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

pmid:39424359

Interferon-induced factor 16 is essential in metastatic melanoma to maintain STING levels and the immune responses upon IFN-γ response pathway activation.

Yuta Kobayashi · Matias A Bustos · Yoshinori Hayashi · Qiang Yu · Dave Hoon

Journal for immunotherapy of cancer · 2024 doi:10.1136/jitc-2024-009590

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:39424359
kind
science-record
content_hash
sha256:f4b3624badd34439c518deb24377eafb92793595437f95d44cc6d9c9604eaa92
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:29:40Z
updated_at
2026-11-01T22:55:26Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Interferon-induced factor 16 is essential in metastatic melanoma to maintain STING levels and the immune responses upon IFN-γ response pathway activation.
doi
10.1136/jitc-2024-009590
pmid
39424359
authors array · 5 items
[0]
Yuta Kobayashi
[1]
Matias A Bustos
[2]
Yoshinori Hayashi
[3]
Qiang Yu
[4]
Dave Hoon
journal
Journal for immunotherapy of cancer
year
2024
abstract
BACKGROUND: Immune checkpoint inhibitor (ICIs)-based therapies are the standard of care treatment for patients with metastatic melanoma (MM). The stimulator of interferon genes (STING) signaling pathway is critical in controlling immune responses to ICIs. Interferon (IFN)-γ-inducible protein 16 (IFI16) is a cytosolic DNA sensor that activates the STING signaling pathway. The link between IFI16 and STING signaling pathway on IFN-γ stimulation and the connection to ICIs response remains not completely understood. METHODS: Deconvolution analyses were performed using the TCGA-SKCM, GSE91061, and PRJEB23709 public RNA sequencing (RNA-seq) data sets that contained RNA-seq for patients with MM. Functional assays combined with cytokine arrays were performed using MM cell lines to validate in silico data. Multiplex immunofluorescence was performed on untreated or pretreatment tumor samples from patients with MM. RESULTS: Deconvolution analysis showed that high-IFI16 levels in melanoma cells were associated with a good prognosis in patients with MM and positively correlated with M1-macrophage infiltration. Functional assays using MM cell lines demonstrated that IFI16 is a key molecule to sense cytosolic DNA and activate STING and nuclear factor kappa B (NF-κB) signaling pathways, independent of cyclic GMP-AMP synthase or absent in melanoma 2, on IFN-γ stimulation. IFI16 knockdown significantly decreased CXCL10 and ICAM1 secretion. EZH2 inhibitor reversed the repressive epigenetic control on IFI16 to promote STING and NF-κB signaling pathways on IFN-γ stimulation. Increased IFI16, ICAM1, and CXCL10 levels in tumor samples from patients with MM were positively correlated with M1-macrophage infiltration and a significantly better response to ICIs. CONCLUSIONS: This study identifies IFI16 as a key sensor during IFN-γ stimulation associated with ICI response, and it proposes the epigenetic EZH2 inhibitor as an alternative treatment strategy to overcome ICI resistance in patients with MM.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Overall survival was analyzed using the Kaplan-Meier method and log-rank test.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39424359
locator
sections[12] "Biostatistics analysis" paragraph 2
quote
Overall survival was analyzed using the Kaplan-Meier method and log-rank test.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data are available in a public, open access repository.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39424359
locator
sections[28] "Data availability statement" paragraph 2
quote
Data are available in a public, open access repository.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
High-IFI16 mRNA levels were significantly associated with good prognosis in patients with AJCC stage III and IV melanoma.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39424359
locator
sections[15] "IFI16 mRNA levels and prognosis of metastatic melanomas" paragraph 4
quote
High-IFI16 mRNA levels were significantly associated with good prognosis in patients with AJCC stage III and IV melanoma (figure 1G–I).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
High-IFI16 mRNA levels were significantly associated with good prognosis in patients with AJCC stage III and IV melanoma.
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:39424359
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:GSE154996
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:GSE154996
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:39424359
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1136/jitc-2024-009590
sha256
sha256:1574816a7c6a498ff7857d21a761d12023cd8238af4156ecb46d443c3157e009
bytes
68029
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1136/jitc-2024-009590
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
PMC11492949
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE154996
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=GSE154996
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE154996
version
null
note
Data are available in a public, open access repository.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data are available in a public, open access repository.
access_statement_kind
data_availability_statement
sample_accessions array · 116 items
[0]
GSM4692867
[1]
GSM4692868
[2]
GSM4692869
[3]
GSM4692870
[4]
GSM4692871
[5]
GSM4692872
[6]
GSM4692873
[7]
GSM4692874
[8]
GSM4692875
[9]
GSM4692876
[10]
GSM4692877
[11]
GSM4692878
[12]
GSM4692879
[13]
GSM4692880
[14]
GSM4692881
[15]
GSM4692882
[16]
GSM4692883
[17]
GSM4692884
[18]
GSM4692885
[19]
GSM4692886
[20]
GSM4692887
[21]
GSM4692888
[22]
GSM4692889
[23]
GSM4692890
[24]
GSM4692891
[25]
GSM4692892
[26]
GSM4692893
[27]
GSM4692894
[28]
GSM4692895
[29]
GSM4692896
[30]
GSM4692897
[31]
GSM4692898
[32]
GSM4692899
[33]
GSM4692900
[34]
GSM4692901
[35]
GSM4692902
[36]
GSM4692903
[37]
GSM4692904
[38]
GSM4692905
[39]
GSM4692906
[40]
GSM4692907
[41]
GSM4692908
[42]
GSM4692909
[43]
GSM4692910
[44]
GSM4692911
[45]
GSM4692912
[46]
GSM4692913
[47]
GSM4692914
[48]
GSM4692915
[49]
GSM4692916
[50]
GSM4692917
[51]
GSM4692918
[52]
GSM4692919
[53]
GSM4692920
[54]
GSM4692921
[55]
GSM4692922
[56]
GSM4692923
[57]
GSM4692924
[58]
GSM4692925
[59]
GSM4692926
[60]
GSM4692927
[61]
GSM4692928
[62]
GSM4692929
[63]
GSM4692930
[64]
GSM4692931
[65]
GSM4692932
[66]
GSM4692933
[67]
GSM4692934
[68]
GSM4692935
[69]
GSM4692936
[70]
GSM4692937
[71]
GSM4692938
[72]
GSM4692939
[73]
GSM4692940
[74]
GSM4692941
[75]
GSM4692942
[76]
GSM4692943
[77]
GSM4692944
[78]
GSM4692945
[79]
GSM4692946
[80]
GSM4692947
[81]
GSM4692948
[82]
GSM4692949
[83]
GSM4692950
[84]
GSM4692951
[85]
GSM4692952
[86]
GSM4692953
[87]
GSM4692954
[88]
GSM4692955
[89]
GSM4692956
[90]
GSM4692957
[91]
GSM4692958
[92]
GSM4692959
[93]
GSM4692960
[94]
GSM4692961
[95]
GSM4692962
[96]
GSM4692963
[97]
GSM4692964
[98]
GSM4692965
[99]
GSM4692966
[100]
GSM4692967
[101]
GSM4692968
[102]
GSM4692969
[103]
GSM4692970
[104]
GSM4692971
[105]
GSM4692972
[106]
GSM4692973
[107]
GSM4692974
[108]
GSM4692975
[109]
GSM4692976
[110]
GSM4692977
[111]
GSM4692978
[112]
GSM4692979
[113]
GSM4692980
[114]
GSM4692981
[115]
GSM4692982
sample_count
116
group_sizes
null
group_sizes_basis
null
platform
21290
taxon
Homo sapiens
title
Conserved interferon-gamma signaling and decreased immune exclusion programs in responses to immune checkpoint blockade therapy
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE91061
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=GSE91061
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE91061
version
null
note
Data are available in a public, open access repository.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data are available in a public, open access repository.
access_statement_kind
data_availability_statement
sample_accessions array · 109 items
[0]
GSM2420259
[1]
GSM2420260
[2]
GSM2420261
[3]
GSM2420262
[4]
GSM2420263
[5]
GSM2420264
[6]
GSM2420265
[7]
GSM2420266
[8]
GSM2420267
[9]
GSM2420268
[10]
GSM2420269
[11]
GSM2420270
[12]
GSM2420271
[13]
GSM2420272
[14]
GSM2420273
[15]
GSM2420274
[16]
GSM2420275
[17]
GSM2420276
[18]
GSM2420277
[19]
GSM2420278
[20]
GSM2420279
[21]
GSM2420280
[22]
GSM2420281
[23]
GSM2420282
[24]
GSM2420283
[25]
GSM2420284
[26]
GSM2420285
[27]
GSM2420286
[28]
GSM2420287
[29]
GSM2420288
[30]
GSM2420289
[31]
GSM2420290
[32]
GSM2420291
[33]
GSM2420292
[34]
GSM2420293
[35]
GSM2420294
[36]
GSM2420295
[37]
GSM2420296
[38]
GSM2420297
[39]
GSM2420298
[40]
GSM2420299
[41]
GSM2420300
[42]
GSM2420301
[43]
GSM2420302
[44]
GSM2420303
[45]
GSM2420304
[46]
GSM2420305
[47]
GSM2420306
[48]
GSM2420307
[49]
GSM2420308
[50]
GSM2420310
[51]
GSM2420311
[52]
GSM2420312
[53]
GSM2420313
[54]
GSM2420316
[55]
GSM2420317
[56]
GSM2420318
[57]
GSM2420319
[58]
GSM2420320
[59]
GSM2420323
[60]
GSM2420324
[61]
GSM2420325
[62]
GSM2420326
[63]
GSM2420328
[64]
GSM2420329
[65]
GSM2420331
[66]
GSM2420332
[67]
GSM2420333
[68]
GSM2420334
[69]
GSM2420335
[70]
GSM2420336
[71]
GSM2420337
[72]
GSM2420338
[73]
GSM2420339
[74]
GSM2420340
[75]
GSM2420341
[76]
GSM2420342
[77]
GSM2420343
[78]
GSM2420344
[79]
GSM2420345
[80]
GSM2420346
[81]
GSM2420349
[82]
GSM2420350
[83]
GSM2420351
[84]
GSM2420352
[85]
GSM2420353
[86]
GSM2420354
[87]
GSM2420355
[88]
GSM2420356
[89]
GSM2420357
[90]
GSM2420358
[91]
GSM2420359
[92]
GSM2420360
[93]
GSM2420361
[94]
GSM2420362
[95]
GSM2420363
[96]
GSM2420364
[97]
GSM2420365
[98]
GSM2420366
[99]
GSM2420367
[100]
GSM2420368
[101]
GSM2420369
[102]
GSM2420370
[103]
GSM2420371
[104]
GSM2420372
[105]
GSM2420373
[106]
GSM2420374
[107]
GSM2420375
[108]
GSM2420376
sample_count
109
group_sizes
null
group_sizes_basis
null
platform
9052
taxon
Homo sapiens
title
Molecular portraits of tumor mutational and micro-environmental sculpting by immune checkpoint blockade therapy
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:PRJEB23709
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=PRJEB23709
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PRJEB23709
version
null
note
Data are available in a public, open access repository.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data are available in a public, open access repository.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
null
resolution_checked_at
2026-11-01T18:46:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE154996 not downloaded
[1]
asset:data:geo:GSE154996 licence not read
[2]
asset:data:geo:GSE91061 not downloaded
[3]
asset:data:geo:GSE91061 licence not read
[4]
asset:data:geo:PRJEB23709 not downloaded
[5]
asset:data:geo:PRJEB23709 licence not read
analysis object · 4 fields
state
complete
methods array · 2 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
1
band
verbatim
quote
Overall survival was analyzed using the Kaplan-Meier method and log-rank test.
[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 · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
targets array · 0 items
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 · 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]
PRJEB23709
[1]
GSE91061
[2]
GSE154996
resolved_accessions array · 2 items
[0]
GSE91061
[1]
GSE154996
statements array · 1 item
[0]
Data are available in a public, open access repository.
basis
The paper names GSE91061, GSE154996 in ENA 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:39424359
[1]
data:geo:GSE154996
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:GSE154996
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
2026-11-01T19:35:45Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
19693
completion_tokens
2916
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:39424359
type
paper
label
pmid:39424359
[1] object · 3 fields
id
source:pmid:39424359
type
manuscript
label
PMID 39424359 full text
[2] object · 3 fields
id
data:geo:GSE154996
type
dataset
label
GEO GSE154996
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:39424359
type
paper
label
pmid:39424359
[1] object · 3 fields
id
source:pmid:39424359
type
manuscript
label
PMID 39424359 full text
[2] object · 3 fields
id
data:geo:GSE154996
type
dataset
label
GEO GSE154996
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-39424359
type
extraction
used array · 1 item
[0]
source:pmid:39424359
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE154996
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE154996
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:39424359
parent_hash
sha256:01a481cb507780d35778fa0ec778ef066d87e9fdad57e5464eb1ea89c7e18abc
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE154996 licence not read
[1]
asset:data:geo:GSE154996 not downloaded
[2]
asset:data:geo:GSE91061 licence not read
[3]
asset:data:geo:GSE91061 not downloaded
[4]
asset:data:geo:PRJEB23709 licence not read
[5]
asset:data:geo:PRJEB23709 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
assays array · 9 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 · 4 items
[0]
91061, and PRJEB23709 public RNA sequencing (RNA-seq) data sets that contained RNA-seq for patien
[1]
e TCGA-SKCM, GSE91061, and PRJEB23709 public RNA sequencing (RNA-seq) data sets that contained RNA-seq f
[2]
equencing (RNA-seq) data sets that contained RNA-seq for patients with MM. Functional assays comb
[3]
ses were applied to the bulk RNA sequencing (RNA-seq) data sets of TCGA-SKCM,18 PRJEB23709,19 and
order_basis
paper_text_order:727
id
assay:1
[1] 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
0.99
evidence array · 3 items
[0]
lines to validate in silico data. Multiplex immunofluorescence was performed on untreated or pretreatment t
[1]
RT-qPCR, western blots, nuclear extraction, immunofluorescence staining, mIF, siRNA transfection, analysis
[2]
vels using Opal staining Opal 7-Color Manual IHC Kit (NEL 811001KT, Akoya Biosciences). All t
order_basis
paper_text_order:929
id
assay:2
[2] 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
0.99
evidence array · 3 items
[0]
t in melanoma 2, on IFN-γ stimulation. IFI16 knockdown significantly decreased CXCL10 and ICAM1 sec
[1]
ion, immunofluorescence staining, mIF, siRNA transfection, analysis of public data sets, co-immunoprec
[2]
xtraction, immunofluorescence staining, mIF, siRNA transfection, analysis of public data sets,
order_basis
paper_text_order:1493
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
microarray
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]
ides from a well clinically annotated tissue microarray (TMA) containing 320 cores from 160 patients
order_basis
paper_text_order:2946
id
assay:4
[4] object · 11 fields
role
data_generation
definition_id
scrna_seq
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
unsupported
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
ded as input and the raw count matrix of the single-cell RNA-seq (scRNA-seq) data set from GSE15499621 was us
[1]
raw count matrix of the single-cell RNA-seq (scRNA-seq) data set from GSE15499621 was used as the r
[2]
co-immunoprecipitation (Co-IP), analysis of scRNA-seq data set, Chromatin Immunoprecipitation (ChI
order_basis
paper_text_order:4561
id
assay:5
[5] object · 11 fields
role
data_generation
definition_id
methylation_array
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
rence.17 CODEFACS, CIBERSORT,22 quanTIseq,23 EPIC,24 and MCP-counter25 deconvolution analyses
[1]
.stanford.edu/).22 For CIBERSORT, quanTIseq, EPIC, and MCP-counter, the web portal of TIMER2.0
order_basis
paper_text_order:4880
id
assay:6
[6] 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
0.99
evidence array · 2 items
[0]
ods Detailed information on drug treatments, RT-qPCR, western blots, nuclear extraction, immunofl
[1]
Detailed information on drug treatments, RT-qPCR, western blots, nuclear extraction, immunofl
order_basis
paper_text_order:5402
id
assay:7
[7] 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]
led information on drug treatments, RT-qPCR, western blots, nuclear extraction, immunofluorescence stai
order_basis
paper_text_order:5411
id
assay:8
[8] 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]
Overall survival was analyzed using the Kaplan-Meier method and log-rank test.
order_basis
consumes_earlier_output
id
assay:9
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39424359", "kind": "science-record", "revision": 3, "content_hash": "sha256:f4b3624badd34439c518deb24377eafb92793595437f95d44cc6d9c9604eaa92", "created_at": "2026-11-01T20:29:40Z", "updated_at": "2026-11-01T22:55:26Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Interferon-induced factor 16 is essential in metastatic melanoma to maintain STING levels and the immune responses upon IFN-γ response pathway activation.", "doi": "10.1136/jitc-2024-009590", "pmid": "39424359", "authors": ["Yuta Kobayashi", "Matias A Bustos", "Yoshinori Hayashi", "Qiang Yu", "Dave Hoon"], "journal": "Journal for immunotherapy of cancer", "year": 2024, "abstract": "BACKGROUND: Immune checkpoint inhibitor (ICIs)-based therapies are the standard of care treatment for patients with metastatic melanoma (MM). The stimulator of interferon genes (STING) signaling pathway is critical in controlling immune responses to ICIs. Interferon (IFN)-γ-inducible protein 16 (IFI16) is a cytosolic DNA sensor that activates the STING signaling pathway. The link between IFI16 and STING signaling pathway on IFN-γ stimulation and the connection to ICIs response remains not completely understood.\nMETHODS: Deconvolution analyses were performed using the TCGA-SKCM, GSE91061, and PRJEB23709 public RNA sequencing (RNA-seq) data sets that contained RNA-seq for patients with MM. Functional assays combined with cytokine arrays were performed using MM cell lines to validate in silico data. Multiplex immunofluorescence was performed on untreated or pretreatment tumor samples from patients with MM.\nRESULTS: Deconvolution analysis showed that high-IFI16 levels in melanoma cells were associated with a good prognosis in patients with MM and positively correlated with M1-macrophage infiltration. Functional assays using MM cell lines demonstrated that IFI16 is a key molecule to sense cytosolic DNA and activate STING and nuclear factor kappa B (NF-κB) signaling pathways, independent of cyclic GMP-AMP synthase or absent in melanoma 2, on IFN-γ stimulation. IFI16 knockdown significantly decreased CXCL10 and ICAM1 secretion. EZH2 inhibitor reversed the repressive epigenetic control on IFI16 to promote STING and NF-κB signaling pathways on IFN-γ stimulation. Increased IFI16, ICAM1, and CXCL10 levels in tumor samples from patients with MM were positively correlated with M1-macrophage infiltration and a significantly better response to ICIs.\nCONCLUSIONS: This study identifies IFI16 as a key sensor during IFN-γ stimulation associated with ICI response, and it proposes the epigenetic EZH2 inhibitor as an alternative treatment strategy to overcome ICI resistance in patients with MM.", "claims": [{"id": "claim-method", "statement": "Overall survival was analyzed using the Kaplan-Meier method and log-rank test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39424359", "locator": "sections[12] \"Biostatistics analysis\" paragraph 2", "quote": "Overall survival was analyzed using the Kaplan-Meier method and log-rank test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data are available in a public, open access repository.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39424359", "locator": "sections[28] \"Data availability statement\" paragraph 2", "quote": "Data are available in a public, open access repository."}], "state": "complete"}, {"id": "claim-target-result", "statement": "High-IFI16 mRNA levels were significantly associated with good prognosis in patients with AJCC stage III and IV melanoma.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39424359", "locator": "sections[15] \"IFI16 mRNA levels and prognosis of metastatic melanomas\" paragraph 4", "quote": "High-IFI16 mRNA levels were significantly associated with good prognosis in patients with AJCC stage III and IV melanoma (figure 1G–I)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "High-IFI16 mRNA levels were significantly associated with good prognosis in patients with AJCC stage III and IV melanoma.", "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:39424359"], "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:GSE154996"], "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:GSE154996"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39424359", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1136/jitc-2024-009590", "sha256": "sha256:1574816a7c6a498ff7857d21a761d12023cd8238af4156ecb46d443c3157e009", "bytes": 68029, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1136/jitc-2024-009590", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11492949", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE154996", "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=GSE154996", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE154996", "version": null, "note": "Data are available in a public, open access repository.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data are available in a public, open access repository.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4692867", "GSM4692868", "GSM4692869", "GSM4692870", "GSM4692871", "GSM4692872", "GSM4692873", "GSM4692874", "GSM4692875", "GSM4692876", "GSM4692877", "GSM4692878", "GSM4692879", "GSM4692880", "GSM4692881", "GSM4692882", "GSM4692883", "GSM4692884", "GSM4692885", "GSM4692886", "GSM4692887", "GSM4692888", "GSM4692889", "GSM4692890", "GSM4692891", "GSM4692892", "GSM4692893", "GSM4692894", "GSM4692895", "GSM4692896", "GSM4692897", "GSM4692898", "GSM4692899", "GSM4692900", "GSM4692901", "GSM4692902", "GSM4692903", "GSM4692904", "GSM4692905", "GSM4692906", "GSM4692907", "GSM4692908", "GSM4692909", "GSM4692910", "GSM4692911", "GSM4692912", "GSM4692913", "GSM4692914", "GSM4692915", "GSM4692916", "GSM4692917", "GSM4692918", "GSM4692919", "GSM4692920", "GSM4692921", "GSM4692922", "GSM4692923", "GSM4692924", "GSM4692925", "GSM4692926", "GSM4692927", "GSM4692928", "GSM4692929", "GSM4692930", "GSM4692931", "GSM4692932", "GSM4692933", "GSM4692934", "GSM4692935", "GSM4692936", "GSM4692937", "GSM4692938", "GSM4692939", "GSM4692940", "GSM4692941", "GSM4692942", "GSM4692943", "GSM4692944", "GSM4692945", "GSM4692946", "GSM4692947", "GSM4692948", "GSM4692949", "GSM4692950", "GSM4692951", "GSM4692952", "GSM4692953", "GSM4692954", "GSM4692955", "GSM4692956", "GSM4692957", "GSM4692958", "GSM4692959", "GSM4692960", "GSM4692961", "GSM4692962", "GSM4692963", "GSM4692964", "GSM4692965", "GSM4692966", "GSM4692967", "GSM4692968", "GSM4692969", "GSM4692970", "GSM4692971", "GSM4692972", "GSM4692973", "GSM4692974", "GSM4692975", "GSM4692976", "GSM4692977", "GSM4692978", "GSM4692979", "GSM4692980", "GSM4692981", "GSM4692982"], "sample_count": 116, "group_sizes": null, "group_sizes_basis": null, "platform": "21290", "taxon": "Homo sapiens", "title": "Conserved interferon-gamma signaling and decreased immune exclusion programs in responses to immune checkpoint blockade therapy", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE91061", "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=GSE91061", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE91061", "version": null, "note": "Data are available in a public, open access repository.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data are available in a public, open access repository.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2420259", "GSM2420260", "GSM2420261", "GSM2420262", "GSM2420263", "GSM2420264", "GSM2420265", "GSM2420266", "GSM2420267", "GSM2420268", "GSM2420269", "GSM2420270", "GSM2420271", "GSM2420272", "GSM2420273", "GSM2420274", "GSM2420275", "GSM2420276", "GSM2420277", "GSM2420278", "GSM2420279", "GSM2420280", "GSM2420281", "GSM2420282", "GSM2420283", "GSM2420284", "GSM2420285", "GSM2420286", "GSM2420287", "GSM2420288", "GSM2420289", "GSM2420290", "GSM2420291", "GSM2420292", "GSM2420293", "GSM2420294", "GSM2420295", "GSM2420296", "GSM2420297", "GSM2420298", "GSM2420299", "GSM2420300", "GSM2420301", "GSM2420302", "GSM2420303", "GSM2420304", "GSM2420305", "GSM2420306", "GSM2420307", "GSM2420308", "GSM2420310", "GSM2420311", "GSM2420312", "GSM2420313", "GSM2420316", "GSM2420317", "GSM2420318", "GSM2420319", "GSM2420320", "GSM2420323", "GSM2420324", "GSM2420325", "GSM2420326", "GSM2420328", "GSM2420329", "GSM2420331", "GSM2420332", "GSM2420333", "GSM2420334", "GSM2420335", "GSM2420336", "GSM2420337", "GSM2420338", "GSM2420339", "GSM2420340", "GSM2420341", "GSM2420342", "GSM2420343", "GSM2420344", "GSM2420345", "GSM2420346", "GSM2420349", "GSM2420350", "GSM2420351", "GSM2420352", "GSM2420353", "GSM2420354", "GSM2420355", "GSM2420356", "GSM2420357", "GSM2420358", "GSM2420359", "GSM2420360", "GSM2420361", "GSM2420362", "GSM2420363", "GSM2420364", "GSM2420365", "GSM2420366", "GSM2420367", "GSM2420368", "GSM2420369", "GSM2420370", "GSM2420371", "GSM2420372", "GSM2420373", "GSM2420374", "GSM2420375", "GSM2420376"], "sample_count": 109, "group_sizes": null, "group_sizes_basis": null, "platform": "9052", "taxon": "Homo sapiens", "title": "Molecular portraits of tumor mutational and micro-environmental sculpting by immune checkpoint blockade therapy", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:PRJEB23709", "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=PRJEB23709", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PRJEB23709", "version": null, "note": "Data are available in a public, open access repository.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data are available in a public, open access repository.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": null, "resolution_checked_at": "2026-11-01T18:46:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE154996 not downloaded", "asset:data:geo:GSE154996 licence not read", "asset:data:geo:GSE91061 not downloaded", "asset:data:geo:GSE91061 licence not read", "asset:data:geo:PRJEB23709 not downloaded", "asset:data:geo:PRJEB23709 licence not read"]}, "analysis": {"state": "complete", "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": 1.0, "band": "verbatim", "quote": "Overall survival was analyzed using the Kaplan-Meier method and log-rank test."}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}], "targets": [], "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": ["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": ["PRJEB23709", "GSE91061", "GSE154996"], "resolved_accessions": ["GSE91061", "GSE154996"], "statements": ["Data are available in a public, open access repository."], "basis": "The paper names GSE91061, GSE154996 in ENA 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:39424359", "data:geo:GSE154996"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE154996"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:35:45Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 19693, "completion_tokens": 2916, "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:39424359", "type": "paper", "label": "pmid:39424359"}, {"id": "source:pmid:39424359", "type": "manuscript", "label": "PMID 39424359 full text"}, {"id": "data:geo:GSE154996", "type": "dataset", "label": "GEO GSE154996"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39424359", "type": "paper", "label": "pmid:39424359"}, {"id": "source:pmid:39424359", "type": "manuscript", "label": "PMID 39424359 full text"}, {"id": "data:geo:GSE154996", "type": "dataset", "label": "GEO GSE154996"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39424359", "type": "extraction", "used": ["source:pmid:39424359"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE154996", "type": "accession_resolution", "used": ["data:geo:GSE154996"], "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:39424359", "parent_hash": "sha256:01a481cb507780d35778fa0ec778ef066d87e9fdad57e5464eb1ea89c7e18abc", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE154996 licence not read", "asset:data:geo:GSE154996 not downloaded", "asset:data:geo:GSE91061 licence not read", "asset:data:geo:GSE91061 not downloaded", "asset:data:geo:PRJEB23709 licence not read", "asset:data:geo:PRJEB23709 not downloaded", "execution.not_run", "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": ["91061, and PRJEB23709 public RNA sequencing (RNA-seq) data sets that contained RNA-seq for patien", "e TCGA-SKCM, GSE91061, and PRJEB23709 public RNA sequencing (RNA-seq) data sets that contained RNA-seq f", "equencing (RNA-seq) data sets that contained RNA-seq for patients with MM. Functional assays comb", "ses were applied to the bulk RNA sequencing (RNA-seq) data sets of TCGA-SKCM,18 PRJEB23709,19 and"], "order_basis": "paper_text_order:727", "id": "assay:1"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["lines to validate in silico data. Multiplex immunofluorescence was performed on untreated or pretreatment t", "RT-qPCR, western blots, nuclear extraction, immunofluorescence staining, mIF, siRNA transfection, analysis", "vels using Opal staining Opal 7-Color Manual IHC Kit (NEL 811001KT, Akoya Biosciences). All t"], "order_basis": "paper_text_order:929", "id": "assay:2"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["t in melanoma 2, on IFN-γ stimulation. IFI16 knockdown significantly decreased CXCL10 and ICAM1 sec", "ion, immunofluorescence staining, mIF, siRNA transfection, analysis of public data sets, co-immunoprec", "xtraction, immunofluorescence staining, mIF, siRNA transfection, analysis of public data sets,"], "order_basis": "paper_text_order:1493", "id": "assay:3"}, {"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ides from a well clinically annotated tissue microarray (TMA) containing 320 cores from 160 patients"], "order_basis": "paper_text_order:2946", "id": "assay:4"}, {"role": "data_generation", "definition_id": "scrna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "unsupported", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ded as input and the raw count matrix of the single-cell RNA-seq (scRNA-seq) data set from GSE15499621 was us", "raw count matrix of the single-cell RNA-seq (scRNA-seq) data set from GSE15499621 was used as the r", "co-immunoprecipitation (Co-IP), analysis of scRNA-seq data set, Chromatin Immunoprecipitation (ChI"], "order_basis": "paper_text_order:4561", "id": "assay:5"}, {"role": "data_generation", "definition_id": "methylation_array", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["rence.17 CODEFACS, CIBERSORT,22 quanTIseq,23 EPIC,24 and MCP-counter25 deconvolution analyses", ".stanford.edu/).22 For CIBERSORT, quanTIseq, EPIC, and MCP-counter, the web portal of TIMER2.0"], "order_basis": "paper_text_order:4880", "id": "assay:6"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ods Detailed information on drug treatments, RT-qPCR, western blots, nuclear extraction, immunofl", "Detailed information on drug treatments, RT-qPCR, western blots, nuclear extraction, immunofl"], "order_basis": "paper_text_order:5402", "id": "assay:7"}, {"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": ["led information on drug treatments, RT-qPCR, western blots, nuclear extraction, immunofluorescence stai"], "order_basis": "paper_text_order:5411", "id": "assay:8"}, {"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": 1.0, "evidence": ["Overall survival was analyzed using the Kaplan-Meier method and log-rank test."], "order_basis": "consumes_earlier_output", "id": "assay:9"}]}