Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:41480425

A metabolomics study reveals potential plasma biomarkers for predicting post-infarction left ventricular remodeling: findings from the metabolights database.

Daqiu Chen · Yanqing Wu · Zhanxiong Xie · Jing Li · Shunxiang Luo · Shanghua Xu

Frontiers in cardiovascular medicine · 2025 doi:10.3389/fcvm.2025.1723330

Paper

complete

Experiment

partial

Data

partial

Analysis

partial

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
id
pmid:41480425
kind
science-record
content_hash
sha256:c9e8f35aabd279fc2bf07a56dc9735fcab9a044049140b5618f1d8de474c993b
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:31:27Z
updated_at
2026-11-01T22:57:40Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
A metabolomics study reveals potential plasma biomarkers for predicting post-infarction left ventricular remodeling: findings from the metabolights database.
doi
10.3389/fcvm.2025.1723330
pmid
41480425
authors array · 6 items
[0]
Daqiu Chen
[1]
Yanqing Wu
[2]
Zhanxiong Xie
[3]
Jing Li
[4]
Shunxiang Luo
[5]
Shanghua Xu
journal
Frontiers in cardiovascular medicine
year
2025
abstract
Background: Left ventricular remodeling (LVR) after ST-segment elevation myocardial infarction (STEMI) is a major determinant of adverse prognosis, yet reliable early biomarkers remain limited. Methods: This secondary analysis of publicly available metabolomic data from the MetaboLights database aimed to explore metabolic signatures associated with left ventricular remodeling (LVR) following STEMI patients. Key differential metabolites were identified through an integrated approach combining multivariate screening (PLS-DA with VIP >1.0) and univariate validation (Log2FC, FDR, Cohen's d). The robustness of principal findings was further verified by bootstrap resampling. These metabolites subsequently underwent comprehensive evaluation through univariate testing, ROC analysis, and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment. Results: Exploratory analysis revealed distinct differences in plasma metabolic profiles between patients with and without LVR. Notably, levels of threonine, glycine, and histidine were observed to be lower in the LVR group, with their respective AUCs of 0.785, 0.748, and 0.745 suggesting potential predictive value. Pathway analysis suggested an enrichment of these metabolites in processes such as amino acid metabolism and energy regulation, which might be linked to disruptions in oxidative stress, inflammatory, and fibrotic pathways. Conclusions: In summary, our preliminary findings suggest that threonine, glycine, and histidine may merit further investigation as potential biomarkers for post-STEMI LVR, and their association with key pathophysiological pathways hints at possible mechanistic roles. Given the absence of clinical and demographic data, combined with the small and imbalanced sample (6 LVR vs. 55 Non-LVR patients), our findings should be interpreted as exploratory and hypothesis-generating. Their clinical predictive utility requires validation in larger, independent prospective cohorts.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Intergroup differences were assessed using the Wilcoxon rank-sum test, with p-values adjusted for multiple comparisons via the Benjamini-Hochberg false discovery rate (FDR).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41480425
locator
sections[8] "Statistical analysis and metabolite screening" paragraph 4
quote
Intergroup differences were assessed using the Wilcoxon rank-sum test, with p-values adjusted for multiple comparisons via the Benjamini-Hochberg false discovery rate (FDR).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41480425
locator
sections[21] "Data availability statement" paragraph 2
quote
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Lower plasma levels of threonine, glycine, and histidine distinguished patients with post-STEMI left ventricular remodeling and showed potential predictive value.
kind
qualitative
target
null
evidence array · 2 items
[0] object · 3 fields
asset
source:pmid:41480425
locator
sections[0] "Abstract" paragraph 3
quote
Exploratory analysis revealed distinct differences in plasma metabolic profiles between patients with and without LVR.
[1] object · 3 fields
asset
source:pmid:41480425
locator
sections[0] "Abstract" paragraph 3
quote
Notably, levels of threonine, glycine, and histidine were observed to be lower in the LVR group, with their respective AUCs of 0.785, 0.748, and 0.745 suggesting potential predictive value.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
Lower plasma levels of threonine, glycine, and histidine distinguished patients with post-STEMI left ventricular remodeling and showed potential predictive value.
steps array · 3 items
[0] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:41480425
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
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.
parameters object · 0 fields
inputs array · 0 items
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
blocked
blocked_on
method:group_comparison_wilcoxon
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 0 items
outputs array · 1 item
[0]
the replicated result and its comparison
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 · 2 items
[0]
step:run_analysis blocked on method:group_comparison_wilcoxon
[1]
step:obtain_source_data blocked on data:accession_absent
data object · 3 fields
state
partial
assets array · 1 item
[0] object · 15 fields
id
source:pmid:41480425
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fcvm.2025.1723330
sha256
sha256:c02d64e31a72329b0b9b61a76365cfc4ca1bbb9ceceabdaa48cb71b780b29a0d
bytes
35205
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fcvm.2025.1723330
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC12754600
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
gaps array · 0 items
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
1
band
verbatim
quote
Intergroup differences were assessed using the Wilcoxon rank-sum test, with p-values adjusted for multiple comparisons via the Benjamini-Hochberg false discovery rate (FDR).
[1] object · 10 fields
id
method-2
family
principal_component_analysis
specific
pca
label
Principal component analysis
dsl_operations array · 1 item
[0]
pca_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
wide_numeric_matrix
evidence object · 3 fields
score
0.8
band
high
quote
principal component analysis
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
[3] object · 10 fields
id
method-4
family
diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.7
band
medium
quote
ROC analysis
targets array · 0 items
gaps array · 1 item
[0]
method.group_comparison_wilcoxon
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
blocked
tier
R4
blocked_on
data:accession_absent
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
false
required_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon.
capability object · 4 fields
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 object · 6 fields
tier
R4
reachable
false
accessions array · 0 items
resolved_accessions array · 0 items
statements array · 1 item
[0]
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
basis
The paper names no accession to its source data, so the data has to come from the authors.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 1 item
[0]
source:pmid:41480425
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
operation
group_comparison_wilcoxon
priority
null
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:None
gaps array · 1 item
[0]
data:accession_absent
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T20:09:14Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
9985
completion_tokens
1294
cached_tokens
264
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:41480425
type
paper
label
pmid:41480425
[1] object · 3 fields
id
source:pmid:41480425
type
manuscript
label
PMID 41480425 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:41480425
type
paper
label
pmid:41480425
[1] object · 3 fields
id
source:pmid:41480425
type
manuscript
label
PMID 41480425 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-41480425
type
extraction
used array · 1 item
[0]
source:pmid:41480425
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-None
type
accession_resolution
used array · 1 item
[0]
data:geo:None
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
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 object · 4 fields
parent_id
pmid:41480425
parent_hash
sha256:f1e3a6c3416745fb9fac018cfd6aeaa3499479a18d4aea04ce10a2e6214ae919
fork_of
null
gaps array · 7 items
[0]
execution.not_run
[1]
method.group_comparison_wilcoxon
[2]
review.human_critique
[3]
review.independent_reader
[4]
review.machine_critique
[5]
step:obtain_source_data blocked on data:accession_absent
[6]
step:run_analysis blocked on method:group_comparison_wilcoxon
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Intergroup differences were assessed using the Wilcoxon rank-sum test, with p-values adjusted for multiple comparisons via the Benjamini-Hochberg false discovery rate (FDR).
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:41480425", "kind": "science-record", "revision": 4, "content_hash": "sha256:c9e8f35aabd279fc2bf07a56dc9735fcab9a044049140b5618f1d8de474c993b", "created_at": "2026-11-01T20:31:27Z", "updated_at": "2026-11-01T22:57:40Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A metabolomics study reveals potential plasma biomarkers for predicting post-infarction left ventricular remodeling: findings from the metabolights database.", "doi": "10.3389/fcvm.2025.1723330", "pmid": "41480425", "authors": ["Daqiu Chen", "Yanqing Wu", "Zhanxiong Xie", "Jing Li", "Shunxiang Luo", "Shanghua Xu"], "journal": "Frontiers in cardiovascular medicine", "year": 2025, "abstract": "Background: Left ventricular remodeling (LVR) after ST-segment elevation myocardial infarction (STEMI) is a major determinant of adverse prognosis, yet reliable early biomarkers remain limited.\nMethods: This secondary analysis of publicly available metabolomic data from the MetaboLights database aimed to explore metabolic signatures associated with left ventricular remodeling (LVR) following STEMI patients. Key differential metabolites were identified through an integrated approach combining multivariate screening (PLS-DA with VIP >1.0) and univariate validation (Log2FC, FDR, Cohen's d). The robustness of principal findings was further verified by bootstrap resampling. These metabolites subsequently underwent comprehensive evaluation through univariate testing, ROC analysis, and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment.\nResults: Exploratory analysis revealed distinct differences in plasma metabolic profiles between patients with and without LVR. Notably, levels of threonine, glycine, and histidine were observed to be lower in the LVR group, with their respective AUCs of 0.785, 0.748, and 0.745 suggesting potential predictive value. Pathway analysis suggested an enrichment of these metabolites in processes such as amino acid metabolism and energy regulation, which might be linked to disruptions in oxidative stress, inflammatory, and fibrotic pathways.\nConclusions: In summary, our preliminary findings suggest that threonine, glycine, and histidine may merit further investigation as potential biomarkers for post-STEMI LVR, and their association with key pathophysiological pathways hints at possible mechanistic roles. Given the absence of clinical and demographic data, combined with the small and imbalanced sample (6 LVR vs. 55 Non-LVR patients), our findings should be interpreted as exploratory and hypothesis-generating. Their clinical predictive utility requires validation in larger, independent prospective cohorts.", "claims": [{"id": "claim-method", "statement": "Intergroup differences were assessed using the Wilcoxon rank-sum test, with p-values adjusted for multiple comparisons via the Benjamini-Hochberg false discovery rate (FDR).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41480425", "locator": "sections[8] \"Statistical analysis and metabolite screening\" paragraph 4", "quote": "Intergroup differences were assessed using the Wilcoxon rank-sum test, with p-values adjusted for multiple comparisons via the Benjamini-Hochberg false discovery rate (FDR)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41480425", "locator": "sections[21] \"Data availability statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Lower plasma levels of threonine, glycine, and histidine distinguished patients with post-STEMI left ventricular remodeling and showed potential predictive value.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:41480425", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Exploratory analysis revealed distinct differences in plasma metabolic profiles between patients with and without LVR."}, {"asset": "source:pmid:41480425", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Notably, levels of threonine, glycine, and histidine were observed to be lower in the LVR group, with their respective AUCs of 0.785, 0.748, and 0.745 suggesting potential predictive value."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "Lower plasma levels of threonine, glycine, and histidine distinguished patients with post-STEMI left ventricular remodeling and showed potential predictive value.", "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:41480425"], "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": "blocked", "blocked_on": "method:group_comparison_wilcoxon", "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:run_analysis blocked on method:group_comparison_wilcoxon", "step:obtain_source_data blocked on data:accession_absent"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41480425", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fcvm.2025.1723330", "sha256": "sha256:c02d64e31a72329b0b9b61a76365cfc4ca1bbb9ceceabdaa48cb71b780b29a0d", "bytes": 35205, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fcvm.2025.1723330", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12754600", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}], "gaps": []}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Intergroup differences were assessed using the Wilcoxon rank-sum test, with p-values adjusted for multiple comparisons via the Benjamini-Hochberg false discovery rate (FDR)."}}, {"id": "method-2", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "principal component analysis"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-4", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.7, "band": "medium", "quote": "ROC analysis"}}], "targets": [], "gaps": ["method.group_comparison_wilcoxon"]}, "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": "R1", "expressible": false, "required_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."], "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:41480425"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "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": "2026-11-01T20:09:14Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9985, "completion_tokens": 1294, "cached_tokens": 264}}, "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:41480425", "type": "paper", "label": "pmid:41480425"}, {"id": "source:pmid:41480425", "type": "manuscript", "label": "PMID 41480425 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41480425", "type": "paper", "label": "pmid:41480425"}, {"id": "source:pmid:41480425", "type": "manuscript", "label": "PMID 41480425 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41480425", "type": "extraction", "used": ["source:pmid:41480425"], "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:41480425", "parent_hash": "sha256:f1e3a6c3416745fb9fac018cfd6aeaa3499479a18d4aea04ce10a2e6214ae919", "fork_of": null, "generation": 3}, "gaps": ["execution.not_run", "method.group_comparison_wilcoxon", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:obtain_source_data blocked on data:accession_absent", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Intergroup differences were assessed using the Wilcoxon rank-sum test, with p-values adjusted for multiple comparisons via the Benjamini-Hochberg false discovery rate (FDR)."], "order_basis": "analysis_only", "id": "assay:1"}]}