinetobacter baylyi ADP1
Actinobacillus minor
Actinobacillus pleuropneumoniae
Actinobacillus succinogenes
Enhydrobacter aerosaccus
Glaesserella parasuis
Haemophilus influenzae
Histophilus somni
Kingella oralis
Mannheimia haemolytica
Moraxella catarrhalis
Neisseria gonorrhoeae
Neisseria lactamica
Neisseria meningitidis
Pasteurella dagmatis
Pasteurella multocida
Psychrobacter arcticus
Psychrobacter cryohalolentis
Psychrobacter sp. PRwf-1
[Haemophilus] ducreyi
[Mannheimia] succiniciproducens
Riemerella anatipestifer

Revision editor(s): Folakunmi

Experiment 9


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/14

Curator: Folakunmi

Revision editor(s): Folakunmi

Differences from previous experiment shown

Subjects

Group 1 name Corresponds to the case (exposed) group for case-control studies
7 days after placement and adaptive feeding(long distance)
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
calves at 7 days after placement and adaptive feeding after long distance transportation. LefSe was used to identify the longitudinal changes of microbiota from the studies of Cui et al. (2021) and Malmuthuge et al. (2021), following transportation.

Lab analysis

Statistical Analysis

Alpha Diversity

Richness Number of species
decreased

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/15

Curator: Folakunmi

Revision editor(s): Folakunmi, Davvve, ChiomaBlessing

Source: supplementary figure S4

Description: abundant taxa in calves at 7 days after placement and adaptive feeding after long distance transportation. LefSe was used to identify the longitudinal changes of microbiota from the studies of Cui et al. (2021) and Malmuthuge et al. (2021), following transportation.

Abundance in Group 1: increased abundance in 7 days after placement and adaptive feeding(long distance)

NCBI Quality ControlLinks
Acetivibrio thermocellus
Aerococcus viridans
Agathobacter rectalis
Agrobacterium tumefaciens
Arthrobacter sp. FB24
Brevundimonas subvibrioides
Carnobacterium sp. AT7
Caulobacter vibrioides
Clostridium botulinum
Corynebacterium ammoniagenes
Corynebacterium amycolatum
Corynebacterium aurimucosum
Corynebacterium diphtheriae
Corynebacterium efficiens
Corynebacterium jeikeium
Enterococcus faecium
Escherichia coli
Kocuria rhizophila
Lachnoclostridium phytofermentans
Lacrimispora saccharolytica
Macrococcoides caseolyticum
Mesomycoplasma conjunctivae
Mesomycoplasma hyopneumoniae
Mesomycoplasma hyorhinis
Nocardioides sp. JS614
Pseudoflavonifractor capillosus
Ectopseudomonas mendocina
Rhizobium leguminosarum
Rhodopseudomonas palustris
Ruminococcaceae bacterium D16
Ruminococcus albus
Saccharopolyspora erythraea
Staphylococcus aureus
Staphylococcus epidermidis
Staphylococcus saprophyticus
Stutzerimonas stutzeri
Butyrivibrio proteoclasticus

Revision editor(s): Folakunmi, Davvve, ChiomaBlessing

Experiment 10


Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/16

Curator: Folakunmi

Revision editor(s): Folakunmi, ChiomaBlessing

Differences from previous experiment shown

Subjects

Location of subjects
Canada


Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Breastfeeding duration , Transport Breastfeeding duration,breastfeeding duration,Transport,transport
Group 0 name Corresponds to the control (unexposed) group for case-control studies
suckling calves (control)
Group 1 name Corresponds to the case (exposed) group for case-control studies
weaning+short transportation
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
These were the calves in the treatment group that got weaned and transported at short distance. Metagenomics of the bovine respiratory microbiome in treatment groups on days 0 (prior to weaning and short-distance transportation), 2, 4, 8, 14, and 28 was used to compare with the control group that stayed with their dams (suckling).
Group 1 sample size Number of subjects in the case (exposed) group
10

Lab analysis

Statistical Analysis

Data transformation Data transformation applied to microbial abundance measurements prior to differential abundance testing (if any).
raw counts
Statistical test
Mann-Whitney (Wilcoxon)
LDA Score above Threshold for the linear discriminant analysis (LDA) score for studies using the popular LEfSe tool
Not specified

Alpha Diversity

Shannon Estimator of species richness and species evenness: more weight on species richness
unchanged
Richness Number of species
decreased

Signature 1

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/16

Curator: Folakunmi

Revision editor(s): Folakunmi

Source: figure 7

Description: Significantly abundant taxa in the weaning+short-transport group on day 14 when compared to the suckling group on day 14.

Abundance in Group 1: increased abundance in weaning+short transportation

NCBI Quality ControlLinks
Mannheimia

Revision editor(s): Folakunmi

Signature 2

Reviewed Marked as Reviewed by ChiomaBlessing on 2024-1-28

Curated date: 2023/11/16

Curator: Folakunmi

Revision editor(s): Folakunmi

Source: figure 7

Description: Significantly abundant taxa in the weaning+short-transport group on day 14 when compared to the suckling group on day 14.

Abundance in Group 1: decreased abundance in weaning+short transportation

NCBI Quality ControlLinks
Moraxella

Revision editor(s): Folakunmi