← All .science files
pmid:28460071
Interactive microbial distribution analysis using BioAtlas.
Jesper Beltoft Lund · Markus List · Jan Baumbach
Nucleic acids research · 2017 doi:10.1093/nar/gkx304
Paper
complete
Experiment
partial
Data
partial
Analysis
absent
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 3 items
claims array · 2 items
[0] object · 6 fields
[1] object · 6 fields
target object · 4 fields
evidence array · 3 items
[0] object · 3 fields
[1] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 0 items
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 0 items
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 1 item
data object · 3 fields
assets array · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 4 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
gaps array · 0 items
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 0 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 0 items
resolved_accessions array · 0 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 1 item
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 7 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:28460071", "kind": "science-record", "revision": 5, "content_hash": "sha256:b09693f5c7c80a665c86ce657fe26c6a4d60db85fc1e0e2dbc804cbc5eee14bc", "created_at": "2026-11-01T15:40:25Z", "updated_at": "2026-11-01T18:48:42Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Interactive microbial distribution analysis using BioAtlas.", "doi": "10.1093/nar/gkx304", "pmid": "28460071", "authors": ["Jesper Beltoft Lund", "Markus List", "Jan Baumbach"], "journal": "Nucleic acids research", "year": 2017, "abstract": "Massive amounts of 16S rRNA sequencing data have been stored in publicly accessible databases, such as GOLD, SILVA, GreenGenes (GG), and the Ribosomal Database Project (RDP). Many of these sequences are tagged with geo-locations. Nevertheless, researchers currently lack a user-friendly tool to analyze microbial distribution in a location-specific context. BioAtlas is an interactive web application that closes this gap between sequence databases, taxonomy profiling and geo/body-location information. It enables users to browse taxonomically annotated sequences across (i) the world map, (ii) human body maps and (iii) user-defined maps. It further allows for (iv) uploading of own sample data, which can be placed on existing maps to (v) browse the distribution of the associated taxonomies. Finally, BioAtlas enables users to (vi) contribute custom maps (e.g. for plants or animals) and to map taxonomies to pre-defined map locations. In summary, BioAtlas facilitates map-supported browsing of public 16S rRNA sequence data and analyses of user-provided sequences without requiring manual mapping to taxonomies and existing databases.\nAVAILABILITY: http://bioatlas.compbio.sdu.dk/.", "claims": [{"id": "claim-data-access", "statement": "We used SILVA SSU Ref NR 99, a non-redundant version of the high quality control database storing 645 151 sequences.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:28460071", "locator": "sections[5] \"DATA PROCESSING\" paragraph 2", "quote": "We used SILVA SSU Ref NR 99, a non-redundant version of the high quality control database storing 645 151 sequences."}], "state": "complete"}, {"id": "claim-target-result", "statement": "BioAtlas classified IMG/GOLD-derived 16S rRNA sequences with the Mothur classifier using the SILVA SSU Ref NR 99 reference database, successfully classifying 423,543 sequences (92.2%).", "kind": "quantitative", "target": {"value": 92.2, "unit": "per cent", "tolerance": null, "source": "Mothur was able to classify 423 543 sequences (92.2%)."}, "evidence": [{"asset": "source:pmid:28460071", "locator": "sections[5] \"DATA PROCESSING\" paragraph 2", "quote": "We used SILVA SSU Ref NR 99, a non-redundant version of the high quality control database storing 645 151 sequences."}, {"asset": "source:pmid:28460071", "locator": "sections[6] \"GOLD and IMG data of global microbiome diversity\" paragraph 2", "quote": "Of these, we extracted a total of 459 304 16S rRNA sequences for taxonomical classification in Mothur."}, {"asset": "source:pmid:28460071", "locator": "sections[6] \"GOLD and IMG data of global microbiome diversity\" paragraph 3", "quote": "Mothur was able to classify 423 543 sequences (92.2%)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "BioAtlas classified IMG/GOLD-derived 16S rRNA sequences with the Mothur classifier using the SILVA SSU Ref NR 99 reference database, successfully classifying 423,543 sequences (92.2%).", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:28460071"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "blocked", "blocked_on": "data:accession_absent", "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": [], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": [], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:obtain_source_data blocked on data:accession_absent"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:28460071", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1093/nar/gkx304", "sha256": "sha256:2b7b7117a5b14a2f8f2e32c2011fcdcc7a51e9883b41fd556be88445f4472539", "bytes": 18783, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1093/nar/gkx304", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC5570126", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "asset:table:pmid:28460071:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:872f8bc1291e652f61f09ec9900366e04431bac585b969893149ec432b4d5c64", "bytes": 489, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[1]#tbl1", "version": null, "note": "Number of sequences, with domains and date of last release for the SILVA, RDP and GG databases. 116S rRNA sequences for prokaryotes", "structure": {"pmcid": "PMC5570126", "section_index": 5, "section_title": "DATA PROCESSING", "row_count": 4, "column_count": 4}, "table": {"label": "Table 1.", "caption": "Number of sequences, with domains and date of last release for the SILVA, RDP and GG databases. 116S rRNA sequences for prokaryotes", "rows": [["", "SILVA", "RDP", "GG"], ["# sequences1", "5 616 941", "3 356 809", "1 262 986"], ["Domains", "Prokaryota, eukaryota", "Prokaryota, fungal", "Prokaryota"], ["Last release", "September 2016", "September 2016", "May 2013"]], "row_count": 4, "column_count": 4, "numeric_cells": 6, "header_rows": 1, "locator": "section[5]/table-wrap[1]#tbl1"}}], "gaps": []}, "analysis": {"state": "absent", "methods": [], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": null, "expected_value": 92.2, "unit": "per cent", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}], "gaps": ["method", "operations"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "blocked", "tier": "R4", "blocking_axis": "data", "blocked_on": "data:accession_absent", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (not named), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R4", "reachable": false, "accessions": [], "resolved_accessions": [], "statements": ["We used SILVA SSU Ref NR 99, a non-redundant version of the high quality control database storing 645 151 sequences."], "basis": "The paper names no accession to its source data, so the data has to come from the authors."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:28460071", "asset:table:pmid:28460071:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:None"]}, "gaps": ["data:accession_absent"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:30:59Z", "independence": "same_provider"}, "evidence_check": {"method": null, "availability": null}, "calls": 8, "usage": {"prompt_tokens": 40035, "completion_tokens": 2672, "cached_tokens": 1832}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:28460071", "type": "paper", "label": "pmid:28460071"}, {"id": "source:pmid:28460071", "type": "manuscript", "label": "PMID 28460071 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:28460071", "type": "paper", "label": "pmid:28460071"}, {"id": "source:pmid:28460071", "type": "manuscript", "label": "PMID 28460071 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-28460071", "type": "extraction", "used": ["source:pmid:28460071"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-None", "type": "accession_resolution", "used": ["data:geo:None"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:28460071", "parent_hash": "sha256:0dcf774d313098608f8188e165a562b785bd6291a1e668ff820fce3c93bbf751", "fork_of": null, "generation": 4}, "gaps": ["execution.not_run", "method", "operations", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:obtain_source_data blocked on data:accession_absent"], "assays": [{"role": "data_generation", "definition_id": "amplicon_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Massive amounts of 16S rRNA sequencing data have been stored in publicly", "facilitates map-supported browsing of public 16S rRNA sequence data and analyses of user-provided", "DATA PROCESSING To deal with non-annotated 16S rRNA sequences in BioAtlas, a robust 16S rRNA cla", "ted 16S rRNA sequences in BioAtlas, a robust 16S rRNA classification method as well as a reference"], "order_basis": "paper_text_order:60", "id": "assay:1"}]}