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

pmid:32802281

Assessment of the Microbiome Role in Skin Protection Against UV Irradiation Via Network Analysis.

Mohammad Hossein Heidari · Mohammadreza Razzaghi · Alireza Akbarzadeh Baghban · Mohammad Rostami-Nejad · Mostafa Rezaei-Tavirani · Mona Zamanian Azodi · Alireza Zali · Alireza Ahmadzadeh

Journal of lasers in medical sciences · 2020 doi:10.34172/jlms.2020.40

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:32802281
kind
science-record
content_hash
sha256:fbc3941f179823bdb3a1a8527df94ec9682c0dbf1b197cff45b4950e2cca7d86
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T17:33:58Z
updated_at
2026-11-01T22:02:02Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Assessment of the Microbiome Role in Skin Protection Against UV Irradiation Via Network Analysis.
doi
10.34172/jlms.2020.40
pmid
32802281
authors array · 8 items
[0]
Mohammad Hossein Heidari
[1]
Mohammadreza Razzaghi
[2]
Alireza Akbarzadeh Baghban
[3]
Mohammad Rostami-Nejad
[4]
Mostafa Rezaei-Tavirani
[5]
Mona Zamanian Azodi
[6]
Alireza Zali
[7]
Alireza Ahmadzadeh
journal
Journal of lasers in medical sciences
year
2020
abstract
Introduction: Diverse microbiotas which have some contributions to gene expression reside in human skin. To identify the protective role of the skin microbiome against UV exposure, proteinprotein interaction (PPI) network analysis is used to assessment gene expression alteration. Methods: A microarray dataset, GEO accession number GSE117359, was considered in this respect. Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R. The top significant DEGs were assigned for network analysis via Cytoscape 3.7.2 and its applications. Results: A total of 28 genes were identified as significant DEGs and the centrality analysis of the network indicated that only one of the seven hub-bottlenecks was from queried genes. The gene ontology analysis of Il6, Cxcl2, Cxcl1, TNF, Il10, Cxcl10, and Mmp9 showed that the crucial genes were highly enriched in the immune system. Conclusion: The skin microbiome plays a significant role in the protection of skin against UV irradiation and the role of TNF and IL6 is prominent in this regard.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32802281
locator
sections[0] "Abstract" paragraph 2
quote
Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
A microarray dataset, GEO accession number GSE117359, was considered in this respect.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32802281
locator
sections[0] "Abstract" paragraph 2
quote
A microarray dataset, GEO accession number GSE117359, was considered in this respect.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
A total of 28 genes were identified as significant DEGs.
kind
qualitative
target
null
evidence array · 3 items
[0] object · 3 fields
asset
source:pmid:32802281
locator
sections[0] "Abstract" paragraph 2
quote
A microarray dataset, GEO accession number GSE117359, was considered in this respect.
[1] object · 3 fields
asset
source:pmid:32802281
locator
sections[0] "Abstract" paragraph 2
quote
Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R.
[2] object · 3 fields
asset
source:pmid:32802281
locator
sections[0] "Abstract" paragraph 3
quote
A total of 28 genes were identified as significant DEGs and the centrality analysis of the network indicated that only one of the seven hub-bottlenecks was from queried genes.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
A total of 28 genes were identified as significant DEGs.
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:32802281
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:GSE117359
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:GSE117359
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 · 2 items
[0] object · 15 fields
id
source:pmid:32802281
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.34172/jlms.2020.40
sha256
sha256:e5fd27f33f31a7d76e36a6675924b06f9b3c12771c4e2ade21514498fd6d870b
bytes
1109
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.34172/jlms.2020.40
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
PMC7369546
source
ncbi_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE117359
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=GSE117359
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE117359
version
null
note
A microarray dataset, GEO accession number GSE117359, was considered in this respect.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
A microarray dataset, GEO accession number GSE117359, was considered in this respect.
access_statement_kind
repository_route_statement
sample_accessions array · 12 items
[0]
GSM3291761
[1]
GSM3291762
[2]
GSM3291763
[3]
GSM3291764
[4]
GSM3291765
[5]
GSM3291766
[6]
GSM3291767
[7]
GSM3291768
[8]
GSM3291769
[9]
GSM3291770
[10]
GSM3291771
[11]
GSM3291772
sample_count
12
group_sizes
null
group_sizes_basis
null
platform
16570
taxon
Mus musculus
title
Modulatory role of skin microbiome against UV
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE117359 not downloaded
[1]
asset:data:geo:GSE117359 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
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
PPI
[1] object · 10 fields
id
method-2
family
network_analysis
specific
centrality
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
centrality
[2] object · 10 fields
id
method-3
family
null
specific
null
label
GEO2R
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
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: ppi_network.
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 · 1 item
[0]
GSE117359
resolved_accessions array · 1 item
[0]
GSE117359
statements array · 1 item
[0]
A microarray dataset, GEO accession number GSE117359, was considered in this respect.
basis
The paper names GSE117359 in 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]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 2 items
[0]
source:pmid:32802281
[1]
data:geo:GSE117359
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:GSE117359
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
2026-11-01T17:00:41Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
5
usage object · 3 fields
prompt_tokens
1872
completion_tokens
1173
cached_tokens
256
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:32802281
type
paper
label
pmid:32802281
[1] object · 3 fields
id
source:pmid:32802281
type
manuscript
label
PMID 32802281 full text
[2] object · 3 fields
id
data:geo:GSE117359
type
dataset
label
GEO GSE117359
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:32802281
type
paper
label
pmid:32802281
[1] object · 3 fields
id
source:pmid:32802281
type
manuscript
label
PMID 32802281 full text
[2] object · 3 fields
id
data:geo:GSE117359
type
dataset
label
GEO GSE117359
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32802281
type
extraction
used array · 1 item
[0]
source:pmid:32802281
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE117359
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE117359
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:32802281
parent_hash
sha256:1ba35ac72ad311ec72bedf22bdb6591d17893d66747c622cefe6b7e89b3376fe
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE117359 licence not read
[1]
asset:data:geo:GSE117359 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
sment gene expression alteration. Methods: A microarray dataset, GEO accession number GSE117359, was
order_basis
paper_text_order:345
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
PPI
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:32802281", "kind": "science-record", "revision": 4, "content_hash": "sha256:fbc3941f179823bdb3a1a8527df94ec9682c0dbf1b197cff45b4950e2cca7d86", "created_at": "2026-11-01T17:33:58Z", "updated_at": "2026-11-01T22:02:02Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Assessment of the Microbiome Role in Skin Protection Against UV Irradiation Via Network Analysis.", "doi": "10.34172/jlms.2020.40", "pmid": "32802281", "authors": ["Mohammad Hossein Heidari", "Mohammadreza Razzaghi", "Alireza Akbarzadeh Baghban", "Mohammad Rostami-Nejad", "Mostafa Rezaei-Tavirani", "Mona Zamanian Azodi", "Alireza Zali", "Alireza Ahmadzadeh"], "journal": "Journal of lasers in medical sciences", "year": 2020, "abstract": "Introduction: Diverse microbiotas which have some contributions to gene expression reside in human skin. To identify the protective role of the skin microbiome against UV exposure, proteinprotein interaction (PPI) network analysis is used to assessment gene expression alteration. Methods: A microarray dataset, GEO accession number GSE117359, was considered in this respect. Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R. The top significant DEGs were assigned for network analysis via Cytoscape 3.7.2 and its applications. Results: A total of 28 genes were identified as significant DEGs and the centrality analysis of the network indicated that only one of the seven hub-bottlenecks was from queried genes. The gene ontology analysis of Il6, Cxcl2, Cxcl1, TNF, Il10, Cxcl10, and Mmp9 showed that the crucial genes were highly enriched in the immune system. Conclusion: The skin microbiome plays a significant role in the protection of skin against UV irradiation and the role of TNF and IL6 is prominent in this regard.", "claims": [{"id": "claim-method", "statement": "Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32802281", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R."}], "state": "complete"}, {"id": "claim-data-access", "statement": "A microarray dataset, GEO accession number GSE117359, was considered in this respect.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32802281", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "A microarray dataset, GEO accession number GSE117359, was considered in this respect."}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of 28 genes were identified as significant DEGs.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:32802281", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "A microarray dataset, GEO accession number GSE117359, was considered in this respect."}, {"asset": "source:pmid:32802281", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R."}, {"asset": "source:pmid:32802281", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "A total of 28 genes were identified as significant DEGs and the centrality analysis of the network indicated that only one of the seven hub-bottlenecks was from queried genes."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A total of 28 genes were identified as significant DEGs.", "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:32802281"], "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:GSE117359"], "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:GSE117359"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32802281", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.34172/jlms.2020.40", "sha256": "sha256:e5fd27f33f31a7d76e36a6675924b06f9b3c12771c4e2ade21514498fd6d870b", "bytes": 1109, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.34172/jlms.2020.40", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7369546", "source": "ncbi_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE117359", "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=GSE117359", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE117359", "version": null, "note": "A microarray dataset, GEO accession number GSE117359, was considered in this respect.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "A microarray dataset, GEO accession number GSE117359, was considered in this respect.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM3291761", "GSM3291762", "GSM3291763", "GSM3291764", "GSM3291765", "GSM3291766", "GSM3291767", "GSM3291768", "GSM3291769", "GSM3291770", "GSM3291771", "GSM3291772"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "16570", "taxon": "Mus musculus", "title": "Modulatory role of skin microbiome against UV", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE117359 not downloaded", "asset:data:geo:GSE117359 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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": "PPI"}}, {"id": "method-2", "family": "network_analysis", "specific": "centrality", "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": "centrality"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Differential expressed genes (DEGs) in the germ-free (GF) and specific pathogen-free (SPF) groups are analyzed by GEO2R."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE117359"], "resolved_accessions": ["GSE117359"], "statements": ["A microarray dataset, GEO accession number GSE117359, was considered in this respect."], "basis": "The paper names GSE117359 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:32802281", "data:geo:GSE117359"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE117359"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:00:41Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 1872, "completion_tokens": 1173, "cached_tokens": 256}}, "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:32802281", "type": "paper", "label": "pmid:32802281"}, {"id": "source:pmid:32802281", "type": "manuscript", "label": "PMID 32802281 full text"}, {"id": "data:geo:GSE117359", "type": "dataset", "label": "GEO GSE117359"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32802281", "type": "paper", "label": "pmid:32802281"}, {"id": "source:pmid:32802281", "type": "manuscript", "label": "PMID 32802281 full text"}, {"id": "data:geo:GSE117359", "type": "dataset", "label": "GEO GSE117359"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32802281", "type": "extraction", "used": ["source:pmid:32802281"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE117359", "type": "accession_resolution", "used": ["data:geo:GSE117359"], "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:32802281", "parent_hash": "sha256:1ba35ac72ad311ec72bedf22bdb6591d17893d66747c622cefe6b7e89b3376fe", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE117359 licence not read", "asset:data:geo:GSE117359 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["sment gene expression alteration. Methods: A microarray dataset, GEO accession number GSE117359, was"], "order_basis": "paper_text_order:345", "id": "assay:1"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["PPI"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}