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

pmid:35509856

Differentially Expressed Genes in Nasopharyngeal Carcinoma Tissues and Their Correlation with Recurrence and Metastasis of Nasopharyngeal Carcinoma.

Haiying Yue · Huijun Zhu · Danjing Luo · Qinghua Du · Yiting Xie · Sijie Huang · Wenqi Liu

Computational and mathematical methods in medicine · 2022 doi:10.1155/2022/1941412

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

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:35509856
kind
science-record
content_hash
sha256:32dafa8d7ad36a4596d5307137cc933c8b05e4ecf751c1419dcd335026826a96
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:14:23Z
updated_at
2026-11-01T22:48:59Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Differentially Expressed Genes in Nasopharyngeal Carcinoma Tissues and Their Correlation with Recurrence and Metastasis of Nasopharyngeal Carcinoma.
doi
10.1155/2022/1941412
pmid
35509856
authors array · 7 items
[0]
Haiying Yue
[1]
Huijun Zhu
[2]
Danjing Luo
[3]
Qinghua Du
[4]
Yiting Xie
[5]
Sijie Huang
[6]
Wenqi Liu
journal
Computational and mathematical methods in medicine
year
2022
abstract
In this study, bioinformatics tools were used to identify key genes to study the molecular mechanism of nasopharyngeal carcinoma (NPC) development and to explore the correlation of these key genes with the recurrence and metastasis of NPC. The GSE61218 microarray dataset obtained from the Gene Expression Omnibus Database (GEO) was used. The limma R package was used to screen differentially expressed genes (DEGs) between NPC and normal nasopharyngeal (NP) tissues. KEGG functional enrichment was performed on these selected DEGs. Protein-protein interaction (PPI) networks were constructed using Cytoscape software to identify key node proteins. The NPC-metastasis microarray dataset GSE103611 was obtained from GEO to analyze the expression of DEGs in NPC metastasis. A total of 239 DEGs were identified. DEGs were mainly enriched in oocyte maturation-related pathways, cytokine-related pathways, cell cycle-related pathways, cancer-related pathways, and homologous recombination-related pathways. In addition, the top 10 nodes with the higher degree in the DEG PPI network were as follows: CDK1, CCNB2, BUB1, CCNA2, AURKB, BUB1B, MAD2L1, NDC80, BIRC5, and CENPF. The results indicated that DEGs may be involved in the pathogenesis of NPC by regulating cell cycle and mitosis, which can be used as molecular biomarkers for the diagnosis of NPC. In addition, we identified 87 DEGs with FC > 2 and P < 0.01 from the metastasis spectrum of NPC. The intersection gene between DEGs of NPC and normal NP tissue samples and those of the metastatic spectrum of NPC was identified to be VRK2. The expression of VRK2 in NPC samples was significantly higher than that in normal NP tissue, and similarly, VRK2 expression was significantly upregulated in metastatic samples compared with nonmetastatic samples (P < 0.05). Therefore, VRK2 may be a biomarker for predicting the metastasis of NPC patients after treatment.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The R software limma package [15] was used to set the filter condition as the |Fold Change| > 2 times and adjust P < 0.01 (FC > 2 and adjust P < 0.01).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35509856
locator
sections[5] "2.3. Extraction and Screening of DEGs between NPC and Normal NP Tissues" paragraph 2
quote
The R software limma package [15] was used to set the filter condition as the |Fold Change| > 2 times and adjust P < 0.01 (FC > 2 and adjust P < 0.01).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data used to support the findings of this study are available from the corresponding authors upon request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35509856
locator
sections[16] "Data Availability" paragraph 2
quote
The data used to support the findings of this study are available from the corresponding authors upon request.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
VRK2 was the sole intersection between DEGs in NPC versus normal NP tissue and DEGs in the metastatic spectrum of NPC, was significantly upregulated in both NPC and metastatic samples, and may serve as a biomarker for predicting post-treatment NPC metastasis.
kind
quantitative
target object · 4 fields
value
0.05
unit
p-value
tolerance
null
source
The expression of VRK2 in NPC samples was significantly higher than that in normal NP tissue, and similarly, VRK2 expression was significantly upregulated in metastatic samples compared with nonmetastatic samples (P < 0.05).
evidence array · 3 items
[0] object · 3 fields
asset
source:pmid:35509856
locator
sections[0] "Abstract" paragraph 1
quote
The intersection gene between DEGs of NPC and normal NP tissue samples and those of the metastatic spectrum of NPC was identified to be VRK2.
[1] object · 3 fields
asset
source:pmid:35509856
locator
sections[0] "Abstract" paragraph 1
quote
The expression of VRK2 in NPC samples was significantly higher than that in normal NP tissue, and similarly, VRK2 expression was significantly upregulated in metastatic samples compared with nonmetastatic samples (P < 0.05).
[2] object · 3 fields
asset
source:pmid:35509856
locator
sections[0] "Abstract" paragraph 1
quote
Therefore, VRK2 may be a biomarker for predicting the metastasis of NPC patients after treatment.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
VRK2 was the sole intersection between DEGs in NPC versus normal NP tissue and DEGs in the metastatic spectrum of NPC, was significantly upregulated in both NPC and metastatic samples, and may serve as a biomarker for predicting post-treatment NPC metastasis.
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:35509856
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:GSE103611
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 · 1 field
fold_change
limma R package, using fold-change and Benjamini-Hochberg-
inputs array · 1 item
[0]
data:geo:GSE103611
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:35509856
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1155/2022/1941412
sha256
sha256:101b64287a7fc6d02c969071c2d5c86f22abb14a782828730f7ae60f53096e55
bytes
30523
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1155/2022/1941412
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
PMC9061011
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE103611
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=GSE103611
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE103611
version
null
note
The data used to support the findings of this study are available from the corresponding authors upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding authors upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 48 items
[0]
GSM2776417
[1]
GSM2776418
[2]
GSM2776419
[3]
GSM2776420
[4]
GSM2776421
[5]
GSM2776422
[6]
GSM2776423
[7]
GSM2776424
[8]
GSM2776425
[9]
GSM2776426
[10]
GSM2776427
[11]
GSM2776428
[12]
GSM2776429
[13]
GSM2776430
[14]
GSM2776431
[15]
GSM2776432
[16]
GSM2776433
[17]
GSM2776434
[18]
GSM2776435
[19]
GSM2776436
[20]
GSM2776437
[21]
GSM2776438
[22]
GSM2776439
[23]
GSM2776440
[24]
GSM2776441
[25]
GSM2776442
[26]
GSM2776443
[27]
GSM2776444
[28]
GSM2776445
[29]
GSM2776446
[30]
GSM2776447
[31]
GSM2776448
[32]
GSM2776449
[33]
GSM2776450
[34]
GSM2776451
[35]
GSM2776452
[36]
GSM2776453
[37]
GSM2776454
[38]
GSM2776455
[39]
GSM2776456
[40]
GSM2776457
[41]
GSM2776458
[42]
GSM2776459
[43]
GSM2776460
[44]
GSM2776461
[45]
GSM2776462
[46]
GSM2776463
[47]
GSM2776464
sample_count
48
group_sizes
null
group_sizes_basis
null
platform
19251
taxon
Homo sapiens
title
Gene expression-profiling to predict distant metastasis in locoregionally advanced nasopharyngeal carcinoma
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE61218
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=GSE61218
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE61218
version
null
note
The data used to support the findings of this study are available from the corresponding authors upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding authors upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 16 items
[0]
GSM1499764
[1]
GSM1499765
[2]
GSM1499766
[3]
GSM1499767
[4]
GSM1499768
[5]
GSM1499769
[6]
GSM1499770
[7]
GSM1499771
[8]
GSM1499772
[9]
GSM1499773
[10]
GSM1499774
[11]
GSM1499775
[12]
GSM1499776
[13]
GSM1499777
[14]
GSM1499778
[15]
GSM1499779
sample_count
16
group_sizes
null
group_sizes_basis
null
platform
19061
taxon
Homo sapiens
title
mRNA and lncRNA gene expression profile of nasopharyngeal carcinoma
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE103611 not downloaded
[1]
asset:data:geo:GSE103611 licence not read
[2]
asset:data:geo:GSE61218 not downloaded
[3]
asset:data:geo:GSE61218 licence not read
analysis object · 4 fields
state
complete
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 · 1 field
fold_change
limma R package, using fold-change and Benjamini-Hochberg-
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
The R software limma package [15] was used to set the filter condition as the |Fold Change| > 2 times and adjust P < 0.01 (FC > 2 and adjust P < 0.01).
[1] object · 10 fields
id
method-2
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
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
build_graph
unit
p-value
tolerance
null
state
complete
note
The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold.
gaps array · 0 items
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]
GSE61218
[1]
GSE103611
resolved_accessions array · 2 items
[0]
GSE61218
[1]
GSE103611
statements array · 1 item
[0]
The data used to support the findings of this study are available from the corresponding authors upon request.
basis
The paper names GSE61218, GSE103611 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:35509856
[1]
data:geo:GSE103611
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:GSE103611
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
2026-11-01T17:44:42Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
9310
completion_tokens
1635
cached_tokens
264
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:35509856
type
paper
label
pmid:35509856
[1] object · 3 fields
id
source:pmid:35509856
type
manuscript
label
PMID 35509856 full text
[2] object · 3 fields
id
data:geo:GSE103611
type
dataset
label
GEO GSE103611
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:35509856
type
paper
label
pmid:35509856
[1] object · 3 fields
id
source:pmid:35509856
type
manuscript
label
PMID 35509856 full text
[2] object · 3 fields
id
data:geo:GSE103611
type
dataset
label
GEO GSE103611
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35509856
type
extraction
used array · 1 item
[0]
source:pmid:35509856
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE103611
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE103611
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:35509856
parent_hash
sha256:ec8918280e7e79c4e99fc543ed786741d8e864dfa3238e8abbb1c5241222af16
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE103611 licence not read
[1]
asset:data:geo:GSE103611 not downloaded
[2]
asset:data:geo:GSE61218 licence not read
[3]
asset:data:geo:GSE61218 not downloaded
[4]
execution.not_run
[5]
review.human_critique
[6]
review.independent_reader
[7]
review.machine_critique
assays array · 1 item
[0] 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]
The R software limma package [15] was used to set the filter condition as the |Fold Change| > 2 times and adjust P < 0.01 (FC > 2 and adjust P < 0.01).
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:35509856", "kind": "science-record", "revision": 5, "content_hash": "sha256:32dafa8d7ad36a4596d5307137cc933c8b05e4ecf751c1419dcd335026826a96", "created_at": "2026-11-01T18:14:23Z", "updated_at": "2026-11-01T22:48:59Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Differentially Expressed Genes in Nasopharyngeal Carcinoma Tissues and Their Correlation with Recurrence and Metastasis of Nasopharyngeal Carcinoma.", "doi": "10.1155/2022/1941412", "pmid": "35509856", "authors": ["Haiying Yue", "Huijun Zhu", "Danjing Luo", "Qinghua Du", "Yiting Xie", "Sijie Huang", "Wenqi Liu"], "journal": "Computational and mathematical methods in medicine", "year": 2022, "abstract": "In this study, bioinformatics tools were used to identify key genes to study the molecular mechanism of nasopharyngeal carcinoma (NPC) development and to explore the correlation of these key genes with the recurrence and metastasis of NPC. The GSE61218 microarray dataset obtained from the Gene Expression Omnibus Database (GEO) was used. The limma R package was used to screen differentially expressed genes (DEGs) between NPC and normal nasopharyngeal (NP) tissues. KEGG functional enrichment was performed on these selected DEGs. Protein-protein interaction (PPI) networks were constructed using Cytoscape software to identify key node proteins. The NPC-metastasis microarray dataset GSE103611 was obtained from GEO to analyze the expression of DEGs in NPC metastasis. A total of 239 DEGs were identified. DEGs were mainly enriched in oocyte maturation-related pathways, cytokine-related pathways, cell cycle-related pathways, cancer-related pathways, and homologous recombination-related pathways. In addition, the top 10 nodes with the higher degree in the DEG PPI network were as follows: CDK1, CCNB2, BUB1, CCNA2, AURKB, BUB1B, MAD2L1, NDC80, BIRC5, and CENPF. The results indicated that DEGs may be involved in the pathogenesis of NPC by regulating cell cycle and mitosis, which can be used as molecular biomarkers for the diagnosis of NPC. In addition, we identified 87 DEGs with FC > 2 and P < 0.01 from the metastasis spectrum of NPC. The intersection gene between DEGs of NPC and normal NP tissue samples and those of the metastatic spectrum of NPC was identified to be VRK2. The expression of VRK2 in NPC samples was significantly higher than that in normal NP tissue, and similarly, VRK2 expression was significantly upregulated in metastatic samples compared with nonmetastatic samples (P < 0.05). Therefore, VRK2 may be a biomarker for predicting the metastasis of NPC patients after treatment.", "claims": [{"id": "claim-method", "statement": "The R software limma package [15] was used to set the filter condition as the |Fold Change| > 2 times and adjust P < 0.01 (FC > 2 and adjust P < 0.01).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35509856", "locator": "sections[5] \"2.3. Extraction and Screening of DEGs between NPC and Normal NP Tissues\" paragraph 2", "quote": "The R software limma package [15] was used to set the filter condition as the |Fold Change| > 2 times and adjust P < 0.01 (FC > 2 and adjust P < 0.01)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used to support the findings of this study are available from the corresponding authors upon request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35509856", "locator": "sections[16] \"Data Availability\" paragraph 2", "quote": "The data used to support the findings of this study are available from the corresponding authors upon request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "VRK2 was the sole intersection between DEGs in NPC versus normal NP tissue and DEGs in the metastatic spectrum of NPC, was significantly upregulated in both NPC and metastatic samples, and may serve as a biomarker for predicting post-treatment NPC metastasis.", "kind": "quantitative", "target": {"value": 0.05, "unit": "p-value", "tolerance": null, "source": "The expression of VRK2 in NPC samples was significantly higher than that in normal NP tissue, and similarly, VRK2 expression was significantly upregulated in metastatic samples compared with nonmetastatic samples (P < 0.05)."}, "evidence": [{"asset": "source:pmid:35509856", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The intersection gene between DEGs of NPC and normal NP tissue samples and those of the metastatic spectrum of NPC was identified to be VRK2."}, {"asset": "source:pmid:35509856", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The expression of VRK2 in NPC samples was significantly higher than that in normal NP tissue, and similarly, VRK2 expression was significantly upregulated in metastatic samples compared with nonmetastatic samples (P < 0.05)."}, {"asset": "source:pmid:35509856", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Therefore, VRK2 may be a biomarker for predicting the metastasis of NPC patients after treatment."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "VRK2 was the sole intersection between DEGs in NPC versus normal NP tissue and DEGs in the metastatic spectrum of NPC, was significantly upregulated in both NPC and metastatic samples, and may serve as a biomarker for predicting post-treatment NPC metastasis.", "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:35509856"], "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:GSE103611"], "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": {"fold_change": "limma R package, using fold-change and Benjamini-Hochberg-"}, "inputs": ["data:geo:GSE103611"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35509856", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2022/1941412", "sha256": "sha256:101b64287a7fc6d02c969071c2d5c86f22abb14a782828730f7ae60f53096e55", "bytes": 30523, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2022/1941412", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9061011", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE103611", "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=GSE103611", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE103611", "version": null, "note": "The data used to support the findings of this study are available from the corresponding authors upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding authors upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2776417", "GSM2776418", "GSM2776419", "GSM2776420", "GSM2776421", "GSM2776422", "GSM2776423", "GSM2776424", "GSM2776425", "GSM2776426", "GSM2776427", "GSM2776428", "GSM2776429", "GSM2776430", "GSM2776431", "GSM2776432", "GSM2776433", "GSM2776434", "GSM2776435", "GSM2776436", "GSM2776437", "GSM2776438", "GSM2776439", "GSM2776440", "GSM2776441", "GSM2776442", "GSM2776443", "GSM2776444", "GSM2776445", "GSM2776446", "GSM2776447", "GSM2776448", "GSM2776449", "GSM2776450", "GSM2776451", "GSM2776452", "GSM2776453", "GSM2776454", "GSM2776455", "GSM2776456", "GSM2776457", "GSM2776458", "GSM2776459", "GSM2776460", "GSM2776461", "GSM2776462", "GSM2776463", "GSM2776464"], "sample_count": 48, "group_sizes": null, "group_sizes_basis": null, "platform": "19251", "taxon": "Homo sapiens", "title": "Gene expression-profiling to predict distant metastasis in locoregionally advanced nasopharyngeal carcinoma", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE61218", "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=GSE61218", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE61218", "version": null, "note": "The data used to support the findings of this study are available from the corresponding authors upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding authors upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1499764", "GSM1499765", "GSM1499766", "GSM1499767", "GSM1499768", "GSM1499769", "GSM1499770", "GSM1499771", "GSM1499772", "GSM1499773", "GSM1499774", "GSM1499775", "GSM1499776", "GSM1499777", "GSM1499778", "GSM1499779"], "sample_count": 16, "group_sizes": null, "group_sizes_basis": null, "platform": "19061", "taxon": "Homo sapiens", "title": "mRNA and lncRNA gene expression profile of nasopharyngeal carcinoma", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE103611 not downloaded", "asset:data:geo:GSE103611 licence not read", "asset:data:geo:GSE61218 not downloaded", "asset:data:geo:GSE61218 licence not read"]}, "analysis": {"state": "complete", "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": {"fold_change": "limma R package, using fold-change and Benjamini-Hochberg-"}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The R software limma package [15] was used to set the filter condition as the |Fold Change| > 2 times and adjust P < 0.01 (FC > 2 and adjust P < 0.01)."}}, {"id": "method-2", "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"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "build_graph", "expected_value": 0.05, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "gaps": []}, "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": ["GSE61218", "GSE103611"], "resolved_accessions": ["GSE61218", "GSE103611"], "statements": ["The data used to support the findings of this study are available from the corresponding authors upon request."], "basis": "The paper names GSE61218, GSE103611 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:35509856", "data:geo:GSE103611"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE103611"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:44:42Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9310, "completion_tokens": 1635, "cached_tokens": 264}}, "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:35509856", "type": "paper", "label": "pmid:35509856"}, {"id": "source:pmid:35509856", "type": "manuscript", "label": "PMID 35509856 full text"}, {"id": "data:geo:GSE103611", "type": "dataset", "label": "GEO GSE103611"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35509856", "type": "paper", "label": "pmid:35509856"}, {"id": "source:pmid:35509856", "type": "manuscript", "label": "PMID 35509856 full text"}, {"id": "data:geo:GSE103611", "type": "dataset", "label": "GEO GSE103611"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35509856", "type": "extraction", "used": ["source:pmid:35509856"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE103611", "type": "accession_resolution", "used": ["data:geo:GSE103611"], "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:35509856", "parent_hash": "sha256:ec8918280e7e79c4e99fc543ed786741d8e864dfa3238e8abbb1c5241222af16", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE103611 licence not read", "asset:data:geo:GSE103611 not downloaded", "asset:data:geo:GSE61218 licence not read", "asset:data:geo:GSE61218 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["The R software limma package [15] was used to set the filter condition as the |Fold Change| > 2 times and adjust P < 0.01 (FC > 2 and adjust P < 0.01)."], "order_basis": "analysis_only", "id": "assay:1"}]}