Gut microbiota composition differences are associated with geographic location and age in malaria-endemic regions of Rwanda

From BugSigDB
Needs review
Citation
PMID PubMed identifier for scientific articles.
DOI Digital object identifier for electronic documents.
URI Uniform resource identifier for web resources.
Authors
Mutoni JD, Van Hul M, Uwimana A, Petitfils C, Wong GC, Puel A, Everard A, Alexiou H, Mutesa L, Coutelier JP, Rujeni N, Cani PD
Journal
PloS one
Year
2025
Evidence suggests that a significant interplay exists between the host gut microbiota and both the transmission and severity of malaria. Therefore, we explored the association between malaria and the gut microbiota across various geographic regions, considering host's nutritional habits, helminth coinfections and age. This observational study was conducted in 3 malaria-endemic provinces of Rwanda: West, South and East. Demographic data, blood and fecal samples were collected from 169 participants (85 females and 84 males) aged between 2-78 years. We used questionnaire-derived qualitative data based on geographic regions, age, and nutrition. Malaria and soil-transmitted helminth diagnosis was assessed by microscopy. The gut microbial composition was analyzed based on bacterial 16S rRNA gene amplicon sequencing. We observed that preschool children had a significantly lower microbiota diversity compared to both school children (q = 0.027, K-Wallis) and adults (q = 0.011, K-Wallis). Unlike age, infection status (uninfected, malaria alone, soil-transmitted helminth alone or coinfection) was not significantly associated with the gut microbiota. However, using Bray-Curtis distances, we found a significantly differential gut microbial beta-diversity with a convergent distribution in the Western province compared to the other provinces (q = 0.0045, pairwise PERMANOVA). This geographic difference was not explained by any change in energy intake, protein, lipids, or carbohydrates consumption but was likely due to lower dietary fibre intake in the West compared to the South (q < 0.0001, ANOVA) and the East (q = 0.07, ANOVA). In conclusion, we have not found significant links between infection and gut microbiota. However, we showed a significant difference in the gut microbiota composition of people living in different geographic locations in Rwanda, possibly due to their nutritional habits.

Experiment 1


Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Subjects

Location of subjects
Rwanda
Host species Species from which microbiome was sampled. Contact us to have more species added.
Homo sapiens
Body site Anatomical site where microbial samples were extracted from according to the Uber Anatomy Ontology
Feces Cow dung,Cow pat,Droppings,Dung,Excrement,Excreta,Faeces,Fecal material,Fecal matter,Fewmet,Frass,Guano,Matières fécales@fr,Merde@fr,Ordure,Partie de la merde@fr,Piece of shit,Porción de mierda@es,Portion of dung,Portion of excrement,Portion of faeces,Portion of fecal material,Portion of fecal matter,Portion of feces,Portion of guano,Portion of scat,Portionem cacas,Scat,Spoor,Spraint,Stool,Teil der fäkalien@de,Feces,feces
Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Plasmodium falciparum malaria Falciparum Malaria,falciparum malaria,Falciparum malaria (disorder),Falciparum malaria [malignant tertian],falciparum malaria [malignant tertian],Malaria fever, subtertian,malaria fever, subtertian,Malaria, Falciparum,malignant tertian fever,malignant tertian fever (finding),Plasmodium falciparum malaria,Plasmodium falciparum malaria, unspecified,Plasmodium falciparum malaria, unspecified (disorder),plasmodium falciparum malaria
Group 0 name Corresponds to the control (unexposed) group for case-control studies
uninfected
Group 1 name Corresponds to the case (exposed) group for case-control studies
Infected
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants with Plasmodium falciparum infection, soil-transmitted helminth infection, or co-infection
Group 0 sample size Number of subjects in the control (unexposed) group
40
Group 1 sample size Number of subjects in the case (exposed) group
146
Antibiotics exclusion Number of days without antibiotics usage (if applicable) and other antibiotics-related criteria used to exclude participants (if any)
Yes

Lab analysis

Sequencing type
16S
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).
raw counts
Statistical test
PERMANOVA
Significance threshold p-value or FDR threshold used for differential abundance testing (if any)
0.05
MHT correction Have statistical tests be corrected for multiple hypothesis testing (MHT)?
Yes
Matched on Factors on which subjects have been matched on in a case-control study
age, geographic area
Confounders controlled for Confounding factors that have been accounted for by stratification or model adjustment
age, body mass index, diet, geographic area

Alpha Diversity

Pielou Quantifies how equal the community is numerically
unchanged
Shannon Estimator of species richness and species evenness: more weight on species richness
unchanged
Chao1 Abundance-based estimator of species richness
unchanged
Richness Number of species
unchanged
Faith Phylogenetic diversity, takes into account phylogenetic distance of all taxa identified in a sample
unchanged

Experiment 2


Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Differences from previous experiment shown

Subjects

Condition The experimental condition / phenotype studied according to the Experimental Factor Ontology
Not specified
Group 0 name Corresponds to the control (unexposed) group for case-control studies
Western Province
Group 1 name Corresponds to the case (exposed) group for case-control studies
Eastern Province
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants from the Eastern province of Rwanda
Group 0 sample size Number of subjects in the control (unexposed) group
50
Group 1 sample size Number of subjects in the case (exposed) group
73

Lab analysis

Statistical Analysis

Statistical test
ANCOM
PERMANOVA
Matched on Factors on which subjects have been matched on in a case-control study
age
Confounders controlled for Confounding factors that have been accounted for by stratification or model adjustment
age, diet

Alpha Diversity

Pielou Quantifies how equal the community is numerically
unchanged
Shannon Estimator of species richness and species evenness: more weight on species richness
unchanged
Chao1 Abundance-based estimator of species richness
unchanged
Simpson Estimator of species richness and species evenness: more weight on species evenness
unchanged
Inverse Simpson Modification of Simpsons index D as 1/D to obtain high values in datasets of high diversity and vice versa
unchanged
Richness Number of species
unchanged
Faith Phylogenetic diversity, takes into account phylogenetic distance of all taxa identified in a sample
unchanged

Signature 1

Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Source: Figure 2B

Description: Phylum enriched in Eastern province compared to Western province, identified by ANCOM-BC

Abundance in Group 1: increased abundance in Eastern Province

NCBI Quality ControlLinks
Bacteria
Sutterellaceae
Tyzzerella
Verrucomicrobiota
Eubacterium xylanophilum
lachnospiraceae NK4B4lachnospiraceae NK4B4

Revision editor(s): Martha KJ

Signature 2

Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Source: Figure 2B

Description: Taxa depleted in Eastern province compared to Western province, identified by ANCOM-BC analysis

Abundance in Group 1: decreased abundance in Eastern Province

NCBI Quality ControlLinks
Bacillota
Coriobacteriaceae
Erysipelotrichaceae

Revision editor(s): Martha KJ

Experiment 3


Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Differences from previous experiment shown

Subjects

Group 1 name Corresponds to the case (exposed) group for case-control studies
Southern Province
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants from the Southern province of Rwanda
Group 1 sample size Number of subjects in the case (exposed) group
46

Lab analysis

Statistical Analysis

Statistical test
PERMANOVA
ANCOM

Alpha Diversity

Pielou Quantifies how equal the community is numerically
unchanged
Shannon Estimator of species richness and species evenness: more weight on species richness
unchanged
Chao1 Abundance-based estimator of species richness
unchanged
Simpson Estimator of species richness and species evenness: more weight on species evenness
unchanged
Inverse Simpson Modification of Simpsons index D as 1/D to obtain high values in datasets of high diversity and vice versa
unchanged
Richness Number of species
unchanged
Faith Phylogenetic diversity, takes into account phylogenetic distance of all taxa identified in a sample
unchanged

Signature 1

Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Source: Figure 2B

Description: Family enriched in Southern province compared to Western province, identified by ANCOM-BC analysis

Abundance in Group 1: increased abundance in Southern Province

NCBI Quality ControlLinks
Sutterellaceae

Revision editor(s): Martha KJ

Experiment 4


Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Differences from previous experiment shown

Subjects

Group 0 name Corresponds to the control (unexposed) group for case-control studies
Preschool children
Group 1 name Corresponds to the case (exposed) group for case-control studies
Adults
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Participants aged 15 years and above
Group 0 sample size Number of subjects in the control (unexposed) group
37
Group 1 sample size Number of subjects in the case (exposed) group
96
Antibiotics exclusion Number of days without antibiotics usage (if applicable) and other antibiotics-related criteria used to exclude participants (if any)
yes

Lab analysis

Statistical Analysis

Statistical test
ANCOM
Kruskall-Wallis
PERMANOVA
Matched on Factors on which subjects have been matched on in a case-control study
geographic area
Confounders controlled for Confounding factors that have been accounted for by stratification or model adjustment
diet, geographic area

Alpha Diversity

Pielou Quantifies how equal the community is numerically
unchanged
Shannon Estimator of species richness and species evenness: more weight on species richness
unchanged
Chao1 Abundance-based estimator of species richness
unchanged
Simpson Estimator of species richness and species evenness: more weight on species evenness
unchanged
Inverse Simpson Modification of Simpsons index D as 1/D to obtain high values in datasets of high diversity and vice versa
unchanged
Richness Number of species
decreased
Faith Phylogenetic diversity, takes into account phylogenetic distance of all taxa identified in a sample
decreased

Signature 1

Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Source: Figure 4

Description: Taxa enriched in adults compared to preschool children, identified by ANCOM-BC analysis

Abundance in Group 1: increased abundance in Adults

NCBI Quality ControlLinks
Spirochaetota
DesulfobacterotaDesulfobacterota
EuryarchaeotaEuryarchaeota
Verrucomicrobiota
Desulfovibrio
RuminococcaceaeRuminococcaceae
Methanobrevibacter
Lachnospiraceae UCG 007Lachnospiraceae UCG 007
Bacteroidales RF16Bacteroidales RF16
uncultured Lachnospiraceae bacterium
uncultured Erysipelotrichaceae bacterium

Revision editor(s): Martha KJ

Signature 2

Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Source: Figure 4

Description: Taxa depleted in adults compared to preschool children, identified by ANCOM-BC analysis

Abundance in Group 1: decreased abundance in Adults

NCBI Quality ControlLinks
CampilobacterotaCampilobacterota
Campylobacteraceae
Campylobacter

Revision editor(s): Martha KJ

Experiment 5


Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Differences from previous experiment shown

Subjects

Group 1 name Corresponds to the case (exposed) group for case-control studies
School children
Group 1 definition Diagnostic criteria applied to define the specific condition / phenotype represented in the case (exposed) group
Children aged 5-14 years
Group 1 sample size Number of subjects in the case (exposed) group
36

Lab analysis

Statistical Analysis

Alpha Diversity

Pielou Quantifies how equal the community is numerically
unchanged
Shannon Estimator of species richness and species evenness: more weight on species richness
unchanged
Chao1 Abundance-based estimator of species richness
unchanged
Simpson Estimator of species richness and species evenness: more weight on species evenness
unchanged
Inverse Simpson Modification of Simpsons index D as 1/D to obtain high values in datasets of high diversity and vice versa
unchanged
Richness Number of species
decreased
Faith Phylogenetic diversity, takes into account phylogenetic distance of all taxa identified in a sample
unchanged

Signature 1

Needs review

Curated date: 2025/09/05

Curator: Martha KJ

Revision editor(s): Martha KJ

Source: Figure 4

Description: Genera enriched in school children compared to preschool children, identified by ANCOM-BC analysis

Abundance in Group 1: increased abundance in School children

NCBI Quality ControlLinks
uncultured Lachnospiraceae bacterium
Moryella

Revision editor(s): Martha KJ

Experiment 6

40460079/Experiment 6