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

pmid:36830800

Gene Set Enrichment Analysis and Genetic Experiment Reveal Changes in Cell Signaling Pathways Induced by α-Synuclein Overexpression.

Yusong Huang · Dongjing Wen · Yao Yuan · Wenfeng Chen

Biomedicines · 2023 doi:10.3390/biomedicines11020263

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:36830800
kind
science-record
content_hash
sha256:fa87110e6a85e40c34e95a8d1844e48fb8b8bec3267a3f91315459406f9adf56
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:01:26Z
updated_at
2026-11-01T21:30:12Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Gene Set Enrichment Analysis and Genetic Experiment Reveal Changes in Cell Signaling Pathways Induced by α-Synuclein Overexpression.
doi
10.3390/biomedicines11020263
pmid
36830800
authors array · 4 items
[0]
Yusong Huang
[1]
Dongjing Wen
[2]
Yao Yuan
[3]
Wenfeng Chen
journal
Biomedicines
year
2023
abstract
Abnormal accumulation of alpha synuclein (α-Syn) in sporadic and familial Parkinson's disease (PD) may be a key step in its pathogenesis. In this study, the expression matrix of the GSE95427 dataset after α-Syn overexpression in human glioma cell line H4 was obtained from the GEO database. We used the Gene Set Enrichment Analysis (GSEA) method to reanalyze this dataset to evaluate the possible functions of α-Syn. The results showed that the tumor necrosis factor alpha (TNF-α) signal was significantly activated in α-Syn-overexpressing cells, and oxidative phosphorylation signal, extracellular matrix signal, cell cycle related signal and fatty acid metabolism signal were significantly inhibited. Moreover, we employed the α-Syn-expressing transgenic Drosophila model of Parkinson's disease and knocked-down eiger, a TNF superfamily ligand homologue, indicating that the TNF-α pathway plays a role in the common pathogenesis of synucleinopathies. Our analysis based on GSEA data provides more clues for a better understanding of α-Syn function.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
gene set enrichment analysis was carried out with GSEA function, and the overall distribution map was obtained using the dotplot function.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36830800
locator
sections[7] "2.5. Gene set Enrichment Analysis" paragraph 2
quote
gene set enrichment analysis was carried out with GSEA function, and the overall distribution map was obtained using the dotplot function.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data presented in this study are available on request from the corresponding author.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36830800
locator
sections[23] "notes" paragraph 1
quote
The data presented in this study are available on request from the corresponding author.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
GSEA of the GSE95427 expression matrix showed that α-Syn overexpression activated 9 and inhibited 18 Hallmark sub-gene sets, with TNF-α signaling most obviously activated.
kind
qualitative
target
null
evidence array · 4 items
[0] object · 3 fields
asset
source:pmid:36830800
locator
sections[0] "Abstract" paragraph 1
quote
In this study, the expression matrix of the GSE95427 dataset after α-Syn overexpression in human glioma cell line H4 was obtained from the GEO database.
[1] object · 3 fields
asset
source:pmid:36830800
locator
sections[0] "Abstract" paragraph 1
quote
We used the Gene Set Enrichment Analysis (GSEA) method to reanalyze this dataset to evaluate the possible functions of α-Syn.
[2] object · 3 fields
asset
source:pmid:36830800
locator
sections[14] "3.5. Gene Set Enrichment Analysis" paragraph 2
quote
The results showed that in the Hallmark gene set, overexpression of α-Syn activated 9 sub-gene sets and inhibited 18 sub-gene sets.
[3] object · 3 fields
asset
source:pmid:36830800
locator
sections[14] "3.5. Gene Set Enrichment Analysis" paragraph 2
quote
The most obvious set of activating genes was the set associated with TNF-α signaling (NFKB-dependent TNF-α signaling) (Figure 5 and Table 1).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
GSEA of the GSE95427 expression matrix showed that α-Syn overexpression activated 9 and inhibited 18 Hallmark sub-gene sets, with TNF-α signaling most obviously activated.
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:36830800
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:GSE95427
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:GSE95427
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:36830800
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/biomedicines11020263
sha256
sha256:cd53eea56a9b6173b6694119d6fd58b96b9f4ccab66721ac0981ccf80ac3da1d
bytes
25721
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/biomedicines11020263
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
PMC9953658
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE95427
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=GSE95427
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE95427
version
null
note
The data presented in this study are available on request from the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data presented in this study are available on request from the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 8 items
[0]
GSM2510577
[1]
GSM2510578
[2]
GSM2510579
[3]
GSM2510580
[4]
GSM2510581
[5]
GSM2510582
[6]
GSM2510583
[7]
GSM2510584
sample_count
8
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression profiling of H4 cells expressing a Myc tagged aSyn construct
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE95427 not downloaded
[1]
asset:data:geo:GSE95427 licence not read
analysis object · 4 fields
state
partial
methods array · 1 item
[0] object · 10 fields
id
method-1
family
null
specific
null
label
Gene Set Enrichment Analysis (GSEA)
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
gene set enrichment analysis was carried out with GSEA function, and the overall distribution map was obtained using the dotplot function.
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
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (Gene Set Enrichment Analysis (GSEA)), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
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]
GSE95427
resolved_accessions array · 1 item
[0]
GSE95427
statements array · 1 item
[0]
The data presented in this study are available on request from the corresponding author.
basis
The paper names GSE95427 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 · 0 items
assets array · 2 items
[0]
source:pmid:36830800
[1]
data:geo:GSE95427
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:GSE95427
gaps array · 1 item
[0]
method:not_determinable
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
2026-11-01T18:29:17Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
7802
completion_tokens
1875
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:36830800
type
paper
label
pmid:36830800
[1] object · 3 fields
id
source:pmid:36830800
type
manuscript
label
PMID 36830800 full text
[2] object · 3 fields
id
data:geo:GSE95427
type
dataset
label
GEO GSE95427
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:36830800
type
paper
label
pmid:36830800
[1] object · 3 fields
id
source:pmid:36830800
type
manuscript
label
PMID 36830800 full text
[2] object · 3 fields
id
data:geo:GSE95427
type
dataset
label
GEO GSE95427
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36830800
type
extraction
used array · 1 item
[0]
source:pmid:36830800
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE95427
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE95427
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:36830800
parent_hash
sha256:0043a6fd14f9c5ffbb959274bd65a9901622e5a31319720239e2affce54a0203
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE95427 licence not read
[1]
asset:data:geo:GSE95427 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
Complete file
{"sci_version": "1.0", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36830800", "kind": "science-record", "revision": 2, "content_hash": "sha256:fa87110e6a85e40c34e95a8d1844e48fb8b8bec3267a3f91315459406f9adf56", "created_at": "2026-11-01T19:01:26Z", "updated_at": "2026-11-01T21:30:12Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Gene Set Enrichment Analysis and Genetic Experiment Reveal Changes in Cell Signaling Pathways Induced by α-Synuclein Overexpression.", "doi": "10.3390/biomedicines11020263", "pmid": "36830800", "authors": ["Yusong Huang", "Dongjing Wen", "Yao Yuan", "Wenfeng Chen"], "journal": "Biomedicines", "year": 2023, "abstract": "Abnormal accumulation of alpha synuclein (α-Syn) in sporadic and familial Parkinson's disease (PD) may be a key step in its pathogenesis. In this study, the expression matrix of the GSE95427 dataset after α-Syn overexpression in human glioma cell line H4 was obtained from the GEO database. We used the Gene Set Enrichment Analysis (GSEA) method to reanalyze this dataset to evaluate the possible functions of α-Syn. The results showed that the tumor necrosis factor alpha (TNF-α) signal was significantly activated in α-Syn-overexpressing cells, and oxidative phosphorylation signal, extracellular matrix signal, cell cycle related signal and fatty acid metabolism signal were significantly inhibited. Moreover, we employed the α-Syn-expressing transgenic Drosophila model of Parkinson's disease and knocked-down eiger, a TNF superfamily ligand homologue, indicating that the TNF-α pathway plays a role in the common pathogenesis of synucleinopathies. Our analysis based on GSEA data provides more clues for a better understanding of α-Syn function.", "claims": [{"id": "claim-method", "statement": "gene set enrichment analysis was carried out with GSEA function, and the overall distribution map was obtained using the dotplot function.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36830800", "locator": "sections[7] \"2.5. Gene set Enrichment Analysis\" paragraph 2", "quote": "gene set enrichment analysis was carried out with GSEA function, and the overall distribution map was obtained using the dotplot function."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data presented in this study are available on request from the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36830800", "locator": "sections[23] \"notes\" paragraph 1", "quote": "The data presented in this study are available on request from the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "GSEA of the GSE95427 expression matrix showed that α-Syn overexpression activated 9 and inhibited 18 Hallmark sub-gene sets, with TNF-α signaling most obviously activated.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36830800", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "In this study, the expression matrix of the GSE95427 dataset after α-Syn overexpression in human glioma cell line H4 was obtained from the GEO database."}, {"asset": "source:pmid:36830800", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "We used the Gene Set Enrichment Analysis (GSEA) method to reanalyze this dataset to evaluate the possible functions of α-Syn."}, {"asset": "source:pmid:36830800", "locator": "sections[14] \"3.5. Gene Set Enrichment Analysis\" paragraph 2", "quote": "The results showed that in the Hallmark gene set, overexpression of α-Syn activated 9 sub-gene sets and inhibited 18 sub-gene sets."}, {"asset": "source:pmid:36830800", "locator": "sections[14] \"3.5. Gene Set Enrichment Analysis\" paragraph 2", "quote": "The most obvious set of activating genes was the set associated with TNF-α signaling (NFKB-dependent TNF-α signaling) (Figure 5 and Table 1)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "GSEA of the GSE95427 expression matrix showed that α-Syn overexpression activated 9 and inhibited 18 Hallmark sub-gene sets, with TNF-α signaling most obviously activated.", "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:36830800"], "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:GSE95427"], "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:GSE95427"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36830800", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/biomedicines11020263", "sha256": "sha256:cd53eea56a9b6173b6694119d6fd58b96b9f4ccab66721ac0981ccf80ac3da1d", "bytes": 25721, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/biomedicines11020263", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9953658", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE95427", "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=GSE95427", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE95427", "version": null, "note": "The data presented in this study are available on request from the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data presented in this study are available on request from the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2510577", "GSM2510578", "GSM2510579", "GSM2510580", "GSM2510581", "GSM2510582", "GSM2510583", "GSM2510584"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression profiling of H4 cells expressing a Myc tagged aSyn construct", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE95427 not downloaded", "asset:data:geo:GSE95427 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "Gene Set Enrichment Analysis (GSEA)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "gene set enrichment analysis was carried out with GSEA function, and the overall distribution map was obtained using the dotplot function."}}], "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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (Gene Set Enrichment Analysis (GSEA)), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE95427"], "resolved_accessions": ["GSE95427"], "statements": ["The data presented in this study are available on request from the corresponding author."], "basis": "The paper names GSE95427 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:36830800", "data:geo:GSE95427"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE95427"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:29:17Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 7802, "completion_tokens": 1875, "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:36830800", "type": "paper", "label": "pmid:36830800"}, {"id": "source:pmid:36830800", "type": "manuscript", "label": "PMID 36830800 full text"}, {"id": "data:geo:GSE95427", "type": "dataset", "label": "GEO GSE95427"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36830800", "type": "paper", "label": "pmid:36830800"}, {"id": "source:pmid:36830800", "type": "manuscript", "label": "PMID 36830800 full text"}, {"id": "data:geo:GSE95427", "type": "dataset", "label": "GEO GSE95427"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36830800", "type": "extraction", "used": ["source:pmid:36830800"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE95427", "type": "accession_resolution", "used": ["data:geo:GSE95427"], "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:36830800", "parent_hash": "sha256:0043a6fd14f9c5ffbb959274bd65a9901622e5a31319720239e2affce54a0203", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:GSE95427 licence not read", "asset:data:geo:GSE95427 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"]}