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

pmid:32991406

Identification of lymph node metastasis-related microRNAs in breast cancer using bioinformatics analysis.

Guangyu Gao · Xinya Shi · Zhen Yao · Jiaofeng Shen · Liqin Shen

Medicine · 2020 doi:10.1097/MD.0000000000022105

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:32991406
kind
science-record
content_hash
sha256:603dc12d41484fe88dd3d35822ba12fbd5481a01e1aee8b4677858c140e43dbb
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:11Z
updated_at
2026-11-01T22:02:15Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of lymph node metastasis-related microRNAs in breast cancer using bioinformatics analysis.
doi
10.1097/MD.0000000000022105
pmid
32991406
authors array · 5 items
[0]
Guangyu Gao
[1]
Xinya Shi
[2]
Zhen Yao
[3]
Jiaofeng Shen
[4]
Liqin Shen
journal
Medicine
year
2020
abstract
BACKGROUND: Lymph node metastasis is a significant problem in breast cancer, and its underlying molecular mechanism is still unclear. The purpose of this study is to research the molecular mechanism and to explore the key RNAs and pathways that mediate lymph node metastasis in breast cancer. METHODS: GSE100453 and GSE38167 were downloaded from the Gene Expression Omnibus (GEO) database and 569 breast cancer statistics were also downloaded from the TCGA database. Differentially expressed miRNAs were calculated by using R software and GEO2R. Gene ontology and Enriched pathway analysis of target mRNAs were analyzed by using the Database for Database of Annotation Visualization and Integrated Discovery (DAVID) and R software. The protein-protein interaction (PPI) network was performed according to Metascape, String, and Cytoscape software. RESULTS: In total, 6 differentially expressed miRNAs were selected, and 499 mRNAs were identified after filtering. The research of the Kyoto Encyclopedia of Genes and Genomes (KEGG) demonstrated that mRNAs enriched in certain tumor pathways. Also, certain hub mRNAs were highlighted after constructed and analyzed the PPI network. A total of 3 out of 6 miRNAs had a significant relationship with the overall survival (P < .05) and showed a good ability of risk prediction model of over survival. CONCLUSIONS: By utilizing bioinformatics analyses, differently expressed miRNAs were identified and constructed a complete gene network. Several potential mechanisms and therapeutic and prognostic targets of lymph node metastasis were also demonstrated in breast cancer.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The Kaplan–Meier Plotter (www.kmplot.com/) is a non-parametric statistic that is utilized to evaluate the overall survival statistics from recorded data. It was constructed from gene expression and survival data which were downloaded from GEO and TCGA database.[13]
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32991406
locator
sections[9] "Analysis of the miRNAs and their relationship with breast cancer prognosis" paragraph 2
quote
The Kaplan–Meier Plotter (www.kmplot.com/) is a non-parametric statistic that is utilized to evaluate the overall survival statistics from recorded data. It was constructed from gene expression and survival data which were downloaded from GEO and TCGA database.[13]
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32991406
locator
sections[25] "Footnotes" paragraph 2
quote
The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
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:32991406
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:GSE100453
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:GSE100453
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 · 5 items
[0] object · 15 fields
id
source:pmid:32991406
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1097/MD.0000000000022105
sha256
sha256:0ede3630435092d47e986d8ea0a88d7cb4b6247c12acf6c61266f37ce2466803
bytes
31682
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1097/MD.0000000000022105
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
PMC7523764
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE100453
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=GSE100453
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE100453
version
null
note
The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 24 items
[0]
GSM2683282
[1]
GSM2683283
[2]
GSM2683284
[3]
GSM2683285
[4]
GSM2683286
[5]
GSM2683287
[6]
GSM2683288
[7]
GSM2683289
[8]
GSM2683290
[9]
GSM2683291
[10]
GSM2683292
[11]
GSM2683293
[12]
GSM2683294
[13]
GSM2683295
[14]
GSM2683296
[15]
GSM2683297
[16]
GSM2683298
[17]
GSM2683299
[18]
GSM2683300
[19]
GSM2683301
[20]
GSM2683302
[21]
GSM2683303
[22]
GSM2683304
[23]
GSM2683305
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
20712
taxon
Homo sapiens
title
miRNAs expression in breast cancer tumor tissues with or without axillary lymph nodes metastastsis
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:GSE38167
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=GSE38167
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE38167
version
null
note
The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 67 items
[0]
GSM936126
[1]
GSM936127
[2]
GSM936128
[3]
GSM936129
[4]
GSM936130
[5]
GSM936131
[6]
GSM936132
[7]
GSM936133
[8]
GSM936134
[9]
GSM936135
[10]
GSM936136
[11]
GSM936137
[12]
GSM936138
[13]
GSM936139
[14]
GSM936140
[15]
GSM936141
[16]
GSM936142
[17]
GSM936143
[18]
GSM936144
[19]
GSM936145
[20]
GSM936146
[21]
GSM936147
[22]
GSM936148
[23]
GSM936149
[24]
GSM936150
[25]
GSM936151
[26]
GSM936152
[27]
GSM936153
[28]
GSM936154
[29]
GSM936155
[30]
GSM936156
[31]
GSM936157
[32]
GSM936158
[33]
GSM936159
[34]
GSM936160
[35]
GSM936161
[36]
GSM936162
[37]
GSM936163
[38]
GSM936164
[39]
GSM936165
[40]
GSM936166
[41]
GSM936167
[42]
GSM936168
[43]
GSM936169
[44]
GSM936170
[45]
GSM936171
[46]
GSM936172
[47]
GSM936173
[48]
GSM936174
[49]
GSM936175
[50]
GSM936176
[51]
GSM936177
[52]
GSM936178
[53]
GSM936179
[54]
GSM936180
[55]
GSM936181
[56]
GSM936182
[57]
GSM936183
[58]
GSM936184
[59]
GSM936185
[60]
GSM936186
[61]
GSM936187
[62]
GSM936188
[63]
GSM936189
[64]
GSM936190
[65]
GSM936191
[66]
GSM936192
sample_count
67
group_sizes
null
group_sizes_basis
null
platform
14943
taxon
Homo sapiens
title
Decreased expression of key tumour suppressor microRNAs is associated with lymph node metastases in triple negative breast cancer
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 16 fields
id
asset:table:pmid:32991406:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:492c986459bcbcb1abb26b3722e82f71ed5bad58f8708887948fff437a223a82
bytes
227
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#T1
version
null
note
Key differently expressed miRNAs of joint screening from GEO and TCGA database.
structure object · 5 fields
pmcid
PMC7523764
section_index
12
section_title
Identification of the miRNAs between lymph node non-metastasis tissues and lymph node metastasis tissues
row_count
0
column_count
0
table object · 8 fields
label
Table 1
caption
Key differently expressed miRNAs of joint screening from GEO and TCGA database.
rows array · 0 items
locator
section[12]/table-wrap[1]#T1
[4] object · 16 fields
id
asset:table:pmid:32991406:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:8a1ae2ddc7fa8dac77eed97467251e1b8ebef172273c91dba5e4c1a843481334
bytes
193
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[15]/table-wrap[1]#T2
version
null
note
KEGG enrichment analysis of hub target mRNAs.
structure object · 5 fields
pmcid
PMC7523764
section_index
15
section_title
Construction of a PPI network
row_count
0
column_count
0
table object · 8 fields
label
Table 2
caption
KEGG enrichment analysis of hub target mRNAs.
rows array · 0 items
locator
section[15]/table-wrap[1]#T2
gaps array · 4 items
[0]
asset:data:geo:GSE100453 not downloaded
[1]
asset:data:geo:GSE100453 licence not read
[2]
asset:data:geo:GSE38167 not downloaded
[3]
asset:data:geo:GSE38167 licence not read
analysis object · 4 fields
state
partial
methods array · 2 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
protein-protein interaction
[1] object · 10 fields
id
method-2
family
null
specific
null
label
Kaplan–Meier Plotter
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
The Kaplan–Meier Plotter (www.kmplot.com/) is a non-parametric statistic that is utilized to evaluate the overall survival statistics from recorded data. It was constructed from gene expression and survival data which were downloaded from GEO and TCGA database.[13]
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 · 2 items
[0]
GSE100453
[1]
GSE38167
resolved_accessions array · 2 items
[0]
GSE100453
[1]
GSE38167
statements array · 1 item
[0]
The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.
basis
The paper names GSE100453, GSE38167 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]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 4 items
[0]
source:pmid:32991406
[1]
data:geo:GSE100453
[2]
asset:table:pmid:32991406:1
[3]
asset:table:pmid:32991406:2
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:GSE100453
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
2026-10-31T18:22:57Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
24767
completion_tokens
2310
cached_tokens
785
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:32991406
type
paper
label
pmid:32991406
[1] object · 3 fields
id
source:pmid:32991406
type
manuscript
label
PMID 32991406 full text
[2] object · 3 fields
id
data:geo:GSE100453
type
dataset
label
GEO GSE100453
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:32991406
type
paper
label
pmid:32991406
[1] object · 3 fields
id
source:pmid:32991406
type
manuscript
label
PMID 32991406 full text
[2] object · 3 fields
id
data:geo:GSE100453
type
dataset
label
GEO GSE100453
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32991406
type
extraction
used array · 1 item
[0]
source:pmid:32991406
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE100453
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE100453
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:32991406
parent_hash
sha256:be648a7c155d79b0d9b29c87c5fd1435a99a55d2b7f6b0b6d00e4638b126f0d1
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE100453 licence not read
[1]
asset:data:geo:GSE100453 not downloaded
[2]
asset:data:geo:GSE38167 licence not read
[3]
asset:data:geo:GSE38167 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 1 item
[0] 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]
protein-protein interaction
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:32991406", "kind": "science-record", "revision": 5, "content_hash": "sha256:603dc12d41484fe88dd3d35822ba12fbd5481a01e1aee8b4677858c140e43dbb", "created_at": "2026-11-01T15:41:11Z", "updated_at": "2026-11-01T22:02:15Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of lymph node metastasis-related microRNAs in breast cancer using bioinformatics analysis.", "doi": "10.1097/MD.0000000000022105", "pmid": "32991406", "authors": ["Guangyu Gao", "Xinya Shi", "Zhen Yao", "Jiaofeng Shen", "Liqin Shen"], "journal": "Medicine", "year": 2020, "abstract": "BACKGROUND: Lymph node metastasis is a significant problem in breast cancer, and its underlying molecular mechanism is still unclear. The purpose of this study is to research the molecular mechanism and to explore the key RNAs and pathways that mediate lymph node metastasis in breast cancer.\nMETHODS: GSE100453 and GSE38167 were downloaded from the Gene Expression Omnibus (GEO) database and 569 breast cancer statistics were also downloaded from the TCGA database. Differentially expressed miRNAs were calculated by using R software and GEO2R. Gene ontology and Enriched pathway analysis of target mRNAs were analyzed by using the Database for Database of Annotation Visualization and Integrated Discovery (DAVID) and R software. The protein-protein interaction (PPI) network was performed according to Metascape, String, and Cytoscape software.\nRESULTS: In total, 6 differentially expressed miRNAs were selected, and 499 mRNAs were identified after filtering. The research of the Kyoto Encyclopedia of Genes and Genomes (KEGG) demonstrated that mRNAs enriched in certain tumor pathways. Also, certain hub mRNAs were highlighted after constructed and analyzed the PPI network. A total of 3 out of 6 miRNAs had a significant relationship with the overall survival (P < .05) and showed a good ability of risk prediction model of over survival.\nCONCLUSIONS: By utilizing bioinformatics analyses, differently expressed miRNAs were identified and constructed a complete gene network. Several potential mechanisms and therapeutic and prognostic targets of lymph node metastasis were also demonstrated in breast cancer.", "claims": [{"id": "claim-method", "statement": "The Kaplan–Meier Plotter (www.kmplot.com/) is a non-parametric statistic that is utilized to evaluate the overall survival statistics from recorded data. It was constructed from gene expression and survival data which were downloaded from GEO and TCGA database.[13]", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32991406", "locator": "sections[9] \"Analysis of the miRNAs and their relationship with breast cancer prognosis\" paragraph 2", "quote": "The Kaplan–Meier Plotter (www.kmplot.com/) is a non-parametric statistic that is utilized to evaluate the overall survival statistics from recorded data. It was constructed from gene expression and survival data which were downloaded from GEO and TCGA database.[13]"}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32991406", "locator": "sections[25] \"Footnotes\" paragraph 2", "quote": "The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:32991406"], "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:GSE100453"], "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:GSE100453"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32991406", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1097/MD.0000000000022105", "sha256": "sha256:0ede3630435092d47e986d8ea0a88d7cb4b6247c12acf6c61266f37ce2466803", "bytes": 31682, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1097/MD.0000000000022105", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7523764", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE100453", "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=GSE100453", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE100453", "version": null, "note": "The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2683282", "GSM2683283", "GSM2683284", "GSM2683285", "GSM2683286", "GSM2683287", "GSM2683288", "GSM2683289", "GSM2683290", "GSM2683291", "GSM2683292", "GSM2683293", "GSM2683294", "GSM2683295", "GSM2683296", "GSM2683297", "GSM2683298", "GSM2683299", "GSM2683300", "GSM2683301", "GSM2683302", "GSM2683303", "GSM2683304", "GSM2683305"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "20712", "taxon": "Homo sapiens", "title": "miRNAs expression in breast cancer tumor tissues with or without axillary lymph nodes metastastsis", "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:GSE38167", "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=GSE38167", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE38167", "version": null, "note": "The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM936126", "GSM936127", "GSM936128", "GSM936129", "GSM936130", "GSM936131", "GSM936132", "GSM936133", "GSM936134", "GSM936135", "GSM936136", "GSM936137", "GSM936138", "GSM936139", "GSM936140", "GSM936141", "GSM936142", "GSM936143", "GSM936144", "GSM936145", "GSM936146", "GSM936147", "GSM936148", "GSM936149", "GSM936150", "GSM936151", "GSM936152", "GSM936153", "GSM936154", "GSM936155", "GSM936156", "GSM936157", "GSM936158", "GSM936159", "GSM936160", "GSM936161", "GSM936162", "GSM936163", "GSM936164", "GSM936165", "GSM936166", "GSM936167", "GSM936168", "GSM936169", "GSM936170", "GSM936171", "GSM936172", "GSM936173", "GSM936174", "GSM936175", "GSM936176", "GSM936177", "GSM936178", "GSM936179", "GSM936180", "GSM936181", "GSM936182", "GSM936183", "GSM936184", "GSM936185", "GSM936186", "GSM936187", "GSM936188", "GSM936189", "GSM936190", "GSM936191", "GSM936192"], "sample_count": 67, "group_sizes": null, "group_sizes_basis": null, "platform": "14943", "taxon": "Homo sapiens", "title": "Decreased expression of key tumour suppressor microRNAs is associated with lymph node metastases in triple negative breast cancer", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:32991406:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:492c986459bcbcb1abb26b3722e82f71ed5bad58f8708887948fff437a223a82", "bytes": 227, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#T1", "version": null, "note": "Key differently expressed miRNAs of joint screening from GEO and TCGA database.", "structure": {"pmcid": "PMC7523764", "section_index": 12, "section_title": "Identification of the miRNAs between lymph node non-metastasis tissues and lymph node metastasis tissues", "row_count": 0, "column_count": 0}, "table": {"label": "Table 1", "caption": "Key differently expressed miRNAs of joint screening from GEO and TCGA database.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[12]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:32991406:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:8a1ae2ddc7fa8dac77eed97467251e1b8ebef172273c91dba5e4c1a843481334", "bytes": 193, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[15]/table-wrap[1]#T2", "version": null, "note": "KEGG enrichment analysis of hub target mRNAs.", "structure": {"pmcid": "PMC7523764", "section_index": 15, "section_title": "Construction of a PPI network", "row_count": 0, "column_count": 0}, "table": {"label": "Table 2", "caption": "KEGG enrichment analysis of hub target mRNAs.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[15]/table-wrap[1]#T2"}}], "gaps": ["asset:data:geo:GSE100453 not downloaded", "asset:data:geo:GSE100453 licence not read", "asset:data:geo:GSE38167 not downloaded", "asset:data:geo:GSE38167 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": "protein-protein interaction"}}, {"id": "method-2", "family": null, "specific": null, "label": "Kaplan–Meier Plotter", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The Kaplan–Meier Plotter (www.kmplot.com/) is a non-parametric statistic that is utilized to evaluate the overall survival statistics from recorded data. It was constructed from gene expression and survival data which were downloaded from GEO and TCGA database.[13]"}}], "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": ["GSE100453", "GSE38167"], "resolved_accessions": ["GSE100453", "GSE38167"], "statements": ["The datasets generated during and/or analyzed during the present study are available from the corresponding author on reasonable request."], "basis": "The paper names GSE100453, GSE38167 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": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:32991406", "data:geo:GSE100453", "asset:table:pmid:32991406:1", "asset:table:pmid:32991406:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE100453"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:22:57Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 24767, "completion_tokens": 2310, "cached_tokens": 785}}, "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:32991406", "type": "paper", "label": "pmid:32991406"}, {"id": "source:pmid:32991406", "type": "manuscript", "label": "PMID 32991406 full text"}, {"id": "data:geo:GSE100453", "type": "dataset", "label": "GEO GSE100453"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32991406", "type": "paper", "label": "pmid:32991406"}, {"id": "source:pmid:32991406", "type": "manuscript", "label": "PMID 32991406 full text"}, {"id": "data:geo:GSE100453", "type": "dataset", "label": "GEO GSE100453"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32991406", "type": "extraction", "used": ["source:pmid:32991406"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE100453", "type": "accession_resolution", "used": ["data:geo:GSE100453"], "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:32991406", "parent_hash": "sha256:be648a7c155d79b0d9b29c87c5fd1435a99a55d2b7f6b0b6d00e4638b126f0d1", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE100453 licence not read", "asset:data:geo:GSE100453 not downloaded", "asset:data:geo:GSE38167 licence not read", "asset:data:geo:GSE38167 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["protein-protein interaction"], "order_basis": "analysis_only", "id": "assay:1"}]}