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

pmid:35116306

Long non-coding RNA SNHG3 promotes the progression of clear cell renal cell carcinoma via regulating BIRC5 expression.

Zhaoyu Xu · Junjie Ye · Pengfei Bao · Qi Wu · Fuchen Xie · Peng Li

Translational cancer research · 2021 doi:10.21037/tcr-21-1802

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:35116306
kind
science-record
content_hash
sha256:d368ae6f43defe9a9ac1400fdfd4273630ca0056ad85a824f9faba2ef6d7dede
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T17:36:50Z
updated_at
2026-11-01T22:48:21Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Long non-coding RNA SNHG3 promotes the progression of clear cell renal cell carcinoma via regulating BIRC5 expression.
doi
10.21037/tcr-21-1802
pmid
35116306
authors array · 6 items
[0]
Zhaoyu Xu
[1]
Junjie Ye
[2]
Pengfei Bao
[3]
Qi Wu
[4]
Fuchen Xie
[5]
Peng Li
journal
Translational cancer research
year
2021
abstract
BACKGROUND: Research has shown that the progression of clear cell renal cell carcinoma (ccRCC) is modulated by long non-coding RNAs (lncRNAs). However, the roles of specific lncRNAs in the malignancy of ccRCC are still unknown. METHODS: TCGA and GSE66272 datasets were used to predict differentially expressed genes (DEGs) in ccRCC. ENCORI database was employed to display BIRC5 miRNA network and potential lncRNA interactions for miRNAs. KM plotter and correlation analyses were performed to identify the overall survival (OS)- and BIRC5-related miRNAs. Quantitative real-time PCR (qRT-PCR) was used to verify the BIRC5 mRNA in the seventy paired clinical samples of ccRCC tissues. The ccRCC A498 and 786-O were individually transfected with lncRNA SNHG3 and LINC00997 and then western blotting was used to detect the BIRC5 protein expression. The Dual-luciferase reporter assay was used to examine the regulatory interaction between lncRNA SNHG3 and microRNA (miRNA/miR)-10b-5p. RESULTS: BICR5 is associated with the progression of ccRCC. The two novel lncRNAs (LINC00997, SNHG3) were up-regulated in ccRCC tissues and positively with the BICR5 protein expression. However, Suppressing SNHG3 expression reduced BIRC5 protein expression compared with the LINC00997, most importantly, Suppressing SNHG3 expression suppressed tumor progression in vitro. In addition, SNHG3 promotes the expression of BIRC5 protein by sponging microRNA-10b-5p. CONCLUSIONS: Our findings suggest that SNHG3 plays a vital role in promoting ccRCC via the microRNA-10b-5p/BIRC5 axis and may serve as a novel therapeutic target for the treatment of patients with ccRCC.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
To obtain the robust DEGs between adjacent and tumor tissues from patients with ccRCC, two ccRCC datasets were subjected to limma analysis.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35116306
locator
sections[19] "BICR5 is associated with the progression of ccRCC" paragraph 2
quote
To obtain the robust DEGs between adjacent and tumor tissues from patients with ccRCC, two ccRCC datasets were subjected to limma analysis.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35116306
locator
sections[27] "fn-group" paragraph 1
quote
Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
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:35116306
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:GSE12470
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:GSE12470
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:35116306
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/tcr-21-1802
sha256
sha256:8a8ca03e7d2fce4c0ecdb88cc803d591e7611ac9e678d06cefd7fef05c3bbb1c
bytes
27346
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/tcr-21-1802
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
PMC8798718
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE12470
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=GSE12470
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE12470
version
null
note
Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802
access_statement_kind
data_availability_statement
sample_accessions array · 53 items
[0]
GSM311992
[1]
GSM312129
[2]
GSM312130
[3]
GSM312131
[4]
GSM312132
[5]
GSM312133
[6]
GSM312134
[7]
GSM312135
[8]
GSM312136
[9]
GSM312137
[10]
GSM312138
[11]
GSM312139
[12]
GSM312140
[13]
GSM312141
[14]
GSM312142
[15]
GSM312143
[16]
GSM312144
[17]
GSM312145
[18]
GSM312146
[19]
GSM312147
[20]
GSM312148
[21]
GSM312149
[22]
GSM312150
[23]
GSM312151
[24]
GSM312152
[25]
GSM312153
[26]
GSM312154
[27]
GSM312155
[28]
GSM312156
[29]
GSM312157
[30]
GSM312158
[31]
GSM312159
[32]
GSM312160
[33]
GSM312161
[34]
GSM312162
[35]
GSM312163
[36]
GSM312165
[37]
GSM312167
[38]
GSM312168
[39]
GSM312170
[40]
GSM312171
[41]
GSM312172
[42]
GSM312173
[43]
GSM312174
[44]
GSM312175
[45]
GSM312176
[46]
GSM312178
[47]
GSM312179
[48]
GSM312180
[49]
GSM312181
[50]
GSM312182
[51]
GSM312183
[52]
GSM312185
sample_count
53
group_sizes
null
group_sizes_basis
null
platform
887
taxon
Homo sapiens
title
Gene expression profiles of serous ovarian cancer samples
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:GSE66272
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=GSE66272
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE66272
version
null
note
Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802
access_statement_kind
data_availability_statement
sample_accessions array · 54 items
[0]
GSM1618387
[1]
GSM1618388
[2]
GSM1618389
[3]
GSM1618390
[4]
GSM1618391
[5]
GSM1618392
[6]
GSM1618393
[7]
GSM1618394
[8]
GSM1618395
[9]
GSM1618396
[10]
GSM1618397
[11]
GSM1618398
[12]
GSM1618399
[13]
GSM1618400
[14]
GSM1618401
[15]
GSM1618402
[16]
GSM1618403
[17]
GSM1618404
[18]
GSM1618405
[19]
GSM1618406
[20]
GSM1618407
[21]
GSM1618408
[22]
GSM1618409
[23]
GSM1618410
[24]
GSM1618411
[25]
GSM1618412
[26]
GSM1618413
[27]
GSM1618414
[28]
GSM1618415
[29]
GSM1618416
[30]
GSM1618417
[31]
GSM1618418
[32]
GSM1618419
[33]
GSM1618420
[34]
GSM1618421
[35]
GSM1618422
[36]
GSM1618423
[37]
GSM1618424
[38]
GSM1618425
[39]
GSM1618426
[40]
GSM1618427
[41]
GSM1618428
[42]
GSM1618429
[43]
GSM1618430
[44]
GSM1618431
[45]
GSM1618432
[46]
GSM1618433
[47]
GSM1618434
[48]
GSM1618435
[49]
GSM1618436
[50]
GSM1618437
[51]
GSM1618438
[52]
GSM1618439
[53]
GSM1618440
sample_count
54
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Genome-wide analysis of gene expression patterns in human kidney cancer
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:GSE12470 not downloaded
[1]
asset:data:geo:GSE12470 licence not read
[2]
asset:data:geo:GSE66272 not downloaded
[3]
asset:data:geo:GSE66272 licence not read
analysis object · 4 fields
state
partial
methods array · 2 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
To obtain the robust DEGs between adjacent and tumor tissues from patients with ccRCC, two ccRCC datasets were subjected to limma analysis.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
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
0.7
band
medium
quote
KM
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]
GSE66272
[1]
GSE12470
resolved_accessions array · 2 items
[0]
GSE66272
[1]
GSE12470
statements array · 1 item
[0]
Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802
basis
The paper names GSE66272, GSE12470 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:35116306
[1]
data:geo:GSE12470
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:GSE12470
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
2026-11-01T17:31:56Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
9035
completion_tokens
2084
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:35116306
type
paper
label
pmid:35116306
[1] object · 3 fields
id
source:pmid:35116306
type
manuscript
label
PMID 35116306 full text
[2] object · 3 fields
id
data:geo:GSE12470
type
dataset
label
GEO GSE12470
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:35116306
type
paper
label
pmid:35116306
[1] object · 3 fields
id
source:pmid:35116306
type
manuscript
label
PMID 35116306 full text
[2] object · 3 fields
id
data:geo:GSE12470
type
dataset
label
GEO GSE12470
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35116306
type
extraction
used array · 1 item
[0]
source:pmid:35116306
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE12470
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE12470
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:35116306
parent_hash
sha256:ec16ac43a1b951d1e4b593d9035c78579e8a303e3015be3f0acf7000ac5887e6
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE12470 licence not read
[1]
asset:data:geo:GSE12470 not downloaded
[2]
asset:data:geo:GSE66272 licence not read
[3]
asset:data:geo:GSE66272 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 · 5 items
[0] object · 11 fields
role
data_generation
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]
(OS)- and BIRC5-related miRNAs. Quantitative real-time PCR (qRT-PCR) was used to verify the BIRC5 mRNA
order_basis
paper_text_order:642
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
transfection
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.85
evidence array · 1 item
[0]
. The ccRCC A498 and 786-O were individually transfected with lncRNA SNHG3 and LINC00997 and then wes
order_basis
paper_text_order:800
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
western_blot
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]
ted with lncRNA SNHG3 and LINC00997 and then western blotting was used to detect the BIRC5 protein express
order_basis
paper_text_order:853
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
pe Culture Collection (ATCC). The cells were cultured in Dulbecco’s Modified Eagle Medium (DMEM; Invi
order_basis
paper_text_order:2359
id
assay:4
[4] 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]
To obtain the robust DEGs between adjacent and tumor tissues from patients with ccRCC, two ccRCC datasets were subjected to limma analysis.
order_basis
consumes_earlier_output
id
assay:5
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35116306", "kind": "science-record", "revision": 5, "content_hash": "sha256:d368ae6f43defe9a9ac1400fdfd4273630ca0056ad85a824f9faba2ef6d7dede", "created_at": "2026-11-01T17:36:50Z", "updated_at": "2026-11-01T22:48:21Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Long non-coding RNA SNHG3 promotes the progression of clear cell renal cell carcinoma via regulating BIRC5 expression.", "doi": "10.21037/tcr-21-1802", "pmid": "35116306", "authors": ["Zhaoyu Xu", "Junjie Ye", "Pengfei Bao", "Qi Wu", "Fuchen Xie", "Peng Li"], "journal": "Translational cancer research", "year": 2021, "abstract": "BACKGROUND: Research has shown that the progression of clear cell renal cell carcinoma (ccRCC) is modulated by long non-coding RNAs (lncRNAs). However, the roles of specific lncRNAs in the malignancy of ccRCC are still unknown.\nMETHODS: TCGA and GSE66272 datasets were used to predict differentially expressed genes (DEGs) in ccRCC. ENCORI database was employed to display BIRC5 miRNA network and potential lncRNA interactions for miRNAs. KM plotter and correlation analyses were performed to identify the overall survival (OS)- and BIRC5-related miRNAs. Quantitative real-time PCR (qRT-PCR) was used to verify the BIRC5 mRNA in the seventy paired clinical samples of ccRCC tissues. The ccRCC A498 and 786-O were individually transfected with lncRNA SNHG3 and LINC00997 and then western blotting was used to detect the BIRC5 protein expression. The Dual-luciferase reporter assay was used to examine the regulatory interaction between lncRNA SNHG3 and microRNA (miRNA/miR)-10b-5p.\nRESULTS: BICR5 is associated with the progression of ccRCC. The two novel lncRNAs (LINC00997, SNHG3) were up-regulated in ccRCC tissues and positively with the BICR5 protein expression. However, Suppressing SNHG3 expression reduced BIRC5 protein expression compared with the LINC00997, most importantly, Suppressing SNHG3 expression suppressed tumor progression in vitro. In addition, SNHG3 promotes the expression of BIRC5 protein by sponging microRNA-10b-5p.\nCONCLUSIONS: Our findings suggest that SNHG3 plays a vital role in promoting ccRCC via the microRNA-10b-5p/BIRC5 axis and may serve as a novel therapeutic target for the treatment of patients with ccRCC.", "claims": [{"id": "claim-method", "statement": "To obtain the robust DEGs between adjacent and tumor tissues from patients with ccRCC, two ccRCC datasets were subjected to limma analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35116306", "locator": "sections[19] \"BICR5 is associated with the progression of ccRCC\" paragraph 2", "quote": "To obtain the robust DEGs between adjacent and tumor tissues from patients with ccRCC, two ccRCC datasets were subjected to limma analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35116306", "locator": "sections[27] \"fn-group\" paragraph 1", "quote": "Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802"}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "", "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:35116306"], "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:GSE12470"], "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:GSE12470"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35116306", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/tcr-21-1802", "sha256": "sha256:8a8ca03e7d2fce4c0ecdb88cc803d591e7611ac9e678d06cefd7fef05c3bbb1c", "bytes": 27346, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/tcr-21-1802", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8798718", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE12470", "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=GSE12470", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE12470", "version": null, "note": "Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM311992", "GSM312129", "GSM312130", "GSM312131", "GSM312132", "GSM312133", "GSM312134", "GSM312135", "GSM312136", "GSM312137", "GSM312138", "GSM312139", "GSM312140", "GSM312141", "GSM312142", "GSM312143", "GSM312144", "GSM312145", "GSM312146", "GSM312147", "GSM312148", "GSM312149", "GSM312150", "GSM312151", "GSM312152", "GSM312153", "GSM312154", "GSM312155", "GSM312156", "GSM312157", "GSM312158", "GSM312159", "GSM312160", "GSM312161", "GSM312162", "GSM312163", "GSM312165", "GSM312167", "GSM312168", "GSM312170", "GSM312171", "GSM312172", "GSM312173", "GSM312174", "GSM312175", "GSM312176", "GSM312178", "GSM312179", "GSM312180", "GSM312181", "GSM312182", "GSM312183", "GSM312185"], "sample_count": 53, "group_sizes": null, "group_sizes_basis": null, "platform": "887", "taxon": "Homo sapiens", "title": "Gene expression profiles of serous ovarian cancer samples", "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:GSE66272", "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=GSE66272", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE66272", "version": null, "note": "Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1618387", "GSM1618388", "GSM1618389", "GSM1618390", "GSM1618391", "GSM1618392", "GSM1618393", "GSM1618394", "GSM1618395", "GSM1618396", "GSM1618397", "GSM1618398", "GSM1618399", "GSM1618400", "GSM1618401", "GSM1618402", "GSM1618403", "GSM1618404", "GSM1618405", "GSM1618406", "GSM1618407", "GSM1618408", "GSM1618409", "GSM1618410", "GSM1618411", "GSM1618412", "GSM1618413", "GSM1618414", "GSM1618415", "GSM1618416", "GSM1618417", "GSM1618418", "GSM1618419", "GSM1618420", "GSM1618421", "GSM1618422", "GSM1618423", "GSM1618424", "GSM1618425", "GSM1618426", "GSM1618427", "GSM1618428", "GSM1618429", "GSM1618430", "GSM1618431", "GSM1618432", "GSM1618433", "GSM1618434", "GSM1618435", "GSM1618436", "GSM1618437", "GSM1618438", "GSM1618439", "GSM1618440"], "sample_count": 54, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Genome-wide analysis of gene expression patterns in human kidney cancer", "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:GSE12470 not downloaded", "asset:data:geo:GSE12470 licence not read", "asset:data:geo:GSE66272 not downloaded", "asset:data:geo:GSE66272 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": "To obtain the robust DEGs between adjacent and tumor tissues from patients with ccRCC, two ccRCC datasets were subjected to limma analysis."}}, {"id": "method-2", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "KM"}}], "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": ["GSE66272", "GSE12470"], "resolved_accessions": ["GSE66272", "GSE12470"], "statements": ["Data Sharing Statement: Available at https://dx.doi.org/10.21037/tcr-21-1802"], "basis": "The paper names GSE66272, GSE12470 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:35116306", "data:geo:GSE12470"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE12470"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:31:56Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9035, "completion_tokens": 2084, "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:35116306", "type": "paper", "label": "pmid:35116306"}, {"id": "source:pmid:35116306", "type": "manuscript", "label": "PMID 35116306 full text"}, {"id": "data:geo:GSE12470", "type": "dataset", "label": "GEO GSE12470"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35116306", "type": "paper", "label": "pmid:35116306"}, {"id": "source:pmid:35116306", "type": "manuscript", "label": "PMID 35116306 full text"}, {"id": "data:geo:GSE12470", "type": "dataset", "label": "GEO GSE12470"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35116306", "type": "extraction", "used": ["source:pmid:35116306"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE12470", "type": "accession_resolution", "used": ["data:geo:GSE12470"], "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:35116306", "parent_hash": "sha256:ec16ac43a1b951d1e4b593d9035c78579e8a303e3015be3f0acf7000ac5887e6", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE12470 licence not read", "asset:data:geo:GSE12470 not downloaded", "asset:data:geo:GSE66272 licence not read", "asset:data:geo:GSE66272 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": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["(OS)- and BIRC5-related miRNAs. Quantitative real-time PCR (qRT-PCR) was used to verify the BIRC5 mRNA"], "order_basis": "paper_text_order:642", "id": "assay:1"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.85, "evidence": [". The ccRCC A498 and 786-O were individually transfected with lncRNA SNHG3 and LINC00997 and then wes"], "order_basis": "paper_text_order:800", "id": "assay:2"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ted with lncRNA SNHG3 and LINC00997 and then western blotting was used to detect the BIRC5 protein express"], "order_basis": "paper_text_order:853", "id": "assay:3"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["pe Culture Collection (ATCC). The cells were cultured in Dulbecco’s Modified Eagle Medium (DMEM; Invi"], "order_basis": "paper_text_order:2359", "id": "assay:4"}, {"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": ["To obtain the robust DEGs between adjacent and tumor tissues from patients with ccRCC, two ccRCC datasets were subjected to limma analysis."], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}