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

pmid:35865015

Identification of BST2 Contributing to the Development of Glioblastoma Based on Bioinformatics Analysis.

Yang Kong · Zhiwei Xue · Haiying Wang · Guangqiang Cui · Anjing Chen · Jie Liu · Jian Wang · Xingang Li · Bin Huang

Frontiers in genetics · 2022 doi:10.3389/fgene.2022.890174

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:35865015
kind
science-record
content_hash
sha256:eae04db890d601808c8c77f2f58651f1f49e8ca1a0a07c08dfd7104ab43e7e45
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:14:57Z
updated_at
2026-11-01T22:07:06Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of BST2 Contributing to the Development of Glioblastoma Based on Bioinformatics Analysis.
doi
10.3389/fgene.2022.890174
pmid
35865015
authors array · 9 items
[0]
Yang Kong
[1]
Zhiwei Xue
[2]
Haiying Wang
[3]
Guangqiang Cui
[4]
Anjing Chen
[5]
Jie Liu
[6]
Jian Wang
[7]
Xingang Li
[8]
Bin Huang
journal
Frontiers in genetics
year
2022
abstract
Rigorous molecular analysis of the immune cell environment and immune response of human tumors has led to immune checkpoint inhibitors as one of the most promising strategies for the treatment of human cancer. However, in human glioblastoma multiforme (GBM) which develops in part by attracting immune cell types intrinsic to the human brain (microglia), standard immunotherapy has yielded inconsistent results in experimental models and patients. Here, we analyzed publicly available expression datasets to identify molecules possibly associated with immune response originating from or influencing the tumor microenvironment in primary tumor samples. Using three glioma datasets (GSE16011, Rembrandt-glioma and TCGA-glioma), we first analyzed the data to distinguish between GBMs of high and low tumor cell purity, a reflection of the cellular composition of the tumor microenvironment, and second, to identify differentially expressed genes (DEGs) between these two groups using GSEA and other analyses. Tumor purity was negatively correlated with patient prognosis. The interferon gamma-related gene BST2 emerged as a DEG that was highly expressed in GBM and negatively correlated with tumor purity. BST2 high tumors also tended to harbor PTEN mutations (31 vs. 9%, BST2 high versus BST2 low ) while BST2 low tumors more often had sustained TP53 mutations (8 versus 36%, BST2 high versus BST2 low ). Prognosis of patients with BST2 high tumors was also poor relative to patients with BST2 low tumors. Further molecular in silico analysis demonstrated that high expression of BST2 was negatively correlated with CD8+ T cells but positively correlated with macrophages with an M2 phenotype. Further functional analysis demonstrated that BST2 was associated with multiple immune checkpoints and cytokines, and may promote tumorigenesis and progression through interferon gamma, IL6/JAK/STAT3 signaling, IL2/STAT5 signaling and the TNF-α signaling via NF-kB pathway. Finally, a series of experiments confirmed that the expression of BST2 can be significantly increased by IFN induction, and knockdown of BST2 can significantly inhibit the growth and invasion of GBM cells, and may affect the phenotype of tumor-associated macrophages. In conclusion, BST2 may promote the progression of GBM and may be a target for treatment.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Using Kaplan-Meier analysis, we examined overall survival of patients in the TCGA-GBM dataset based on high and low expression of BST2, IFI44, LGALS3BP, LY6E, NOD1, USP18, OAS3, and PARP12 in tumors.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35865015
locator
sections[18] "High Expression of BST2 is Associated With Worse Prognosis" paragraph 2
quote
Using Kaplan-Meier analysis, we examined overall survival of patients in the TCGA-GBM dataset based on high and low expression of BST2, IFI44, LGALS3BP, LY6E, NOD1, USP18, OAS3, and PARP12 in tumors.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35865015
locator
sections[28] "Data Availability Statement" paragraph 2
quote
The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Tumor purity was negatively correlated with patient prognosis.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35865015
locator
sections[0] "Abstract" paragraph 1
quote
Tumor purity was negatively correlated with patient prognosis.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Tumor purity was negatively correlated with patient prognosis.
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:35865015
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:GSE16011
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:GSE16011
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 · 2 items
[0] object · 15 fields
id
source:pmid:35865015
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fgene.2022.890174
sha256
sha256:501a757443138741b6d7de87f56759afa57bd51a0daf956d9b2ea596c891f206
bytes
63367
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fgene.2022.890174
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
PMC9294273
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE16011
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=GSE16011
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE16011
version
null
note
The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 284 items
[0]
GSM405200
[1]
GSM405201
[2]
GSM405202
[3]
GSM405203
[4]
GSM405204
[5]
GSM405205
[6]
GSM405206
[7]
GSM405207
[8]
GSM405208
[9]
GSM405209
[10]
GSM405210
[11]
GSM405211
[12]
GSM405212
[13]
GSM405213
[14]
GSM405214
[15]
GSM405215
[16]
GSM405216
[17]
GSM405217
[18]
GSM405218
[19]
GSM405219
[20]
GSM405220
[21]
GSM405221
[22]
GSM405222
[23]
GSM405223
[24]
GSM405224
[25]
GSM405225
[26]
GSM405226
[27]
GSM405227
[28]
GSM405228
[29]
GSM405229
[30]
GSM405230
[31]
GSM405231
[32]
GSM405232
[33]
GSM405233
[34]
GSM405234
[35]
GSM405235
[36]
GSM405236
[37]
GSM405237
[38]
GSM405238
[39]
GSM405239
[40]
GSM405240
[41]
GSM405241
[42]
GSM405242
[43]
GSM405243
[44]
GSM405244
[45]
GSM405245
[46]
GSM405246
[47]
GSM405247
[48]
GSM405248
[49]
GSM405249
[50]
GSM405250
[51]
GSM405251
[52]
GSM405252
[53]
GSM405253
[54]
GSM405254
[55]
GSM405255
[56]
GSM405256
[57]
GSM405257
[58]
GSM405258
[59]
GSM405259
[60]
GSM405260
[61]
GSM405261
[62]
GSM405262
[63]
GSM405263
[64]
GSM405264
[65]
GSM405265
[66]
GSM405266
[67]
GSM405267
[68]
GSM405268
[69]
GSM405269
[70]
GSM405270
[71]
GSM405271
[72]
GSM405272
[73]
GSM405273
[74]
GSM405274
[75]
GSM405275
[76]
GSM405276
[77]
GSM405277
[78]
GSM405278
[79]
GSM405279
[80]
GSM405280
[81]
GSM405281
[82]
GSM405282
[83]
GSM405283
[84]
GSM405284
[85]
GSM405285
[86]
GSM405286
[87]
GSM405287
[88]
GSM405288
[89]
GSM405289
[90]
GSM405290
[91]
GSM405291
[92]
GSM405292
[93]
GSM405293
[94]
GSM405294
[95]
GSM405295
[96]
GSM405296
[97]
GSM405297
[98]
GSM405298
[99]
GSM405299
[100]
GSM405300
[101]
GSM405301
[102]
GSM405302
[103]
GSM405303
[104]
GSM405304
[105]
GSM405305
[106]
GSM405306
[107]
GSM405307
[108]
GSM405308
[109]
GSM405309
[110]
GSM405310
[111]
GSM405311
[112]
GSM405312
[113]
GSM405313
[114]
GSM405314
[115]
GSM405315
[116]
GSM405316
[117]
GSM405317
[118]
GSM405318
[119]
GSM405319
[120]
GSM405320
[121]
GSM405321
[122]
GSM405322
[123]
GSM405323
[124]
GSM405324
[125]
GSM405325
[126]
GSM405326
[127]
GSM405327
[128]
GSM405328
[129]
GSM405329
[130]
GSM405330
[131]
GSM405331
[132]
GSM405332
[133]
GSM405333
[134]
GSM405334
[135]
GSM405335
[136]
GSM405336
[137]
GSM405337
[138]
GSM405338
[139]
GSM405339
[140]
GSM405340
[141]
GSM405341
[142]
GSM405342
[143]
GSM405343
[144]
GSM405344
[145]
GSM405345
[146]
GSM405346
[147]
GSM405347
[148]
GSM405348
[149]
GSM405349
[150]
GSM405350
[151]
GSM405351
[152]
GSM405352
[153]
GSM405353
[154]
GSM405354
[155]
GSM405355
[156]
GSM405356
[157]
GSM405357
[158]
GSM405358
[159]
GSM405359
[160]
GSM405360
[161]
GSM405361
[162]
GSM405362
[163]
GSM405363
[164]
GSM405364
[165]
GSM405365
[166]
GSM405366
[167]
GSM405367
[168]
GSM405368
[169]
GSM405369
[170]
GSM405370
[171]
GSM405371
[172]
GSM405372
[173]
GSM405373
[174]
GSM405374
[175]
GSM405375
[176]
GSM405376
[177]
GSM405377
[178]
GSM405378
[179]
GSM405379
[180]
GSM405380
[181]
GSM405381
[182]
GSM405382
[183]
GSM405383
[184]
GSM405384
[185]
GSM405385
[186]
GSM405386
[187]
GSM405387
[188]
GSM405388
[189]
GSM405389
[190]
GSM405390
[191]
GSM405391
[192]
GSM405392
[193]
GSM405393
[194]
GSM405394
[195]
GSM405395
[196]
GSM405396
[197]
GSM405397
[198]
GSM405398
[199]
GSM405399
[200]
GSM405400
[201]
GSM405401
[202]
GSM405402
[203]
GSM405403
[204]
GSM405404
[205]
GSM405405
[206]
GSM405406
[207]
GSM405407
[208]
GSM405408
[209]
GSM405409
[210]
GSM405410
[211]
GSM405411
[212]
GSM405412
[213]
GSM405413
[214]
GSM405414
[215]
GSM405415
[216]
GSM405416
[217]
GSM405417
[218]
GSM405418
[219]
GSM405419
[220]
GSM405420
[221]
GSM405421
[222]
GSM405422
[223]
GSM405423
[224]
GSM405424
[225]
GSM405425
[226]
GSM405426
[227]
GSM405427
[228]
GSM405428
[229]
GSM405429
[230]
GSM405430
[231]
GSM405431
[232]
GSM405432
[233]
GSM405433
[234]
GSM405434
[235]
GSM405435
[236]
GSM405436
[237]
GSM405437
[238]
GSM405438
[239]
GSM405439
[240]
GSM405440
[241]
GSM405441
[242]
GSM405442
[243]
GSM405443
[244]
GSM405444
[245]
GSM405445
[246]
GSM405446
[247]
GSM405447
[248]
GSM405448
[249]
GSM405449
[250]
GSM405450
[251]
GSM405451
[252]
GSM405452
[253]
GSM405453
[254]
GSM405454
[255]
GSM405455
[256]
GSM405456
[257]
GSM405457
[258]
GSM405458
[259]
GSM405459
[260]
GSM405460
[261]
GSM405461
[262]
GSM405462
[263]
GSM405463
[264]
GSM405464
[265]
GSM405465
[266]
GSM405466
[267]
GSM405467
[268]
GSM405468
[269]
GSM405469
[270]
GSM405470
[271]
GSM405471
[272]
GSM405472
[273]
GSM405473
[274]
GSM405474
[275]
GSM405475
[276]
GSM405476
[277]
GSM405477
[278]
GSM405478
[279]
GSM405479
[280]
GSM405480
[281]
GSM405481
[282]
GSM405482
[283]
GSM405483
sample_count
284
group_sizes
null
group_sizes_basis
null
platform
8542
taxon
Homo sapiens
title
Intrinsic Gene Expression Profiles of Gliomas are a Better Predictor of Survival than Histology
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 · 2 items
[0]
asset:data:geo:GSE16011 not downloaded
[1]
asset:data:geo:GSE16011 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
Using Kaplan-Meier analysis, we examined overall survival of patients in the TCGA-GBM dataset based on high and low expression of BST2, IFI44, LGALS3BP, LY6E, NOD1, USP18, OAS3, and PARP12 in tumors.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
ANOVA
[2] object · 10 fields
id
method-3
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
0.8
band
high
quote
Kaplan-Meier
[3] object · 10 fields
id
method-4
family
correlation_analysis
specific
spearman
label
Correlation analysis
dsl_operations array · 1 item
[0]
spearman_rho
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.8
band
high
quote
Spearman rank correlation
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
logrank_test
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: log_rank_test.
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 · 1 item
[0]
GSE16011
resolved_accessions array · 1 item
[0]
GSE16011
statements array · 1 item
[0]
The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.
basis
The paper names GSE16011 in GSE16011 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]
logrank_test
assets array · 2 items
[0]
source:pmid:35865015
[1]
data:geo:GSE16011
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:GSE16011
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
2026-11-01T17:56:28Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
19186
completion_tokens
1702
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:35865015
type
paper
label
pmid:35865015
[1] object · 3 fields
id
source:pmid:35865015
type
manuscript
label
PMID 35865015 full text
[2] object · 3 fields
id
data:geo:GSE16011
type
dataset
label
GEO GSE16011
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:35865015
type
paper
label
pmid:35865015
[1] object · 3 fields
id
source:pmid:35865015
type
manuscript
label
PMID 35865015 full text
[2] object · 3 fields
id
data:geo:GSE16011
type
dataset
label
GEO GSE16011
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35865015
type
extraction
used array · 1 item
[0]
source:pmid:35865015
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE16011
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE16011
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:35865015
parent_hash
sha256:73fbf2e99ebf29e1cc0904b883ac392be1238225ba5e4d386b90a89327138a2c
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE16011 licence not read
[1]
asset:data:geo:GSE16011 not downloaded
[2]
execution.not_run
[3]
method.reader_differs_from_extractor
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 2 items
[0] 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]
ignificantly increased by IFN induction, and knockdown of BST2 can significantly inhibit the growth
[1]
rimental Reagents Interfering RNA sequences (siRNA) were synthesized (GenePharma, Shanghai, Chi
[2]
enePharma, Shanghai, China). Before use, the siRNA powder was centrifuged, dissolved in DEPC wa
order_basis
paper_text_order:2151
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
logrank_test
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Using Kaplan-Meier analysis, we examined overall survival of patients in the TCGA-GBM dataset based on high and low expression of BST2, IFI44, LGALS3BP, LY6E, NOD1, USP18, OAS3, and PARP12 in tumors.
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:35865015", "kind": "science-record", "revision": 4, "content_hash": "sha256:eae04db890d601808c8c77f2f58651f1f49e8ca1a0a07c08dfd7104ab43e7e45", "created_at": "2026-11-01T18:14:57Z", "updated_at": "2026-11-01T22:07:06Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of BST2 Contributing to the Development of Glioblastoma Based on Bioinformatics Analysis.", "doi": "10.3389/fgene.2022.890174", "pmid": "35865015", "authors": ["Yang Kong", "Zhiwei Xue", "Haiying Wang", "Guangqiang Cui", "Anjing Chen", "Jie Liu", "Jian Wang", "Xingang Li", "Bin Huang"], "journal": "Frontiers in genetics", "year": 2022, "abstract": "Rigorous molecular analysis of the immune cell environment and immune response of human tumors has led to immune checkpoint inhibitors as one of the most promising strategies for the treatment of human cancer. However, in human glioblastoma multiforme (GBM) which develops in part by attracting immune cell types intrinsic to the human brain (microglia), standard immunotherapy has yielded inconsistent results in experimental models and patients. Here, we analyzed publicly available expression datasets to identify molecules possibly associated with immune response originating from or influencing the tumor microenvironment in primary tumor samples. Using three glioma datasets (GSE16011, Rembrandt-glioma and TCGA-glioma), we first analyzed the data to distinguish between GBMs of high and low tumor cell purity, a reflection of the cellular composition of the tumor microenvironment, and second, to identify differentially expressed genes (DEGs) between these two groups using GSEA and other analyses. Tumor purity was negatively correlated with patient prognosis. The interferon gamma-related gene BST2 emerged as a DEG that was highly expressed in GBM and negatively correlated with tumor purity. BST2 high tumors also tended to harbor PTEN mutations (31 vs. 9%, BST2 high versus BST2 low ) while BST2 low tumors more often had sustained TP53 mutations (8 versus 36%, BST2 high versus BST2 low ). Prognosis of patients with BST2 high tumors was also poor relative to patients with BST2 low tumors. Further molecular in silico analysis demonstrated that high expression of BST2 was negatively correlated with CD8+ T cells but positively correlated with macrophages with an M2 phenotype. Further functional analysis demonstrated that BST2 was associated with multiple immune checkpoints and cytokines, and may promote tumorigenesis and progression through interferon gamma, IL6/JAK/STAT3 signaling, IL2/STAT5 signaling and the TNF-α signaling via NF-kB pathway. Finally, a series of experiments confirmed that the expression of BST2 can be significantly increased by IFN induction, and knockdown of BST2 can significantly inhibit the growth and invasion of GBM cells, and may affect the phenotype of tumor-associated macrophages. In conclusion, BST2 may promote the progression of GBM and may be a target for treatment.", "claims": [{"id": "claim-method", "statement": "Using Kaplan-Meier analysis, we examined overall survival of patients in the TCGA-GBM dataset based on high and low expression of BST2, IFI44, LGALS3BP, LY6E, NOD1, USP18, OAS3, and PARP12 in tumors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35865015", "locator": "sections[18] \"High Expression of BST2 is Associated With Worse Prognosis\" paragraph 2", "quote": "Using Kaplan-Meier analysis, we examined overall survival of patients in the TCGA-GBM dataset based on high and low expression of BST2, IFI44, LGALS3BP, LY6E, NOD1, USP18, OAS3, and PARP12 in tumors."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35865015", "locator": "sections[28] \"Data Availability Statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Tumor purity was negatively correlated with patient prognosis.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35865015", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Tumor purity was negatively correlated with patient prognosis."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Tumor purity was negatively correlated with patient prognosis.", "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:35865015"], "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:GSE16011"], "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:GSE16011"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35865015", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fgene.2022.890174", "sha256": "sha256:501a757443138741b6d7de87f56759afa57bd51a0daf956d9b2ea596c891f206", "bytes": 63367, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fgene.2022.890174", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9294273", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE16011", "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=GSE16011", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE16011", "version": null, "note": "The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM405200", "GSM405201", "GSM405202", "GSM405203", "GSM405204", "GSM405205", "GSM405206", "GSM405207", "GSM405208", "GSM405209", "GSM405210", "GSM405211", "GSM405212", "GSM405213", "GSM405214", "GSM405215", "GSM405216", "GSM405217", "GSM405218", "GSM405219", "GSM405220", "GSM405221", "GSM405222", "GSM405223", "GSM405224", "GSM405225", "GSM405226", "GSM405227", "GSM405228", "GSM405229", "GSM405230", "GSM405231", "GSM405232", "GSM405233", "GSM405234", "GSM405235", "GSM405236", "GSM405237", "GSM405238", "GSM405239", "GSM405240", "GSM405241", "GSM405242", "GSM405243", "GSM405244", "GSM405245", "GSM405246", "GSM405247", "GSM405248", "GSM405249", "GSM405250", "GSM405251", "GSM405252", "GSM405253", "GSM405254", "GSM405255", "GSM405256", "GSM405257", "GSM405258", "GSM405259", "GSM405260", "GSM405261", "GSM405262", "GSM405263", "GSM405264", "GSM405265", "GSM405266", "GSM405267", "GSM405268", "GSM405269", "GSM405270", "GSM405271", "GSM405272", "GSM405273", "GSM405274", "GSM405275", "GSM405276", "GSM405277", "GSM405278", "GSM405279", "GSM405280", "GSM405281", "GSM405282", "GSM405283", "GSM405284", "GSM405285", "GSM405286", "GSM405287", "GSM405288", "GSM405289", "GSM405290", "GSM405291", "GSM405292", "GSM405293", "GSM405294", "GSM405295", "GSM405296", "GSM405297", "GSM405298", "GSM405299", "GSM405300", "GSM405301", "GSM405302", "GSM405303", "GSM405304", "GSM405305", "GSM405306", "GSM405307", "GSM405308", "GSM405309", "GSM405310", "GSM405311", "GSM405312", "GSM405313", "GSM405314", "GSM405315", "GSM405316", "GSM405317", "GSM405318", "GSM405319", "GSM405320", "GSM405321", "GSM405322", "GSM405323", "GSM405324", "GSM405325", "GSM405326", "GSM405327", "GSM405328", "GSM405329", "GSM405330", "GSM405331", "GSM405332", "GSM405333", "GSM405334", "GSM405335", "GSM405336", "GSM405337", "GSM405338", "GSM405339", "GSM405340", "GSM405341", "GSM405342", "GSM405343", "GSM405344", "GSM405345", "GSM405346", "GSM405347", "GSM405348", "GSM405349", "GSM405350", "GSM405351", "GSM405352", "GSM405353", "GSM405354", "GSM405355", "GSM405356", "GSM405357", "GSM405358", "GSM405359", "GSM405360", "GSM405361", "GSM405362", "GSM405363", "GSM405364", "GSM405365", "GSM405366", "GSM405367", "GSM405368", "GSM405369", "GSM405370", "GSM405371", "GSM405372", "GSM405373", "GSM405374", "GSM405375", "GSM405376", "GSM405377", "GSM405378", "GSM405379", "GSM405380", "GSM405381", "GSM405382", "GSM405383", "GSM405384", "GSM405385", "GSM405386", "GSM405387", "GSM405388", "GSM405389", "GSM405390", "GSM405391", "GSM405392", "GSM405393", "GSM405394", "GSM405395", "GSM405396", "GSM405397", "GSM405398", "GSM405399", "GSM405400", "GSM405401", "GSM405402", "GSM405403", "GSM405404", "GSM405405", "GSM405406", "GSM405407", "GSM405408", "GSM405409", "GSM405410", "GSM405411", "GSM405412", "GSM405413", "GSM405414", "GSM405415", "GSM405416", "GSM405417", "GSM405418", "GSM405419", "GSM405420", "GSM405421", "GSM405422", "GSM405423", "GSM405424", "GSM405425", "GSM405426", "GSM405427", "GSM405428", "GSM405429", "GSM405430", "GSM405431", "GSM405432", "GSM405433", "GSM405434", "GSM405435", "GSM405436", "GSM405437", "GSM405438", "GSM405439", "GSM405440", "GSM405441", "GSM405442", "GSM405443", "GSM405444", "GSM405445", "GSM405446", "GSM405447", "GSM405448", "GSM405449", "GSM405450", "GSM405451", "GSM405452", "GSM405453", "GSM405454", "GSM405455", "GSM405456", "GSM405457", "GSM405458", "GSM405459", "GSM405460", "GSM405461", "GSM405462", "GSM405463", "GSM405464", "GSM405465", "GSM405466", "GSM405467", "GSM405468", "GSM405469", "GSM405470", "GSM405471", "GSM405472", "GSM405473", "GSM405474", "GSM405475", "GSM405476", "GSM405477", "GSM405478", "GSM405479", "GSM405480", "GSM405481", "GSM405482", "GSM405483"], "sample_count": 284, "group_sizes": null, "group_sizes_basis": null, "platform": "8542", "taxon": "Homo sapiens", "title": "Intrinsic Gene Expression Profiles of Gliomas are a Better Predictor of Survival than Histology", "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:GSE16011 not downloaded", "asset:data:geo:GSE16011 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "Using Kaplan-Meier analysis, we examined overall survival of patients in the TCGA-GBM dataset based on high and low expression of BST2, IFI44, LGALS3BP, LY6E, NOD1, USP18, OAS3, and PARP12 in tumors."}}, {"id": "method-2", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"id": "method-3", "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": 0.8, "band": "high", "quote": "Kaplan-Meier"}}, {"id": "method-4", "family": "correlation_analysis", "specific": "spearman", "label": "Correlation analysis", "dsl_operations": ["spearman_rho"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Spearman rank correlation"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["logrank_test"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test."}, "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": ["GSE16011"], "resolved_accessions": ["GSE16011"], "statements": ["The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author."], "basis": "The paper names GSE16011 in GSE16011 and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["logrank_test"], "assets": ["source:pmid:35865015", "data:geo:GSE16011"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE16011"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:56:28Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 19186, "completion_tokens": 1702, "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:35865015", "type": "paper", "label": "pmid:35865015"}, {"id": "source:pmid:35865015", "type": "manuscript", "label": "PMID 35865015 full text"}, {"id": "data:geo:GSE16011", "type": "dataset", "label": "GEO GSE16011"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35865015", "type": "paper", "label": "pmid:35865015"}, {"id": "source:pmid:35865015", "type": "manuscript", "label": "PMID 35865015 full text"}, {"id": "data:geo:GSE16011", "type": "dataset", "label": "GEO GSE16011"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35865015", "type": "extraction", "used": ["source:pmid:35865015"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE16011", "type": "accession_resolution", "used": ["data:geo:GSE16011"], "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:35865015", "parent_hash": "sha256:73fbf2e99ebf29e1cc0904b883ac392be1238225ba5e4d386b90a89327138a2c", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE16011 licence not read", "asset:data:geo:GSE16011 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ignificantly increased by IFN induction, and knockdown of BST2 can significantly inhibit the growth", "rimental Reagents Interfering RNA sequences (siRNA) were synthesized (GenePharma, Shanghai, Chi", "enePharma, Shanghai, China). Before use, the siRNA powder was centrifuged, dissolved in DEPC wa"], "order_basis": "paper_text_order:2151", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Using Kaplan-Meier analysis, we examined overall survival of patients in the TCGA-GBM dataset based on high and low expression of BST2, IFI44, LGALS3BP, LY6E, NOD1, USP18, OAS3, and PARP12 in tumors."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}