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pmid:36059811

Systematic Analysis of Molecular Subtypes and Immune Prediction Based on CD8 T Cell Pattern Genes Based on Head and Neck Cancer.

Li Yanwei · Feng He · Shuang Liu · Zhanyu Pan

Journal of oncology · 2022 doi:10.1155/2022/1500493

Paper

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Experiment

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Data

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Analysis

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title
Systematic Analysis of Molecular Subtypes and Immune Prediction Based on CD8 T Cell Pattern Genes Based on Head and Neck Cancer.
doi
10.1155/2022/1500493
pmid
36059811
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Li Yanwei
[1]
Feng He
[2]
Shuang Liu
[3]
Zhanyu Pan
journal
Journal of oncology
year
2022
abstract
CD8+ T lymphocytes, also known as cytotoxic T lymphocytes, are the most powerful antitumour cells in the human body. Patients with head and neck squamous cell carcinoma (HNSCC) in whom CD8+ T lymphocyte infiltration is high have a better prognosis. However, the clinical significance and prognostic significance of CD8+ T cell-related regulatory genes in HNSCC remain unclear, and further research is required. In total, 446 CD8+ T cell-related genes were obtained using WGCNA. It was discovered that 111 genes included within the TCGA and GSE65858 datasets were intimately linked to the patient's prognosis. These genes were included in the subsequent analysis. According to consensus clustering analysis, HNSCC samples were classified into 3 subtypes (IC1, IC2, and IC3). There were substantial differences between the three subtypes in terms of immunological molecules, immune function, and the response to drug treatment. In addition, the 8-gene signature, which was generated premised on CD8+ T cell-related genes, exhibited stable prognostic prediction in the TCGA and GEO datasets and different HNSCC patient subgroups and independently served as a prognostic indicator for HNSCC. More importantly, the 8-gene signature effectively predicted immunotherapy response. We first constructed a molecular subtype of HNSCC based on CD8+ T cell-related genes. Between the three subtypes, there were significant differences in the prognosis, clinical features, immunological molecules, and drug treatment response. The 8-gene signature that was further constructed effectively predicted prognosis and immunotherapy response.
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To conduct the LASSO Cox regression analysis, we used the glmnet software package in R.
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The 8-gene signature that was further constructed effectively predicted prognosis and immunotherapy response.
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More importantly, the 8-gene signature effectively predicted immunotherapy response.
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GSM1209598
[45]
GSM1209599
sample_count
46
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
An Expression Atlas of Human Primary Cells: Inference of Gene Function from Coexpression Networks
resolution_checked_at
2026-11-01T18:06:44Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[10] object · 15 fields
id
data:geo:GSE59237
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=GSE59237
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE59237
version
null
note
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
access_statement_kind
data_availability_statement
sample_accessions array · 18 items
[0]
GSM1431110
[1]
GSM1431111
[2]
GSM1431112
[3]
GSM1431113
[4]
GSM1431114
[5]
GSM1431115
[6]
GSM1431116
[7]
GSM1431117
[8]
GSM1431118
[9]
GSM1431119
[10]
GSM1431120
[11]
GSM1431121
[12]
GSM1431122
[13]
GSM1431123
[14]
GSM1431124
[15]
GSM1431125
[16]
GSM1431126
[17]
GSM1431127
sample_count
18
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
TSLP effects on primary human blood dendritic cells
resolution_checked_at
2026-11-01T18:06:44Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[11] object · 15 fields
id
data:geo:GSE65858
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=GSE65858
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE65858
version
null
note
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
access_statement_kind
data_availability_statement
sample_accessions array · 270 items
[0]
GSM1607684
[1]
GSM1607685
[2]
GSM1607686
[3]
GSM1607687
[4]
GSM1607688
[5]
GSM1607689
[6]
GSM1607690
[7]
GSM1607691
[8]
GSM1607692
[9]
GSM1607693
[10]
GSM1607694
[11]
GSM1607695
[12]
GSM1607696
[13]
GSM1607697
[14]
GSM1607698
[15]
GSM1607699
[16]
GSM1607700
[17]
GSM1607701
[18]
GSM1607702
[19]
GSM1607703
[20]
GSM1607704
[21]
GSM1607705
[22]
GSM1607706
[23]
GSM1607707
[24]
GSM1607708
[25]
GSM1607709
[26]
GSM1607710
[27]
GSM1607711
[28]
GSM1607712
[29]
GSM1607713
[30]
GSM1607714
[31]
GSM1607715
[32]
GSM1607716
[33]
GSM1607717
[34]
GSM1607718
[35]
GSM1607719
[36]
GSM1607720
[37]
GSM1607721
[38]
GSM1607722
[39]
GSM1607723
[40]
GSM1607724
[41]
GSM1607725
[42]
GSM1607726
[43]
GSM1607727
[44]
GSM1607728
[45]
GSM1607729
[46]
GSM1607730
[47]
GSM1607731
[48]
GSM1607732
[49]
GSM1607733
[50]
GSM1607734
[51]
GSM1607735
[52]
GSM1607736
[53]
GSM1607737
[54]
GSM1607738
[55]
GSM1607739
[56]
GSM1607740
[57]
GSM1607741
[58]
GSM1607742
[59]
GSM1607743
[60]
GSM1607744
[61]
GSM1607745
[62]
GSM1607746
[63]
GSM1607747
[64]
GSM1607748
[65]
GSM1607749
[66]
GSM1607750
[67]
GSM1607751
[68]
GSM1607752
[69]
GSM1607753
[70]
GSM1607754
[71]
GSM1607755
[72]
GSM1607756
[73]
GSM1607757
[74]
GSM1607758
[75]
GSM1607759
[76]
GSM1607760
[77]
GSM1607761
[78]
GSM1607762
[79]
GSM1607763
[80]
GSM1607764
[81]
GSM1607765
[82]
GSM1607766
[83]
GSM1607767
[84]
GSM1607768
[85]
GSM1607769
[86]
GSM1607770
[87]
GSM1607771
[88]
GSM1607772
[89]
GSM1607773
[90]
GSM1607774
[91]
GSM1607775
[92]
GSM1607776
[93]
GSM1607777
[94]
GSM1607778
[95]
GSM1607779
[96]
GSM1607780
[97]
GSM1607781
[98]
GSM1607782
[99]
GSM1607783
[100]
GSM1607784
[101]
GSM1607785
[102]
GSM1607786
[103]
GSM1607787
[104]
GSM1607788
[105]
GSM1607789
[106]
GSM1607790
[107]
GSM1607791
[108]
GSM1607792
[109]
GSM1607793
[110]
GSM1607794
[111]
GSM1607795
[112]
GSM1607796
[113]
GSM1607797
[114]
GSM1607798
[115]
GSM1607799
[116]
GSM1607800
[117]
GSM1607801
[118]
GSM1607802
[119]
GSM1607803
[120]
GSM1607804
[121]
GSM1607805
[122]
GSM1607806
[123]
GSM1607807
[124]
GSM1607808
[125]
GSM1607809
[126]
GSM1607810
[127]
GSM1607811
[128]
GSM1607812
[129]
GSM1607813
[130]
GSM1607814
[131]
GSM1607815
[132]
GSM1607816
[133]
GSM1607817
[134]
GSM1607818
[135]
GSM1607819
[136]
GSM1607820
[137]
GSM1607821
[138]
GSM1607822
[139]
GSM1607823
[140]
GSM1607824
[141]
GSM1607825
[142]
GSM1607826
[143]
GSM1607827
[144]
GSM1607828
[145]
GSM1607829
[146]
GSM1607830
[147]
GSM1607831
[148]
GSM1607832
[149]
GSM1607833
[150]
GSM1607834
[151]
GSM1607835
[152]
GSM1607836
[153]
GSM1607837
[154]
GSM1607838
[155]
GSM1607839
[156]
GSM1607840
[157]
GSM1607841
[158]
GSM1607842
[159]
GSM1607843
[160]
GSM1607844
[161]
GSM1607845
[162]
GSM1607846
[163]
GSM1607847
[164]
GSM1607848
[165]
GSM1607849
[166]
GSM1607850
[167]
GSM1607851
[168]
GSM1607852
[169]
GSM1607853
[170]
GSM1607854
[171]
GSM1607855
[172]
GSM1607856
[173]
GSM1607857
[174]
GSM1607858
[175]
GSM1607859
[176]
GSM1607860
[177]
GSM1607861
[178]
GSM1607862
[179]
GSM1607863
[180]
GSM1607864
[181]
GSM1607865
[182]
GSM1607866
[183]
GSM1607867
[184]
GSM1607868
[185]
GSM1607869
[186]
GSM1607870
[187]
GSM1607871
[188]
GSM1607872
[189]
GSM1607873
[190]
GSM1607874
[191]
GSM1607875
[192]
GSM1607876
[193]
GSM1607877
[194]
GSM1607878
[195]
GSM1607879
[196]
GSM1607880
[197]
GSM1607881
[198]
GSM1607882
[199]
GSM1607883
[200]
GSM1607884
[201]
GSM1607885
[202]
GSM1607886
[203]
GSM1607887
[204]
GSM1607888
[205]
GSM1607889
[206]
GSM1607890
[207]
GSM1607891
[208]
GSM1607892
[209]
GSM1607893
[210]
GSM1607894
[211]
GSM1607895
[212]
GSM1607896
[213]
GSM1607897
[214]
GSM1607898
[215]
GSM1607899
[216]
GSM1607900
[217]
GSM1607901
[218]
GSM1607902
[219]
GSM1607903
[220]
GSM1607904
[221]
GSM1607905
[222]
GSM1607906
[223]
GSM1607907
[224]
GSM1607908
[225]
GSM1607909
[226]
GSM1607910
[227]
GSM1607911
[228]
GSM1607912
[229]
GSM1607913
[230]
GSM1607914
[231]
GSM1607915
[232]
GSM1607916
[233]
GSM1607917
[234]
GSM1607918
[235]
GSM1607919
[236]
GSM1607920
[237]
GSM1607921
[238]
GSM1607922
[239]
GSM1607923
[240]
GSM1607924
[241]
GSM1607925
[242]
GSM1607926
[243]
GSM1607927
[244]
GSM1607928
[245]
GSM1607929
[246]
GSM1607930
[247]
GSM1607931
[248]
GSM1607932
[249]
GSM1607933
[250]
GSM1607934
[251]
GSM1607935
[252]
GSM1607936
[253]
GSM1607937
[254]
GSM1607938
[255]
GSM1607939
[256]
GSM1607940
[257]
GSM1607941
[258]
GSM1607942
[259]
GSM1607943
[260]
GSM1607944
[261]
GSM1607945
[262]
GSM1607946
[263]
GSM1607947
[264]
GSM1607948
[265]
GSM1607949
[266]
GSM1607950
[267]
GSM1607951
[268]
GSM1607952
[269]
GSM1607953
sample_count
270
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Gene expression patterns and TP53 mutations are associated with HPV RNA status, lymph node metastasis, and survival in head and neck cancer
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[12] object · 15 fields
id
data:geo:GSE6863
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=GSE6863
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE6863
version
null
note
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
access_statement_kind
data_availability_statement
sample_accessions array · 6 items
[0]
GSM158148
[1]
GSM158182
[2]
GSM158183
[3]
GSM158184
[4]
GSM158186
[5]
GSM158187
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Immature dendritic cells under hypoxic condition
resolution_checked_at
2026-11-01T18:06:44Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[13] object · 15 fields
id
data:geo:GSE78220
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=GSE78220
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE78220
version
null
note
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
access_statement_kind
data_availability_statement
sample_accessions array · 28 items
[0]
GSM2069823
[1]
GSM2069824
[2]
GSM2069825
[3]
GSM2069826
[4]
GSM2069827
[5]
GSM2069828
[6]
GSM2069829
[7]
GSM2069830
[8]
GSM2069831
[9]
GSM2069832
[10]
GSM2069833
[11]
GSM2069834
[12]
GSM2069835
[13]
GSM2069836
[14]
GSM2069837
[15]
GSM2069838
[16]
GSM2069839
[17]
GSM2069840
[18]
GSM2069841
[19]
GSM2069842
[20]
GSM2069843
[21]
GSM2069844
[22]
GSM2069845
[23]
GSM2069846
[24]
GSM2069847
[25]
GSM2069848
[26]
GSM2069849
[27]
GSM2069850
sample_count
28
group_sizes
null
group_sizes_basis
null
platform
11154
taxon
Homo sapiens
title
mRNA expressions in pre-treatment melanomas undergoing anti-PD-1 checkpoint inhibition therapy
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[14] object · 15 fields
id
data:geo:GSE8059
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=GSE8059
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE8059
version
null
note
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
access_statement_kind
data_availability_statement
sample_accessions array · 6 items
[0]
GSM198942
[1]
GSM198943
[2]
GSM198944
[3]
GSM198945
[4]
GSM198958
[5]
GSM198959
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
resting and IL2 activated human natural killer cells
resolution_checked_at
2026-11-01T18:06:44Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 28 items
[0]
asset:data:geo:GSE23371 not downloaded
[1]
asset:data:geo:GSE23371 licence not read
[2]
asset:data:geo:GSE27291 not downloaded
[3]
asset:data:geo:GSE27291 licence not read
[4]
asset:data:geo:GSE27838 not downloaded
[5]
asset:data:geo:GSE27838 licence not read
[6]
asset:data:geo:GSE28490 not downloaded
[7]
asset:data:geo:GSE28490 licence not read
[8]
asset:data:geo:GSE28726 not downloaded
[9]
asset:data:geo:GSE28726 licence not read
[10]
asset:data:geo:GSE37750 not downloaded
[11]
asset:data:geo:GSE37750 licence not read
[12]
asset:data:geo:GSE39889 not downloaded
[13]
asset:data:geo:GSE39889 licence not read
[14]
asset:data:geo:GSE42058 not downloaded
[15]
asset:data:geo:GSE42058 licence not read
[16]
asset:data:geo:GSE49910 not downloaded
[17]
asset:data:geo:GSE49910 licence not read
[18]
asset:data:geo:GSE59237 not downloaded
[19]
asset:data:geo:GSE59237 licence not read
[20]
asset:data:geo:GSE65858 not downloaded
[21]
asset:data:geo:GSE65858 licence not read
[22]
asset:data:geo:GSE6863 not downloaded
[23]
asset:data:geo:GSE6863 licence not read
[24]
asset:data:geo:GSE78220 not downloaded
[25]
asset:data:geo:GSE78220 licence not read
[26]
asset:data:geo:GSE8059 not downloaded
[27]
asset:data:geo:GSE8059 licence not read
analysis object · 4 fields
state
complete
methods array · 8 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
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
To conduct the LASSO Cox regression analysis, we used the glmnet software package in R.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
KM
[2] object · 10 fields
id
method-3
family
principal_component_analysis
specific
pca
label
Principal component analysis
dsl_operations array · 1 item
[0]
pca_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
wide_numeric_matrix
evidence object · 3 fields
score
0.8
band
high
quote
PCA
[3] object · 10 fields
id
method-4
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
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
Pearson correlation
[4] object · 10 fields
id
method-5
family
clustering
specific
hierarchical
label
Clustering
dsl_operations array · 1 item
[0]
hierarchical_cluster
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
feature_matrix
evidence object · 3 fields
score
0.8
band
high
quote
hierarchical clustering
[5] object · 10 fields
id
method-6
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
0.8
band
high
quote
pathway enrichment
[6] object · 10 fields
id
method-7
family
diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.8
band
high
quote
ROC curve
[7] object · 10 fields
id
method-8
family
contingency_analysis
specific
chi_square
label
Categorical (contingency table) analysis
dsl_operations array · 1 item
[0]
chi_square_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
categorical_cross_tabulation
evidence object · 3 fields
score
0.8
band
high
quote
chi-square
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]
cox_ph
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: cox_proportional_hazards.
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 · 15 items
[0]
GSE8059
[1]
GSE6863
[2]
GSE59237
[3]
GSE49910
[4]
GSE42058
[5]
GSE39889
[6]
GSE37750
[7]
GSE28726
[8]
GSE28490
[9]
GSE27838
[10]
GSE27291
[11]
GSE23371
[12]
and GSE13906
[13]
GSE65858
[14]
GSE78220
resolved_accessions array · 14 items
[0]
GSE8059
[1]
GSE6863
[2]
GSE59237
[3]
GSE49910
[4]
GSE42058
[5]
GSE39889
[6]
GSE37750
[7]
GSE28726
[8]
GSE28490
[9]
GSE27838
[10]
GSE27291
[11]
GSE23371
[12]
GSE65858
[13]
GSE78220
statements array · 1 item
[0]
Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.
basis
The paper names GSE8059, GSE6863, GSE59237, GSE49910, GSE42058, GSE39889, GSE37750, GSE28726, GSE28490, GSE27838, GSE27291, GSE23371, GSE65858, GSE78220 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]
cox_ph
assets array · 2 items
[0]
source:pmid:36059811
[1]
data:geo:GSE23371
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:GSE23371
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
2026-11-01T18:03:38Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
14120
completion_tokens
2135
cached_tokens
256
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:36059811
type
paper
label
pmid:36059811
[1] object · 3 fields
id
source:pmid:36059811
type
manuscript
label
PMID 36059811 full text
[2] object · 3 fields
id
data:geo:GSE23371
type
dataset
label
GEO GSE23371
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:36059811
type
paper
label
pmid:36059811
[1] object · 3 fields
id
source:pmid:36059811
type
manuscript
label
PMID 36059811 full text
[2] object · 3 fields
id
data:geo:GSE23371
type
dataset
label
GEO GSE23371
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36059811
type
extraction
used array · 1 item
[0]
source:pmid:36059811
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE23371
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE23371
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:36059811
parent_hash
sha256:22d4ffe811a6c22b70f12983e5e1047bc5f2d9faf870a17aed9b43e2bb16023f
fork_of
null
gaps array · 32 items
[0]
asset:data:geo:GSE23371 licence not read
[1]
asset:data:geo:GSE23371 not downloaded
[2]
asset:data:geo:GSE27291 licence not read
[3]
asset:data:geo:GSE27291 not downloaded
[4]
asset:data:geo:GSE27838 licence not read
[5]
asset:data:geo:GSE27838 not downloaded
[6]
asset:data:geo:GSE28490 licence not read
[7]
asset:data:geo:GSE28490 not downloaded
[8]
asset:data:geo:GSE28726 licence not read
[9]
asset:data:geo:GSE28726 not downloaded
[10]
asset:data:geo:GSE37750 licence not read
[11]
asset:data:geo:GSE37750 not downloaded
[12]
asset:data:geo:GSE39889 licence not read
[13]
asset:data:geo:GSE39889 not downloaded
[14]
asset:data:geo:GSE42058 licence not read
[15]
asset:data:geo:GSE42058 not downloaded
[16]
asset:data:geo:GSE49910 licence not read
[17]
asset:data:geo:GSE49910 not downloaded
[18]
asset:data:geo:GSE59237 licence not read
[19]
asset:data:geo:GSE59237 not downloaded
[20]
asset:data:geo:GSE65858 licence not read
[21]
asset:data:geo:GSE65858 not downloaded
[22]
asset:data:geo:GSE6863 licence not read
[23]
asset:data:geo:GSE6863 not downloaded
[24]
asset:data:geo:GSE78220 licence not read
[25]
asset:data:geo:GSE78220 not downloaded
[26]
asset:data:geo:GSE8059 licence not read
[27]
asset:data:geo:GSE8059 not downloaded
[28]
execution.not_run
[29]
review.human_critique
[30]
review.independent_reader
[31]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
To conduct the LASSO Cox regression analysis, we used the glmnet software package in R.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36059811", "kind": "science-record", "revision": 4, "content_hash": "sha256:12d6f90d3653fd02982bcc5b6042b4451830c0f5a00f9939694b243756a71d45", "created_at": "2026-11-01T18:15:15Z", "updated_at": "2026-11-01T22:07:27Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Systematic Analysis of Molecular Subtypes and Immune Prediction Based on CD8 T Cell Pattern Genes Based on Head and Neck Cancer.", "doi": "10.1155/2022/1500493", "pmid": "36059811", "authors": ["Li Yanwei", "Feng He", "Shuang Liu", "Zhanyu Pan"], "journal": "Journal of oncology", "year": 2022, "abstract": "CD8+ T lymphocytes, also known as cytotoxic T lymphocytes, are the most powerful antitumour cells in the human body. Patients with head and neck squamous cell carcinoma (HNSCC) in whom CD8+ T lymphocyte infiltration is high have a better prognosis. However, the clinical significance and prognostic significance of CD8+ T cell-related regulatory genes in HNSCC remain unclear, and further research is required. In total, 446 CD8+ T cell-related genes were obtained using WGCNA. It was discovered that 111 genes included within the TCGA and GSE65858 datasets were intimately linked to the patient's prognosis. These genes were included in the subsequent analysis. According to consensus clustering analysis, HNSCC samples were classified into 3 subtypes (IC1, IC2, and IC3). There were substantial differences between the three subtypes in terms of immunological molecules, immune function, and the response to drug treatment. In addition, the 8-gene signature, which was generated premised on CD8+ T cell-related genes, exhibited stable prognostic prediction in the TCGA and GEO datasets and different HNSCC patient subgroups and independently served as a prognostic indicator for HNSCC. More importantly, the 8-gene signature effectively predicted immunotherapy response. We first constructed a molecular subtype of HNSCC based on CD8+ T cell-related genes. Between the three subtypes, there were significant differences in the prognosis, clinical features, immunological molecules, and drug treatment response. The 8-gene signature that was further constructed effectively predicted prognosis and immunotherapy response.", "claims": [{"id": "claim-method", "statement": "To conduct the LASSO Cox regression analysis, we used the glmnet software package in R.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36059811", "locator": "sections[24] \"3.12. Multifactorial Risk Analysis of the Training Set\" paragraph 2", "quote": "To conduct the LASSO Cox regression analysis, we used the glmnet software package in R."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36059811", "locator": "sections[33] \"Data Availability\" paragraph 2", "quote": "Upon a reasonable request, the corresponding author of this research will make the data that were used to corroborate the conclusions of this study accessible to the requesting party."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The 8-gene signature that was further constructed effectively predicted prognosis and immunotherapy response.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36059811", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The 8-gene signature that was further constructed effectively predicted prognosis and immunotherapy response."}, {"asset": "source:pmid:36059811", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "More importantly, the 8-gene signature effectively predicted immunotherapy response."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The 8-gene signature that was further constructed effectively predicted prognosis and immunotherapy response.", "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:36059811"], "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:GSE23371"], "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:GSE23371"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36059811", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2022/1500493", "sha256": 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