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

pmid:37909396

Identification of autophagy-related genes in diabetic foot ulcer based on bioinformatic analysis.

Dong-Ling Li · Xin-Yi Ding · Juan Long · Qiao-Ling He · Qing-Xiang Zeng · Na Lu · Meng-Chen Zou

International wound journal · 2024 doi:10.1111/iwj.14476

Paper

complete

Experiment

complete

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:37909396
kind
science-record
content_hash
sha256:2073fc45690518dc9eaf184f0e74789df0ea1ce586e0c8e432980a5f199c5254
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:02:47Z
updated_at
2026-11-01T22:53:00Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of autophagy-related genes in diabetic foot ulcer based on bioinformatic analysis.
doi
10.1111/iwj.14476
pmid
37909396
authors array · 7 items
[0]
Dong-Ling Li
[1]
Xin-Yi Ding
[2]
Juan Long
[3]
Qiao-Ling He
[4]
Qing-Xiang Zeng
[5]
Na Lu
[6]
Meng-Chen Zou
journal
International wound journal
year
2024
abstract
Diabetic foot ulcer (DFU) complications involve autophagy dysregulation. This study aimed to identify autophagy-related bioindicators in DFU. Differentially expressed genes (DEGs) between DFU and healthy samples were analysed from the Gene Expression Omnibus (GEO) datasets, GSE7014 and GSE29221. The roles of autophagy-related DEGs were investigated using protein-protein interaction (PPI) networks, Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, Gene Ontology (GO) enrichment, and Gene Set Enrichment Analysis (GSEA). Immune cell infiltration's correlation with these DEGs was also assessed. From the Human Autophagy Database (HADB), 232 autophagy-related genes (ARGs) were identified, with an intersection of 17 key DEGs between GSE7014 and GSE29221. These genes are involved in pathways like autophagy-animal, NOD-like receptor signalling, and apoptosis. In the protein network, epidermal growth factor receptor (EGFR) and phosphatase and tensin homologue (PTEN) showed significant interactions with ARGs. Survival analysis indicated the prognostic importance of calpain 2 (CAPN2), integrin subunit beta 1 (ITGB1), and vesicle-associated membrane protein 3 (VAMP3). Lower immune scores were observed in the type 2 diabetes mellitus (DM2) group than in controls. Autophagy and ARGs significantly influence DFU pathophysiology.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37909396
locator
sections[4] "Analysis of differential expression (DE) of ARGs" paragraph 2
quote
We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37909396
locator
sections[24] "DATA AVAILABILITY STATEMENT" paragraph 2
quote
The data that support the findings of this study are available from the corresponding author upon reasonable request.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The intersection of differentially expressed genes between GSE7014 and GSE29221 contained 17 key autophagy-related genes.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37909396
locator
sections[0] "Abstract" paragraph 1
quote
From the Human Autophagy Database (HADB), 232 autophagy‐related genes (ARGs) were identified, with an intersection of 17 key DEGs between GSE7014 and GSE29221.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
The intersection of differentially expressed genes between GSE7014 and GSE29221 contained 17 key autophagy-related genes.
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:37909396
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
complete
blocked_on
null
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 · 1 item
[0]
data:geo:GSE29221
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
complete
blocked_on
null
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 · 1 item
[0]
data:geo:GSE29221
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 · 0 items
data object · 3 fields
state
partial
assets array · 3 items
[0] object · 15 fields
id
source:pmid:37909396
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1111/iwj.14476
sha256
sha256:3a27bea98c1421d5cace9a87ebfad1cbc44ba088b9f33e3fffbfd854180ab0be
bytes
45195
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1111/iwj.14476
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
PMC10898398
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE29221
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE29221
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE29221
version
null
note
The data that support the findings of this study are available from the corresponding author upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data that support the findings of this study are available from the corresponding author upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 24 items
[0]
GSM722668
[1]
GSM722669
[2]
GSM722670
[3]
GSM722671
[4]
GSM722672
[5]
GSM722673
[6]
GSM722674
[7]
GSM722675
[8]
GSM722676
[9]
GSM722677
[10]
GSM722678
[11]
GSM722679
[12]
GSM722680
[13]
GSM722681
[14]
GSM722682
[15]
GSM722683
[16]
GSM722684
[17]
GSM722685
[18]
GSM722686
[19]
GSM722687
[20]
GSM722688
[21]
GSM722689
[22]
GSM722690
[23]
GSM722691
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
6947
taxon
Homo sapiens
title
Global Gene Expression Profiles of Skeletal Muscle in Males with Type 2 Diabetes.
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE7014
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7014
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE7014
version
null
note
The data that support the findings of this study are available from the corresponding author upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data that support the findings of this study are available from the corresponding author upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 36 items
[0]
GSM161935
[1]
GSM161936
[2]
GSM161937
[3]
GSM161938
[4]
GSM161939
[5]
GSM161940
[6]
GSM161941
[7]
GSM161942
[8]
GSM161943
[9]
GSM161944
[10]
GSM161945
[11]
GSM161946
[12]
GSM161948
[13]
GSM161949
[14]
GSM161950
[15]
GSM161951
[16]
GSM161952
[17]
GSM161953
[18]
GSM161954
[19]
GSM161955
[20]
GSM161956
[21]
GSM161957
[22]
GSM161958
[23]
GSM161959
[24]
GSM161960
[25]
GSM161961
[26]
GSM161962
[27]
GSM161963
[28]
GSM161964
[29]
GSM161965
[30]
GSM161966
[31]
GSM161967
[32]
GSM161968
[33]
GSM161969
[34]
GSM161970
[35]
GSM161971
sample_count
36
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from DM1, DM2 and Normal Adult Skeletal Muscle Biopsies
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE29221 not downloaded
[1]
asset:data:geo:GSE29221 licence not read
[2]
asset:data:geo:GSE7014 not downloaded
[3]
asset:data:geo:GSE7014 licence not read
analysis object · 4 fields
state
partial
methods array · 6 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort.
[1] object · 10 fields
id
method-2
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
0.8
band
high
quote
Wilcoxon
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
logrank
[3] object · 10 fields
id
method-4
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.8
band
high
quote
Pearson's correlation
[4] object · 10 fields
id
method-5
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
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
protein-protein interaction
[5] object · 10 fields
id
method-6
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
0.8
band
high
quote
go enrichment
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
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
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
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
R1
reachable
true
accessions array · 2 items
[0]
GSE7014
[1]
GSE29221
resolved_accessions array · 2 items
[0]
GSE7014
[1]
GSE29221
statements array · 1 item
[0]
The data that support the findings of this study are available from the corresponding author upon reasonable request.
basis
The paper names GSE7014, GSE29221 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:37909396
[1]
data:geo:GSE29221
steps array · 1 item
[0]
run_analysis
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
[0]
data:geo:GSE29221
gaps array · 0 items
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
2026-11-01T18:58:09Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
13052
completion_tokens
1753
cached_tokens
128
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:37909396
type
paper
label
pmid:37909396
[1] object · 3 fields
id
source:pmid:37909396
type
manuscript
label
PMID 37909396 full text
[2] object · 3 fields
id
data:geo:GSE29221
type
dataset
label
GEO GSE29221
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:37909396
type
paper
label
pmid:37909396
[1] object · 3 fields
id
source:pmid:37909396
type
manuscript
label
PMID 37909396 full text
[2] object · 3 fields
id
data:geo:GSE29221
type
dataset
label
GEO GSE29221
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37909396
type
extraction
used array · 1 item
[0]
source:pmid:37909396
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE29221
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE29221
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:37909396
parent_hash
sha256:a979ad9fcc5eb3e8e01b09d04cc0b06071921bcf9499a77f304bfc0a38380fcf
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE29221 licence not read
[1]
asset:data:geo:GSE29221 not downloaded
[2]
asset:data:geo:GSE7014 licence not read
[3]
asset:data:geo:GSE7014 not downloaded
[4]
execution.not_run
[5]
method.reader_differs_from_extractor
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.69
evidence array · 1 item
[0]
gy-animal, NOD-like receptor signalling, and apoptosis. In the protein network, epidermal growth fa
order_basis
paper_text_order:911
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37909396", "kind": "science-record", "revision": 4, "content_hash": "sha256:2073fc45690518dc9eaf184f0e74789df0ea1ce586e0c8e432980a5f199c5254", "created_at": "2026-11-01T19:02:47Z", "updated_at": "2026-11-01T22:53:00Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of autophagy-related genes in diabetic foot ulcer based on bioinformatic analysis.", "doi": "10.1111/iwj.14476", "pmid": "37909396", "authors": ["Dong-Ling Li", "Xin-Yi Ding", "Juan Long", "Qiao-Ling He", "Qing-Xiang Zeng", "Na Lu", "Meng-Chen Zou"], "journal": "International wound journal", "year": 2024, "abstract": "Diabetic foot ulcer (DFU) complications involve autophagy dysregulation. This study aimed to identify autophagy-related bioindicators in DFU. Differentially expressed genes (DEGs) between DFU and healthy samples were analysed from the Gene Expression Omnibus (GEO) datasets, GSE7014 and GSE29221. The roles of autophagy-related DEGs were investigated using protein-protein interaction (PPI) networks, Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, Gene Ontology (GO) enrichment, and Gene Set Enrichment Analysis (GSEA). Immune cell infiltration's correlation with these DEGs was also assessed. From the Human Autophagy Database (HADB), 232 autophagy-related genes (ARGs) were identified, with an intersection of 17 key DEGs between GSE7014 and GSE29221. These genes are involved in pathways like autophagy-animal, NOD-like receptor signalling, and apoptosis. In the protein network, epidermal growth factor receptor (EGFR) and phosphatase and tensin homologue (PTEN) showed significant interactions with ARGs. Survival analysis indicated the prognostic importance of calpain 2 (CAPN2), integrin subunit beta 1 (ITGB1), and vesicle-associated membrane protein 3 (VAMP3). Lower immune scores were observed in the type 2 diabetes mellitus (DM2) group than in controls. Autophagy and ARGs significantly influence DFU pathophysiology.", "claims": [{"id": "claim-method", "statement": "We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37909396", "locator": "sections[4] \"Analysis of differential expression (DE) of ARGs\" paragraph 2", "quote": "We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37909396", "locator": "sections[24] \"DATA AVAILABILITY STATEMENT\" paragraph 2", "quote": "The data that support the findings of this study are available from the corresponding author upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The intersection of differentially expressed genes between GSE7014 and GSE29221 contained 17 key autophagy-related genes.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37909396", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "From the Human Autophagy Database (HADB), 232 autophagy‐related genes (ARGs) were identified, with an intersection of 17 key DEGs between GSE7014 and GSE29221."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The intersection of differentially expressed genes between GSE7014 and GSE29221 contained 17 key autophagy-related genes.", "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:37909396"], "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": "complete", "blocked_on": null, "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": ["data:geo:GSE29221"], "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": ["data:geo:GSE29221"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37909396", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1111/iwj.14476", "sha256": "sha256:3a27bea98c1421d5cace9a87ebfad1cbc44ba088b9f33e3fffbfd854180ab0be", "bytes": 45195, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1111/iwj.14476", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10898398", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE29221", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE29221", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29221", "version": null, "note": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM722668", "GSM722669", "GSM722670", "GSM722671", "GSM722672", "GSM722673", "GSM722674", "GSM722675", "GSM722676", "GSM722677", "GSM722678", "GSM722679", "GSM722680", "GSM722681", "GSM722682", "GSM722683", "GSM722684", "GSM722685", "GSM722686", "GSM722687", "GSM722688", "GSM722689", "GSM722690", "GSM722691"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "6947", "taxon": "Homo sapiens", "title": "Global Gene Expression Profiles of  Skeletal Muscle in Males with Type 2 Diabetes.", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE7014", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7014", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7014", "version": null, "note": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM161935", "GSM161936", "GSM161937", "GSM161938", "GSM161939", "GSM161940", "GSM161941", "GSM161942", "GSM161943", "GSM161944", "GSM161945", "GSM161946", "GSM161948", "GSM161949", "GSM161950", "GSM161951", "GSM161952", "GSM161953", "GSM161954", "GSM161955", "GSM161956", "GSM161957", "GSM161958", "GSM161959", "GSM161960", "GSM161961", "GSM161962", "GSM161963", "GSM161964", "GSM161965", "GSM161966", "GSM161967", "GSM161968", "GSM161969", "GSM161970", "GSM161971"], "sample_count": 36, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from DM1, DM2 and Normal Adult Skeletal Muscle Biopsies", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE29221 not downloaded", "asset:data:geo:GSE29221 licence not read", "asset:data:geo:GSE7014 not downloaded", "asset:data:geo:GSE7014 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort."}}, {"id": "method-2", "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": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-3", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "logrank"}}, {"id": "method-4", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Pearson's correlation"}}, {"id": "method-5", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-6", "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": 0.8, "band": "high", "quote": "go enrichment"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "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": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": "R1", "reachable": true, "accessions": ["GSE7014", "GSE29221"], "resolved_accessions": ["GSE7014", "GSE29221"], "statements": ["The data that support the findings of this study are available from the corresponding author upon reasonable request."], "basis": "The paper names GSE7014, GSE29221 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:37909396", "data:geo:GSE29221"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE29221"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:58:09Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13052, "completion_tokens": 1753, "cached_tokens": 128}}, "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:37909396", "type": "paper", "label": "pmid:37909396"}, {"id": "source:pmid:37909396", "type": "manuscript", "label": "PMID 37909396 full text"}, {"id": "data:geo:GSE29221", "type": "dataset", "label": "GEO GSE29221"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37909396", "type": "paper", "label": "pmid:37909396"}, {"id": "source:pmid:37909396", "type": "manuscript", "label": "PMID 37909396 full text"}, {"id": "data:geo:GSE29221", "type": "dataset", "label": "GEO GSE29221"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37909396", "type": "extraction", "used": ["source:pmid:37909396"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE29221", "type": "accession_resolution", "used": ["data:geo:GSE29221"], "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:37909396", "parent_hash": "sha256:a979ad9fcc5eb3e8e01b09d04cc0b06071921bcf9499a77f304bfc0a38380fcf", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE29221 licence not read", "asset:data:geo:GSE29221 not downloaded", "asset:data:geo:GSE7014 licence not read", "asset:data:geo:GSE7014 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["gy-animal, NOD-like receptor signalling, and apoptosis. In the protein network, epidermal growth fa"], "order_basis": "paper_text_order:911", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}