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

pmid:32855723

Identification of key differentially expressed mRNAs and microRNAs in non-small cell lung cancer using bioinformatics analysis.

Weiwei Wang · Shanshan Wang · Lei Pan

Experimental and therapeutic medicine · 2020 doi:10.3892/etm.2020.9105

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:32855723
kind
science-record
content_hash
sha256:b5f95ef13e506e949df6b30cd0c830950b1d3bfebbaff049ad652affe8b06553
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:08Z
updated_at
2026-11-01T22:02:06Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of key differentially expressed mRNAs and microRNAs in non-small cell lung cancer using bioinformatics analysis.
doi
10.3892/etm.2020.9105
pmid
32855723
authors array · 3 items
[0]
Weiwei Wang
[1]
Shanshan Wang
[2]
Lei Pan
journal
Experimental and therapeutic medicine
year
2020
abstract
Non-small cell lung cancer (NSCLC) is a leading cause of mortality worldwide. However, the pathogenesis of NSCLC remains to be fully elucidated. Therefore, the present study aimed to explore the differential expression of mRNAs and microRNAs (miRNAs/miRs) in NSCLC and to determine how these RNA molecules interact with one another to affect disease progression. Differentially expressed genes (DEGs) and differentially expressed miRNAs (DEMs) were identified from the GSE18842, GSE32863 and GSE29250 datasets downloaded from the Gene Expression Omnibus (GEO database). Functional and pathway enrichment analysis were performed based on Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases. STRING, Cytoscape and MCODE were applied to construct a protein-protein interaction (PPI) network and to screen hub genes. The interactions between miRNAs and mRNAs were predicted using miRWalk 3.0 and a miRNA-mRNA regulatory network was constructed. The prognostic value of the identified hub genes was then evaluated via Kaplan-Meier survival analyses using datasets from The Cancer Genome Atlas. A total of 782 DEGs and 46 DEMs were identified from the 3 GEO datasets. The enriched pathways and functions of the DEGs and target genes of the DEMs included osteoclast differentiation, cell adhesion, response to a drug, plasma membrane, extracellular exosome and protein binding. A subnetwork composed of 11 genes was extracted from the PPI network and the genes in this subnetwork were mainly involved in the cell cycle, cell division and DNA replication. A miRNA-gene regulatory network was constructed with 247 miRNA-gene pairs based on 6 DEMs and 210 DEGs. Kaplan-Meier survival analysis indicated that the expression of ubiquitin E2 ligase C, cell division cycle protein 20, DNA topoisomerase IIα, aurora kinase A and B, cyclin B2, maternal embryonic leucine zipper kinase, slit guidance ligand 3, phosphoglucomutase 5, endomucin, cysteine dioxygenase type 1, dihydropyrimidinase-like 2, miR-130b, miR-1181 and miR-127 was significantly associated with overall survival of patients with lung adenocarcinoma. In the present study, a miRNA-mRNA regulatory network in NSCLC was established, which may provide future avenues for scientific exploration and therapeutic targeting of NSCLC.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Significant DEGs were those that remained significant after FDR correction when tested via multiple-comparisons t-tests, and fold change (FC)>2 and P<0.05 were set as the cut-off criteria.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32855723
locator
sections[5] "Identification of DEGs" paragraph 2
quote
Significant DEGs were those that remained significant after FDR correction when tested via multiple-comparisons t-tests, and fold change (FC)>2 and P<0.05 were set as the cut-off criteria.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets used 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:32855723
locator
sections[20] "Availability of data and materials" paragraph 2
quote
The datasets used 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:32855723
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:GSE18842
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:GSE18842
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 · 4 items
[0] object · 15 fields
id
source:pmid:32855723
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3892/etm.2020.9105
sha256
sha256:dac0e20c8cca3ef9ea60d1a052fd2895fdae8f8f7ad64682fdcbf3a3e060e19c
bytes
27630
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3892/etm.2020.9105
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
PMC7444408
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE18842
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=GSE18842
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE18842
version
null
note
The datasets used 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 used 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 · 91 items
[0]
GSM466947
[1]
GSM466948
[2]
GSM466949
[3]
GSM466950
[4]
GSM466951
[5]
GSM466952
[6]
GSM466953
[7]
GSM466954
[8]
GSM466955
[9]
GSM466956
[10]
GSM466957
[11]
GSM466958
[12]
GSM466959
[13]
GSM466960
[14]
GSM466961
[15]
GSM466962
[16]
GSM466963
[17]
GSM466964
[18]
GSM466965
[19]
GSM466966
[20]
GSM466967
[21]
GSM466968
[22]
GSM466969
[23]
GSM466970
[24]
GSM466971
[25]
GSM466972
[26]
GSM466973
[27]
GSM466974
[28]
GSM466975
[29]
GSM466976
[30]
GSM466977
[31]
GSM466978
[32]
GSM466979
[33]
GSM466980
[34]
GSM466981
[35]
GSM466982
[36]
GSM466983
[37]
GSM466984
[38]
GSM466985
[39]
GSM466986
[40]
GSM466987
[41]
GSM466988
[42]
GSM466989
[43]
GSM466990
[44]
GSM466991
[45]
GSM466992
[46]
GSM466993
[47]
GSM466994
[48]
GSM466995
[49]
GSM466996
[50]
GSM466997
[51]
GSM466998
[52]
GSM466999
[53]
GSM467000
[54]
GSM467001
[55]
GSM467002
[56]
GSM467003
[57]
GSM467004
[58]
GSM467005
[59]
GSM467006
[60]
GSM467007
[61]
GSM467008
[62]
GSM467009
[63]
GSM467010
[64]
GSM467011
[65]
GSM467012
[66]
GSM467013
[67]
GSM467014
[68]
GSM467015
[69]
GSM467016
[70]
GSM467017
[71]
GSM467018
[72]
GSM467019
[73]
GSM467020
[74]
GSM467021
[75]
GSM467022
[76]
GSM467023
[77]
GSM467024
[78]
GSM467025
[79]
GSM467026
[80]
GSM467027
[81]
GSM467028
[82]
GSM467029
[83]
GSM467030
[84]
GSM467031
[85]
GSM467032
[86]
GSM467033
[87]
GSM467034
[88]
GSM467035
[89]
GSM467036
[90]
GSM467037
sample_count
91
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression analysis of human lung cancer and control 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:GSE29250
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=GSE29250
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE29250
version
null
note
The datasets used 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 used 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]
GSM723147
[1]
GSM723148
[2]
GSM723149
[3]
GSM723150
[4]
GSM723151
[5]
GSM723152
[6]
GSM723153
[7]
GSM723154
[8]
GSM723155
[9]
GSM723156
[10]
GSM723157
[11]
GSM723158
[12]
GSM723159
[13]
GSM723160
[14]
GSM723161
[15]
GSM723162
[16]
GSM723163
[17]
GSM723164
[18]
GSM723165
[19]
GSM723166
[20]
GSM723167
[21]
GSM723168
[22]
GSM723169
[23]
GSM723170
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
8179;10558
taxon
Homo sapiens
title
An Integrated Analysis of miRNA and mRNA Expressions of Non-small Cell Lung 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 · 15 fields
id
data:geo:GSE32863
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=GSE32863
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE32863
version
null
note
The datasets used 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 used 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 · 116 items
[0]
GSM813411
[1]
GSM813412
[2]
GSM813413
[3]
GSM813414
[4]
GSM813415
[5]
GSM813416
[6]
GSM813417
[7]
GSM813418
[8]
GSM813419
[9]
GSM813420
[10]
GSM813421
[11]
GSM813422
[12]
GSM813423
[13]
GSM813424
[14]
GSM813425
[15]
GSM813426
[16]
GSM813427
[17]
GSM813428
[18]
GSM813429
[19]
GSM813430
[20]
GSM813431
[21]
GSM813432
[22]
GSM813433
[23]
GSM813434
[24]
GSM813435
[25]
GSM813436
[26]
GSM813437
[27]
GSM813438
[28]
GSM813439
[29]
GSM813440
[30]
GSM813441
[31]
GSM813442
[32]
GSM813443
[33]
GSM813444
[34]
GSM813445
[35]
GSM813446
[36]
GSM813447
[37]
GSM813448
[38]
GSM813449
[39]
GSM813450
[40]
GSM813451
[41]
GSM813452
[42]
GSM813453
[43]
GSM813454
[44]
GSM813455
[45]
GSM813456
[46]
GSM813457
[47]
GSM813458
[48]
GSM813459
[49]
GSM813460
[50]
GSM813461
[51]
GSM813462
[52]
GSM813463
[53]
GSM813464
[54]
GSM813465
[55]
GSM813466
[56]
GSM813467
[57]
GSM813468
[58]
GSM813469
[59]
GSM813470
[60]
GSM813471
[61]
GSM813472
[62]
GSM813473
[63]
GSM813474
[64]
GSM813475
[65]
GSM813476
[66]
GSM813477
[67]
GSM813478
[68]
GSM813479
[69]
GSM813480
[70]
GSM813481
[71]
GSM813482
[72]
GSM813483
[73]
GSM813484
[74]
GSM813485
[75]
GSM813486
[76]
GSM813487
[77]
GSM813488
[78]
GSM813489
[79]
GSM813490
[80]
GSM813491
[81]
GSM813492
[82]
GSM813493
[83]
GSM813494
[84]
GSM813495
[85]
GSM813496
[86]
GSM813497
[87]
GSM813498
[88]
GSM813499
[89]
GSM813500
[90]
GSM813501
[91]
GSM813502
[92]
GSM813503
[93]
GSM813504
[94]
GSM813505
[95]
GSM813506
[96]
GSM813507
[97]
GSM813508
[98]
GSM813509
[99]
GSM813510
[100]
GSM813511
[101]
GSM813512
[102]
GSM813513
[103]
GSM813514
[104]
GSM813515
[105]
GSM813516
[106]
GSM813517
[107]
GSM813518
[108]
GSM813519
[109]
GSM813520
[110]
GSM813521
[111]
GSM813522
[112]
GSM813523
[113]
GSM813524
[114]
GSM813525
[115]
GSM813526
sample_count
116
group_sizes
null
group_sizes_basis
null
platform
6884
taxon
Homo sapiens
title
Gene expression analysis of lung adenocarcinoma and matched adjacent non-tumor lung tissue
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE18842 not downloaded
[1]
asset:data:geo:GSE18842 licence not read
[2]
asset:data:geo:GSE29250 not downloaded
[3]
asset:data:geo:GSE29250 licence not read
[4]
asset:data:geo:GSE32863 not downloaded
[5]
asset:data:geo:GSE32863 licence not read
analysis object · 4 fields
state
partial
methods array · 5 items
[0] object · 10 fields
id
method-1
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
Kaplan-Meier
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 2 fields
hazard_ratio
re analyzed, generating hazard ratio (HR) and 95% CI values,
confidence_interval
g hazard ratio (HR) and 95% CI values, as well as log-
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[2] object · 10 fields
id
method-3
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
[3] object · 10 fields
id
method-4
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
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
pathway enrichment
[4] object · 10 fields
id
method-5
family
null
specific
null
label
Multiple-comparisons t-tests with false discovery rate (FDR) correction
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
Significant DEGs were those that remained significant after FDR correction when tested via multiple-comparisons t-tests, and fold change (FC)>2 and P<0.05 were set as the cut-off criteria.
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 · 1 item
[0]
survival_km
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: kaplan_meier.
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 · 3 items
[0]
GSE18842
[1]
GSE32863
[2]
GSE29250
resolved_accessions array · 3 items
[0]
GSE18842
[1]
GSE32863
[2]
GSE29250
statements array · 1 item
[0]
The datasets used and/or analyzed during the present study are available from the corresponding author on reasonable request.
basis
The paper names GSE18842, GSE32863, GSE29250 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 · 1 item
[0]
survival_km
assets array · 2 items
[0]
source:pmid:32855723
[1]
data:geo:GSE18842
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:GSE18842
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
2026-10-31T18:22:11Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
20873
completion_tokens
1519
cached_tokens
784
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:32855723
type
paper
label
pmid:32855723
[1] object · 3 fields
id
source:pmid:32855723
type
manuscript
label
PMID 32855723 full text
[2] object · 3 fields
id
data:geo:GSE18842
type
dataset
label
GEO GSE18842
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:32855723
type
paper
label
pmid:32855723
[1] object · 3 fields
id
source:pmid:32855723
type
manuscript
label
PMID 32855723 full text
[2] object · 3 fields
id
data:geo:GSE18842
type
dataset
label
GEO GSE18842
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32855723
type
extraction
used array · 1 item
[0]
source:pmid:32855723
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE18842
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE18842
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:32855723
parent_hash
sha256:c028c5b40f47aadbfb74c312457f64ff930841d60a5af02b3a5ef48fa024bbaa
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE18842 licence not read
[1]
asset:data:geo:GSE18842 not downloaded
[2]
asset:data:geo:GSE29250 licence not read
[3]
asset:data:geo:GSE29250 not downloaded
[4]
asset:data:geo:GSE32863 licence not read
[5]
asset:data:geo:GSE32863 not downloaded
[6]
execution.not_run
[7]
method.reader_named_unmapped
[8]
review.human_critique
[9]
review.independent_reader
[10]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
rna_seq
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
March 2019) (19), including RNA sequencing (RNA-seq) data from TCGA samples of 31 different type
[1]
e tumor types were limited to LUAD and LUSC. RNA-seq data and clinical data from 478 LUAD and 482
[2]
h.gov/; accessed March 2019) (19), including RNA sequencing (RNA-seq) data from TCGA samples of 31 diffe
order_basis
paper_text_order:2635
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Kaplan-Meier
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32855723", "kind": "science-record", "revision": 7, "content_hash": "sha256:b5f95ef13e506e949df6b30cd0c830950b1d3bfebbaff049ad652affe8b06553", "created_at": "2026-11-01T15:41:08Z", "updated_at": "2026-11-01T22:02:06Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of key differentially expressed mRNAs and microRNAs in non-small cell lung cancer using bioinformatics analysis.", "doi": "10.3892/etm.2020.9105", "pmid": "32855723", "authors": ["Weiwei Wang", "Shanshan Wang", "Lei Pan"], "journal": "Experimental and therapeutic medicine", "year": 2020, "abstract": "Non-small cell lung cancer (NSCLC) is a leading cause of mortality worldwide. However, the pathogenesis of NSCLC remains to be fully elucidated. Therefore, the present study aimed to explore the differential expression of mRNAs and microRNAs (miRNAs/miRs) in NSCLC and to determine how these RNA molecules interact with one another to affect disease progression. Differentially expressed genes (DEGs) and differentially expressed miRNAs (DEMs) were identified from the GSE18842, GSE32863 and GSE29250 datasets downloaded from the Gene Expression Omnibus (GEO database). Functional and pathway enrichment analysis were performed based on Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases. STRING, Cytoscape and MCODE were applied to construct a protein-protein interaction (PPI) network and to screen hub genes. The interactions between miRNAs and mRNAs were predicted using miRWalk 3.0 and a miRNA-mRNA regulatory network was constructed. The prognostic value of the identified hub genes was then evaluated via Kaplan-Meier survival analyses using datasets from The Cancer Genome Atlas. A total of 782 DEGs and 46 DEMs were identified from the 3 GEO datasets. The enriched pathways and functions of the DEGs and target genes of the DEMs included osteoclast differentiation, cell adhesion, response to a drug, plasma membrane, extracellular exosome and protein binding. A subnetwork composed of 11 genes was extracted from the PPI network and the genes in this subnetwork were mainly involved in the cell cycle, cell division and DNA replication. A miRNA-gene regulatory network was constructed with 247 miRNA-gene pairs based on 6 DEMs and 210 DEGs. Kaplan-Meier survival analysis indicated that the expression of ubiquitin E2 ligase C, cell division cycle protein 20, DNA topoisomerase IIα, aurora kinase A and B, cyclin B2, maternal embryonic leucine zipper kinase, slit guidance ligand 3, phosphoglucomutase 5, endomucin, cysteine dioxygenase type 1, dihydropyrimidinase-like 2, miR-130b, miR-1181 and miR-127 was significantly associated with overall survival of patients with lung adenocarcinoma. In the present study, a miRNA-mRNA regulatory network in NSCLC was established, which may provide future avenues for scientific exploration and therapeutic targeting of NSCLC.", "claims": [{"id": "claim-method", "statement": "Significant DEGs were those that remained significant after FDR correction when tested via multiple-comparisons t-tests, and fold change (FC)>2 and P<0.05 were set as the cut-off criteria.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32855723", "locator": "sections[5] \"Identification of DEGs\" paragraph 2", "quote": "Significant DEGs were those that remained significant after FDR correction when tested via multiple-comparisons t-tests, and fold change (FC)>2 and P<0.05 were set as the cut-off criteria."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the present study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32855723", "locator": "sections[20] \"Availability of data and materials\" paragraph 2", "quote": "The datasets used 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:32855723"], "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:GSE18842"], "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:GSE18842"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32855723", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3892/etm.2020.9105", "sha256": "sha256:dac0e20c8cca3ef9ea60d1a052fd2895fdae8f8f7ad64682fdcbf3a3e060e19c", "bytes": 27630, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3892/etm.2020.9105", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7444408", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE18842", "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=GSE18842", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE18842", "version": null, "note": "The datasets used 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 used and/or analyzed during the present study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM466947", "GSM466948", "GSM466949", "GSM466950", "GSM466951", "GSM466952", "GSM466953", "GSM466954", "GSM466955", "GSM466956", "GSM466957", "GSM466958", "GSM466959", "GSM466960", "GSM466961", "GSM466962", "GSM466963", "GSM466964", "GSM466965", "GSM466966", "GSM466967", "GSM466968", "GSM466969", "GSM466970", "GSM466971", "GSM466972", "GSM466973", "GSM466974", "GSM466975", "GSM466976", "GSM466977", "GSM466978", "GSM466979", "GSM466980", "GSM466981", "GSM466982", "GSM466983", "GSM466984", "GSM466985", "GSM466986", "GSM466987", "GSM466988", "GSM466989", "GSM466990", "GSM466991", "GSM466992", "GSM466993", "GSM466994", "GSM466995", "GSM466996", "GSM466997", "GSM466998", "GSM466999", "GSM467000", "GSM467001", "GSM467002", "GSM467003", "GSM467004", "GSM467005", "GSM467006", "GSM467007", "GSM467008", "GSM467009", "GSM467010", "GSM467011", "GSM467012", "GSM467013", "GSM467014", "GSM467015", "GSM467016", "GSM467017", "GSM467018", "GSM467019", "GSM467020", "GSM467021", "GSM467022", "GSM467023", "GSM467024", "GSM467025", "GSM467026", "GSM467027", "GSM467028", "GSM467029", "GSM467030", "GSM467031", "GSM467032", "GSM467033", "GSM467034", "GSM467035", "GSM467036", "GSM467037"], "sample_count": 91, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression analysis of human lung cancer and control 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:GSE29250", "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=GSE29250", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29250", "version": null, "note": "The datasets used 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 used and/or analyzed during the present study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM723147", "GSM723148", "GSM723149", "GSM723150", "GSM723151", "GSM723152", "GSM723153", "GSM723154", "GSM723155", "GSM723156", "GSM723157", "GSM723158", "GSM723159", "GSM723160", "GSM723161", "GSM723162", "GSM723163", "GSM723164", "GSM723165", "GSM723166", "GSM723167", "GSM723168", "GSM723169", "GSM723170"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "8179;10558", "taxon": "Homo sapiens", "title": "An Integrated Analysis of miRNA and mRNA Expressions of Non-small Cell Lung 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": "data:geo:GSE32863", "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=GSE32863", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32863", "version": null, "note": "The datasets used 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 used and/or analyzed during the present study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM813411", "GSM813412", "GSM813413", "GSM813414", "GSM813415", "GSM813416", "GSM813417", "GSM813418", "GSM813419", "GSM813420", "GSM813421", "GSM813422", "GSM813423", "GSM813424", "GSM813425", "GSM813426", "GSM813427", "GSM813428", "GSM813429", "GSM813430", "GSM813431", "GSM813432", "GSM813433", "GSM813434", "GSM813435", "GSM813436", "GSM813437", "GSM813438", "GSM813439", "GSM813440", "GSM813441", "GSM813442", "GSM813443", "GSM813444", "GSM813445", "GSM813446", "GSM813447", "GSM813448", "GSM813449", "GSM813450", "GSM813451", "GSM813452", "GSM813453", "GSM813454", "GSM813455", "GSM813456", "GSM813457", "GSM813458", "GSM813459", "GSM813460", "GSM813461", "GSM813462", "GSM813463", "GSM813464", "GSM813465", "GSM813466", "GSM813467", "GSM813468", "GSM813469", "GSM813470", "GSM813471", "GSM813472", "GSM813473", "GSM813474", "GSM813475", "GSM813476", "GSM813477", "GSM813478", "GSM813479", "GSM813480", "GSM813481", "GSM813482", "GSM813483", "GSM813484", "GSM813485", "GSM813486", "GSM813487", "GSM813488", "GSM813489", "GSM813490", "GSM813491", "GSM813492", "GSM813493", "GSM813494", "GSM813495", "GSM813496", "GSM813497", "GSM813498", "GSM813499", "GSM813500", "GSM813501", "GSM813502", "GSM813503", "GSM813504", "GSM813505", "GSM813506", "GSM813507", "GSM813508", "GSM813509", "GSM813510", "GSM813511", "GSM813512", "GSM813513", "GSM813514", "GSM813515", "GSM813516", "GSM813517", "GSM813518", "GSM813519", "GSM813520", "GSM813521", "GSM813522", "GSM813523", "GSM813524", "GSM813525", "GSM813526"], "sample_count": 116, "group_sizes": null, "group_sizes_basis": null, "platform": "6884", "taxon": "Homo sapiens", "title": "Gene expression analysis of lung adenocarcinoma and matched adjacent non-tumor lung tissue", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE18842 not downloaded", "asset:data:geo:GSE18842 licence not read", "asset:data:geo:GSE29250 not downloaded", "asset:data:geo:GSE29250 licence not read", "asset:data:geo:GSE32863 not downloaded", "asset:data:geo:GSE32863 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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": "Kaplan-Meier"}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {"hazard_ratio": "re analyzed, generating hazard ratio (HR) and 95% CI values,", "confidence_interval": "g hazard ratio (HR) and 95% CI values, as well as log-"}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-3", "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-4", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-5", "family": null, "specific": null, "label": "Multiple-comparisons t-tests with false discovery rate (FDR) correction", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Significant DEGs were those that remained significant after FDR correction when tested via multiple-comparisons t-tests, and fold change (FC)>2 and P<0.05 were set as the cut-off criteria."}}], "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": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE18842", "GSE32863", "GSE29250"], "resolved_accessions": ["GSE18842", "GSE32863", "GSE29250"], "statements": ["The datasets used and/or analyzed during the present study are available from the corresponding author on reasonable request."], "basis": "The paper names GSE18842, GSE32863, GSE29250 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": ["survival_km"], "assets": ["source:pmid:32855723", "data:geo:GSE18842"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE18842"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:22:11Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 20873, "completion_tokens": 1519, "cached_tokens": 784}}, "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:32855723", "type": "paper", "label": "pmid:32855723"}, {"id": "source:pmid:32855723", "type": "manuscript", "label": "PMID 32855723 full text"}, {"id": "data:geo:GSE18842", "type": "dataset", "label": "GEO GSE18842"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32855723", "type": "paper", "label": "pmid:32855723"}, {"id": "source:pmid:32855723", "type": "manuscript", "label": "PMID 32855723 full text"}, {"id": "data:geo:GSE18842", "type": "dataset", "label": "GEO GSE18842"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32855723", "type": "extraction", "used": ["source:pmid:32855723"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE18842", "type": "accession_resolution", "used": ["data:geo:GSE18842"], "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:32855723", "parent_hash": "sha256:c028c5b40f47aadbfb74c312457f64ff930841d60a5af02b3a5ef48fa024bbaa", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE18842 licence not read", "asset:data:geo:GSE18842 not downloaded", "asset:data:geo:GSE29250 licence not read", "asset:data:geo:GSE29250 not downloaded", "asset:data:geo:GSE32863 licence not read", "asset:data:geo:GSE32863 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["March 2019) (19), including RNA sequencing (RNA-seq) data from TCGA samples of 31 different type", "e tumor types were limited to LUAD and LUSC. RNA-seq data and clinical data from 478 LUAD and 482", "h.gov/; accessed March 2019) (19), including RNA sequencing (RNA-seq) data from TCGA samples of 31 diffe"], "order_basis": "paper_text_order:2635", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}