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PRJEB60398 ERP145457

In vitro gut microbial colonization experiments, China

Data-driven prediction of colonization outcomes for complex microbial communities

3,563 samples from healthy controls in China, using an intervention design to study colonization outcomes of exogenous species in human stool-derived in vitro microbial communities. machine-written summary

3,564 samples · 3,994 runs · CN · Age unknown · 2023 · 0.34 Gbp / sample

Sources
✓Sequence archive 7,127○Abstract / description✓Full text 7,128✓Supplementary tables 3,117–External resources–User contribution–Human verified

Checked this project's papers and archive records yourself? Mark it human-verified.

what each source gave
✓ Sequence archive7,127 sample values (collection date, country)
○ Abstract / descriptionread; no usable statement
✓ Full text7,128 sample values (health condition, health condition detail) · PMC10944475
✓ Supplementary tables3,117 sample values (subject id)
– External resourcesnot covered by the external resources we ingest
– User contributionnothing uploaded yet
– Human verifiednot yet checked by a person · I checked this project — verify it
Samples at a glance
1 country
Age
unknown3,564
Condition
healthy_control3,564
Country
CN3,564
Body site
primary3,564
Sequencing depth per sample · this project all projects
all projects, 0–0.03 Gbp: 25,080 samples (4 %)this project, 0–0.03 Gbp: 28 samplesall projects, 0.03–0.1 Gbp: 17,066 samples (3 %)this project, 0.03–0.1 Gbp: 123 samplesall projects, 0.1–0.3 Gbp: 29,179 samples (5 %)this project, 0.1–0.3 Gbp: 1,153 samplesall projects, 0.3–1 Gbp: 47,044 samples (8 %)this project, 0.3–1 Gbp: 2,162 samplesall projects, 1–3 Gbp: 124,983 samples (22 %)this project, 1–3 Gbp: 35 samplesall projects, 3–10 Gbp: 253,728 samples (44 %)this project, 3–10 Gbp: 60 samplesall projects, 10–30 Gbp: 72,533 samples (13 %)this project, 10–30 Gbp: 3 samplesall projects, 30–100 Gbp: 3,024 samples (1 %)all projects, 100–300 Gbp: 106 samples (0 %)all projects, ≥ 300 Gbp: 9 samples (0 %)project median 0.34 Gbp per sample0130Gbp
Sampling design and relatedness

longitudinal — not resolved

40 of 40 people sampled more than once (3,117 samples; median 105, up to 173 per person).

How longitudinal and relatedness information is derived

Community composition
Bacteroides 13.4%Phocaeicola 9.2%Faecalibacterium 5.3%Prevotella 5.2%Roseburia 4.4%Blautia_A 4.3%Escherichia 3.5%Bifidobacterium 2.7%Mediterraneibacter 2.3%Fusicatenibacter 2.1%Fusobacterium_A 1.9%Lachnospira 1.8%not assigned to a genus 5.2%other genera 38.8%

Genera, mean relative abundance over 83 profiled gut samples of this project (Sandpiper SingleM profiles, GTDB R232; low-depth and non-metagenome profiles left out).

Field coverage
fieldsamplescoverageR1R2R3R4
age_category0 0%
country3,564 100%3,564
health_condition3,564 100%3,564
subject_id3,117 87%3,117
health_condition_detail3,564 100%3,564
collection_date3,563 100%3,563
Papers (1)
  • Data-driven prediction of colonization outcomes for complex microbial communities. 2024 PMID 38493186 PMC10944475 own_data
Details
Archive description

Complex microbial interactions can lead to different colonization outcomes of exogenous species, be they of pathogenic or nonpathogenic in nature. Predicting the colonization outcome of exogenous species from the baseline compositions of complex communities remains a fundamental challenge in microbial ecology, largely due to our limited knowledge of the diverse physical, biochemical and ecological processes governing the microbial dynamics. Here, we proposed a purely data-driven approach that is independent of any dynamics model to predict colonization outcomes of exogenous species for complex microbial communities. We systematically validated this approach using synthetic data, finding that it can predict not only the binary outcome but also the final abundance of the invading species. Then we conducted in vitro colonization experiments of two commensal human gut bacteria species Enterococcus faecium and Akkermansia muciniphila in hundreds of human stool-derived in vitro microbial communities, confirming that our approach can successfully predict the colonization outcomes. The presented results suggest that the data-driven approach could be a powerful tool to inform the management of complex microbial communities.

How this project entered the registry

Classified as human gut / stool shotgun DNA metagenome of age unknown by sonnet_x2 with confidence 0.75. Assay shotgun_dna.

  • host run.scientific_name · “human gut metagenome”
  • body site study.description · “human stool-derived in vitro microbial communities”
Evidence examples (one per field × route)
samplefieldvaluerouteconf.sourcequote
SAMEA112732795collection_date2021R10.90biosample.attribute:collection_date2021
SAMEA112732795countryCNR10.90sample.attr.geographic_location_country_and_or_seaChina
SAMEA112732795health_conditionhealthy_controlR30.70paper.fulltext.methodsStool samples were collected from healthy human donors
SAMEA112732795health_condition_detailhealthy human donorsR30.70paper.fulltext.methodsStool samples were collected from healthy human donors
SAMEA112732795subject_idS01R20.85paper.supp.41467_2024_46766_MOESM4_ESM.xlsx[metadata for COP!Subject]S01
Sequencing

3,994 runs over 3,564 samples · mean 0.43 Gbp per run (median 0.32 Gbp, total 1,734.23 Gbp; 3,994 runs with a base count) · layout PAIRED 3,994 · platform ILLUMINA 3,994 · models Illumina NovaSeq 6000 (3,994) · 2% of runs with a Sandpiper profile · first public 2023-11-30

Authors (8)

Wu L first · Wang XW · Tao Z · Wang T · Zuo W · Zeng Y · Liu YY · Dai L last

Downloads

PRJEB60398.csv.gz (65.3 KB) · parquet (175.4 KB) — all 3,564 samples, every field with route and confidence · PRJEB60398_determinations.csv.gz (84.1 KB) — 17,372 evidence rows

Samples (3,564 · every field this project has values for · hover a cell for its source)
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