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PRJEB50977 ERP135563

C. difficile gut metagenome survey, multi-country

A large-sale meta-analysis of C. difficile prevalence across age, geography, health and disease.

448 gut metagenome samples from multiple countries (mainly Germany, also Luxembourg, France, and others), studied in a cross-sectional design focused on C. difficile prevalence. machine-written summary

448 samples · 1,048 runs · DE, LU, FR · Mixed ages · 2023 · 4.40 Gbp / sample

Sources
✓Sequence archive 2,705–Abstract / description–Full text–Supplementary tables–External resources–User contribution–Human verified

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

what each source gave
✓ Sequence archive2,705 sample values (collection date, country, latitude, location region, longitude, subject id, timepoint)
– Abstract / descriptionno abstract or project description
– Full textno open-access full text linked
– Supplementary tablesno supplementary tables available (or none open access)
– External resourcesnot covered by the external resources we ingest
– User contributionnothing uploaded yet · share metadata
– Human verifiednot yet checked by a person · I checked this project — verify it
Samples at a glance
14 sampling locations · 14 countries
Age
unknown448
Country
DE364
LU45
FR9
ZA6
GB5
US5
+2 more
Body site
primary448
Collected 2011–2019
2011: 16 samples2012: 26 samples2013: 103 samples2014: 63 samples2015: 132 samples2016: 42 samples2017: 35 samples2018: 25 samples2019: 6 samples20112019
Sequencing depth per sample · this project all projects
all projects, 0–0.03 Gbp: 25,080 samples (4 %)this project, 0–0.03 Gbp: 1 samplesall projects, 0.03–0.1 Gbp: 17,066 samples (3 %)all projects, 0.1–0.3 Gbp: 29,179 samples (5 %)all projects, 0.3–1 Gbp: 47,044 samples (8 %)this project, 0.3–1 Gbp: 6 samplesall projects, 1–3 Gbp: 124,983 samples (22 %)this project, 1–3 Gbp: 56 samplesall projects, 3–10 Gbp: 253,728 samples (44 %)this project, 3–10 Gbp: 347 samplesall projects, 10–30 Gbp: 72,533 samples (13 %)this project, 10–30 Gbp: 25 samplesall projects, 30–100 Gbp: 3,024 samples (1 %)this project, 30–100 Gbp: 13 samplesall projects, 100–300 Gbp: 106 samples (0 %)all projects, ≥ 300 Gbp: 9 samples (0 %)project median 4.40 Gbp per sample0130Gbp
Sampling design and relatedness

longitudinal

44 of 143 people sampled more than once (349 samples; median 4, up to 36 per person) · follow-up median 3 mo (max 6.8 y) · median interval between samples 14 d (time from collection dates).

227551996227551996: day 0227551996: day 1227551996: day 7399248288399248288: day 0399248288: day 1399248288: day 7HD.S1HD.S1: day 0HD.S1: day 2HD.S1: day 7HD.S1: day 60HD.S1: day 374HD.S1: day 376HD.S1: day 377HD.S1: day 378HD.S1: day 380HD.S1: day 392HD.S1: day 600HD.S1: day 600HD.S1: day 630HD.S1: day 632HD.S1: day 637HD.S1: day 773HD.S1: day 877HD.S1: day 881HD.S1: day 883HD.S1: day 895HD.S1: day 898HD.S1: day 902HD.S1: day 904HD.S1: day 918HD.S1: day 918HD.S1: day 1362HD.S1: day 1461HD.S1: day 1681HD.S1: day 1909HD.S1: day 2083HD.S1: day 2381HD.S1: day 2452HD.S1: day 2454HD.S1: day 2456HD.S1: day 2466HD.S1: day 2483HD.S10HD.S10: day 0HD.S10: day 7HD.S10: day 30HD.S11HD.S11: day 0HD.S11: day 7HD.S11: day 30HD.S13HD.S13: day 0HD.S13: day 741HD.S13: day 744HD.S13: day 748HD.S14HD.S14: day 0HD.S14: day 2HD.S14: day 7HD.S14: day 7HD.S14: day 60HD.S14: day 392HD.S14: day 392HD.S15HD.S15: day 0HD.S15: day 2HD.S15: day 7HD.S15: day 60HD.S15: day 392HD.S15: day 889HD.S16HD.S16: day 0HD.S16: day 7HD.S16: day 30HD.S17HD.S17: day 0HD.S17: day 7HD.S17: day 30HD.S18HD.S18: day 0HD.S18: day 7HD.S18: day 30HD.S19HD.S19: day 0HD.S19: day 2HD.S19: day 7HD.S19: day 60HD.S19: day 392HD.S19: day 600HD.S19: day 600HD.S19: day 773HD.S19: day 918HD.S19: day 918HD.S19: day 1461HD.S19: day 1681HD.S19: day 1936HD.S19: day 2083HD.S19: day 2433HD.S2HD.S2: day 0HD.S2: day 725HD.S2: day 726HD.S2: day 737HD.S2: day 741HD.S2: day 743HD.S2: day 754HD.S2: day 1825HD.S2: day 1828HD.S2: day 1857HD.S2: day 1865HD.S23HD.S23: day 0HD.S23: day 7HD.S23: day 30HD.S24HD.S24: day 0HD.S24: day 7HD.S24: day 30HD.S25HD.S25: day 0HD.S25: day 7HD.S25: day 30HD.S26HD.S26: day 0HD.S26: day 7HD.S26: day 30HD.S27HD.S27: day 0HD.S27: day 7HD.S27: day 30HD.S29HD.S29: day 0HD.S29: day 1HD.S29: day 3HD.S29: day 5HD.S29: day 7HD.S29: day 9HD.S29: day 10HD.S29: day 11HD.S29: day 16HD.S29: day 22HD.S29: day 33HD.S3HD.S3: day 0HD.S3: day 724HD.S3: day 727HD.S3: day 729HD.S3: day 732HD.S3: day 733HD.S3: day 734HD.S3: day 735HD.S3: day 1349HD.S30HD.S30: day 0HD.S30: day 7HD.S30: day 60HD.S32HD.S32: day 0HD.S32: day 0HD.S32: day 2HD.S32: day 7HD.S32: day 60HD.S32: day 386HD.S32: day 388HD.S32: day 389HD.S32: day 390HD.S32: day 392HD.S32: day 392HD.S32: day 403HD.S32: day 918HD.S32: day 1708HD.S32: day 1710HD.S32: day 1713HD.S32: day 1721HD.S32: day 1736HD.S32: day 1903HD.S32: day 2375HD.S34HD.S34: day 0HD.S34: day 2HD.S34: day 7HD.S34: day 60HD.S34: day 392HD.S34: day 600HD.S34: day 600HD.S34: day 773HD.S34: day 918HD.S34: day 918HD.S34: day 1125HD.S34: day 1132HD.S34: day 1146HD.S34: day 1161HD.S34: day 1163HD.S34: day 1167HD.S34: day 1181HD.S34: day 1216HD.S34: day 1256HD.S34: day 1279HD.S34: day 1314HD.S34: day 1338HD.S34: day 1345HD.S34: day 1375HD.S34: day 1432HD.S34: day 1495HD.S34: day 1528HD.S34: day 1584HD.S34: day 1681HD.S35HD.S35: day 0HD.S35: day 7HD.S35: day 14HD.S35: day 21HD.S35: day 56HD.S35: day 91HD.S35: day 131HD.S35: day 154HD.S35: day 189HD.S35: day 213HD.S35: day 250HD.S35: day 307HD.S35: day 370HD.S35: day 403HD.S35: day 459HD.S35: day 551HD.S36HD.S36: day 0HD.S36: day 14HD.S36: day 21HD.S36: day 56HD.S36: day 91HD.S36: day 131HD.S36: day 154HD.S36: day 189HD.S36: day 213HD.S36: day 250HD.S36: day 307HD.S36: day 370HD.S36: day 403HD.S36: day 459HD.S36: day 551HD.S37HD.S37: day 0HD.S37: day 14HD.S37: day 21HD.S37: day 56HD.S37: day 91HD.S37: day 131HD.S37: day 154HD.S37: day 189HD.S37: day 213HD.S37: day 250HD.S37: day 307HD.S37: day 370HD.S37: day 403HD.S37: day 459HD.S37: day 551HD.S4HD.S4: day 0HD.S4: day 725HD.S4: day 1141HD.S4: day 1821HD.S4: day 1823HD.S4: day 1824HD.S4: day 1855HD.S40HD.S40: day 0HD.S40: day 9HD.S40: day 10HD.S40: day 13HD.S41HD.S41: day 0HD.S41: day 7HD.S41: day 60HD.S41: day 179HD.S41: day 180HD.S41: day 181HD.S41: day 182HD.S41: day 183HD.S41: day 184HD.S41: day 185HD.S41: day 186HD.S41: day 187HD.S41: day 188HD.S41: day 189HD.S41: day 306HD.S41: day 433HD.S43HD.S43: day 0HD.S43: day 7HD.S43: day 14HD.S43: day 21HD.S43: day 28HD.S43: day 35HD.S43: day 154HD.S43: day 179HD.S43: day 186HD.S43: day 189HD.S43: day 224HD.S43: day 239HD.S43: day 252HD.S43: day 287HD.S47HD.S47: day 0HD.S47: day 7HD.S47: day 9HD.S47: day 14HD.S47: day 21HD.S47: day 28HD.S47: day 37HD.S47: day 147HD.S47: day 182HD.S48HD.S48: day 0HD.S48: day 7HD.S48: day 14HD.S48: day 21HD.S48: day 23HD.S48: day 28HD.S48: day 35HD.S48: day 51HD.S48: day 70HD.S48: day 84HD.S48: day 154HD.S48: day 189HD.S49HD.S49: day 0HD.S49: day 7HD.S49: day 14HD.S49: day 21HD.S49: day 23HD.S49: day 28HD.S49: day 35HD.S49: day 51HD.S49: day 84HD.S49: day 98HD.S50HD.S50: day 0HD.S50: day 1HD.S50: day 3HD.S50: day 8HD.S50: day 14HD.S50: day 29HD.S50: day 196HD.S50: day 667HD.S50: day 668HD.S51HD.S51: day 0HD.S51: day 3HD.S51: day 11HD.S51: day 26HD.S51: day 193HD.S51: day 663HD.S7HD.S7: day 0HD.S7: day 2HD.S7: day 7HD.S7: day 60HD.S7: day 392HD.S7: day 7730 d20 mo3.4 y5.1 y6.8 y

Each row is one person (36 shown of 44); dots are samples at days since that person's first sample.

How longitudinal and relatedness information is derived

Community composition
Bacteroides 10.0%Phocaeicola 9.0%Faecalibacterium 6.2%Roseburia 5.7%Prevotella 4.9%Bifidobacterium 3.7%Lachnospira 3.1%Alistipes 3.0%Parabacteroides 2.2%Ruminococcoides 1.6%Blautia_A 1.5%Gemmiger 1.3%not assigned to a genus 6.2%other genera 41.4%

Genera, mean relative abundance over 399 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%
country448 100%448
health_condition0 0%
subject_id448 100%448
collection_date448 100%448
latitude448 100%448
longitude448 100%448
timepoint_label448 100%448
detailed_location17 4%
location_region17 4%17
Papers (1)
  • C. difficile may be overdiagnosed in adults and is a prevalent commensal in infants 2022 own_data
Details
Archive description

Clostridioides difficile is an urgent threat in hospital-acquired infections world-wide, yet the microbial composition associated with C. difficile, in particular in C. difficile infection (CDI) cases, remains poorly characterised. Here, we analysed 534 metagenomes from 10 publicly available CDI study populations. While we detected C. difficile in only 30% of CDI samples, multiple other toxigenic species capable of inducing CDI-like symptomatology were prevalent, raising concerns about CDI overdiagnosis. We further tracked C. difficile in 42,814 metagenomic samples from 253 public studies. We found that C. difficile prevalence, abundance and association with other bacterial species is age-dependent. In healthy adults, C. difficile is a rare taxon associated with an overall species richness reduction, while in healthy infants C. difficile is a common member of the gut microbiome and its presence is associated with a significant increase in species richness. More specifically, we identified a group of species co-occurring with C. difficile exclusively in healthy infants, enriched in obligate anaerobes and in species typically found in the gut microbiome of healthy adults. Overall, gut microbiome composition in presence of C. difficile in healthy infants is associated with multiple parameters linked to a healthy gut microbiome maturation towards an adult-like state. Our results suggest that C. difficile is a commensal in infants, and that its asymptomatic carriage is dependent on the surrounding microbial context.

How this project entered the registry

Classified as human gut / stool shotgun DNA metagenome of infant / toddler and adult and mixed ages by sonnet_x2 with confidence 0.65. Assay shotgun_dna.

  • host study.description · “C. difficile infection (CDI) cases”
  • body site study.title · “C. difficile prevalence across age”
  • life stage study.description · “in healthy infants C. difficile is a common member”
Evidence examples (one per field × route)
samplefieldvaluerouteconf.sourcequote
SAMEA114480990collection_date2017-10-24R10.90biosample.attribute:collection_date2017-10-24
SAMEA114480990countryDER10.90sample.attr.geographic_location_country_and_or_seaGermany
SAMEA114480990latitude52.5167R10.90biosample.attribute:geographic_location_latitude+geographic_location_longitude52.516666666666666 13.400000
SAMEA114481015location_regionIle-de-FranceR10.60biosample.attribute:geographic_location_latitude+geographic_location_longitude48.86666666666667 2.333333
SAMEA114480990longitude13.4000R10.90biosample.attribute:geographic_location_latitude+geographic_location_longitude52.516666666666666 13.400000
SAMEA114480990subject_id581072534R10.70sample.name_rule:titleMyMicrobes_581072534_ST_d0
SAMEA114480996subject_idHD.S1R10.70sample.name_rule:aliasMyMicrobes_HD.S1_OR_d918
SAMEA114480990timepoint_labeld0R10.70sample.name_rule:titleMyMicrobes_581072534_ST_d0
SAMEA114480996timepoint_labeld918R10.70sample.name_rule:aliasMyMicrobes_HD.S1_OR_d918
Sequencing

1,048 runs over 448 samples · mean 2.60 Gbp per run (median 1.41 Gbp, total 2,729.33 Gbp; 1,048 runs with a base count) · layout PAIRED 524, SINGLE 524 · platform ILLUMINA 1,048 · models Illumina HiSeq 4000 (522), Illumina HiSeq 2500 (342), Illumina HiSeq 2000 (184) · 47% of runs with a Sandpiper profile · first public 2023-10-10

Authors (19)

Ferretti P first · Wirbel J · Maistrenko OM · Van Rossum T · Alves R · Fullam A · Akanni W · Schudoma C · Schwarz A · Thielemann R · Thomas L · Kandels S · Hercog R · Telzerow A · Letunic I · Kuhn M · Zeller G · Schmidt TS · Bork P last

Help complete this project

2 of the 4 core fields are below 50% coverage: age_category, health_condition. Share metadata

Downloads

PRJEB50977.csv.gz (15.4 KB) · parquet (90.8 KB) — all 448 samples, every field with route and confidence · PRJEB50977_determinations.csv.gz (30.1 KB) — 2,705 evidence rows

Samples (448 · every field this project has values for · hover a cell for its source)
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