Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: HLA-DPB1

Gene summary for HLA-DPB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HLA-DPB1

Gene ID

3115

Gene namemajor histocompatibility complex, class II, DP beta 1
Gene AliasDPB1
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

I4EC15


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
3115HLA-DPB1GSM4909285HumanBreastIDC1.88e-03-1.23e-010.21
3115HLA-DPB1GSM4909287HumanBreastIDC3.33e-094.91e-010.2057
3115HLA-DPB1GSM4909296HumanBreastIDC3.01e-03-9.61e-020.1524
3115HLA-DPB1GSM4909311HumanBreastIDC4.04e-06-2.64e-020.1534
3115HLA-DPB1GSM4909312HumanBreastIDC7.44e-03-5.02e-020.1552
3115HLA-DPB1GSM4909315HumanBreastIDC1.39e-04-1.22e-010.21
3115HLA-DPB1GSM4909319HumanBreastIDC3.73e-135.53e-020.1563
3115HLA-DPB1brca1HumanBreastPrecancer2.08e-03-1.28e-01-0.0338
3115HLA-DPB1M1HumanBreastIDC1.02e-115.89e-010.1577
3115HLA-DPB1NCCBC11HumanBreastDCIS3.08e-111.01e+000.1232
3115HLA-DPB1NCCBC14HumanBreastDCIS1.53e-125.99e-010.2021
3115HLA-DPB1NCCBC3HumanBreastDCIS1.40e-571.35e+000.1198
3115HLA-DPB1NCCBC5HumanBreastDCIS1.91e-228.62e-010.2046
3115HLA-DPB1P2HumanBreastIDC7.49e-198.22e-010.21
3115HLA-DPB1DCIS2HumanBreastDCIS5.72e-241.17e-010.0085
3115HLA-DPB1CA_HPV_1HumanCervixCC1.26e-076.17e-010.0264
3115HLA-DPB1HSIL_HPV_1HumanCervixHSIL_HPV2.21e-022.35e-010.0116
3115HLA-DPB1N_HPV_2HumanCervixN_HPV7.42e-04-3.17e-02-0.0131
3115HLA-DPB1CCI_1HumanCervixCC3.81e-12-1.06e+000.528
3115HLA-DPB1CCI_2HumanCervixCC1.53e-02-7.81e-010.5249
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00706611StomachCAG with IMleukocyte proliferation34/1050318/187232.38e-044.27e-0334
GO:00160641StomachCAG with IMimmunoglobulin mediated immune response25/1050207/187232.50e-044.46e-0325
GO:00197241StomachCAG with IMB cell mediated immunity25/1050210/187233.12e-045.27e-0325
GO:00420981StomachCAG with IMT cell proliferation24/1050199/187233.36e-045.49e-0324
GO:00706631StomachCAG with IMregulation of leukocyte proliferation27/1050245/187236.29e-048.92e-0327
GO:00018191StomachCAG with IMpositive regulation of cytokine production43/1050467/187239.84e-041.27e-0243
GO:00027641StomachCAG with IMimmune response-regulating signaling pathway43/1050468/187231.03e-031.29e-0243
GO:00421291StomachCAG with IMregulation of T cell proliferation20/1050171/187231.48e-031.68e-0220
GO:00024491StomachCAG with IMlymphocyte mediated immunity33/1050350/187232.50e-032.46e-0233
GO:00024601StomachCAG with IMadaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains33/1050356/187233.26e-032.99e-0233
GO:00466511StomachCAG with IMlymphocyte proliferation28/1050288/187233.33e-033.03e-0228
GO:0032943StomachCAG with IMmononuclear cell proliferation28/1050291/187233.84e-033.37e-0228
GO:00506701StomachCAG with IMregulation of lymphocyte proliferation23/1050225/187234.01e-033.47e-0223
GO:00508511StomachCAG with IMantigen receptor-mediated signaling pathway24/1050240/187234.41e-033.72e-0224
GO:0032944StomachCAG with IMregulation of mononuclear cell proliferation23/1050227/187234.47e-033.76e-0223
GO:00706651StomachCAG with IMpositive regulation of leukocyte proliferation17/1050150/187234.49e-033.77e-0217
GO:0002381StomachCAG with IMimmunoglobulin production involved in immunoglobulin-mediated immune response10/105070/187235.46e-034.30e-0210
GO:00480022StomachCSGantigen processing and presentation of peptide antigen21/103462/187236.64e-121.85e-0921
GO:00198822StomachCSGantigen processing and presentation25/1034106/187234.65e-107.03e-0825
GO:00024782StomachCSGantigen processing and presentation of exogenous peptide antigen15/103438/187235.72e-108.40e-0815
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0461218BreastPrecancerAntigen processing and presentation19/68478/84659.61e-061.12e-048.62e-0519
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0414518BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0532312BreastPrecancerRheumatoid arthritis19/68493/84651.30e-041.14e-038.73e-0419
hsa0541618BreastPrecancerViral myocarditis14/68460/84652.32e-041.98e-031.52e-0314
hsa0516618BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0461219BreastPrecancerAntigen processing and presentation19/68478/84659.61e-061.12e-048.62e-0519
hsa0516919BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0414519BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0532313BreastPrecancerRheumatoid arthritis19/68493/84651.30e-041.14e-038.73e-0419
hsa0541619BreastPrecancerViral myocarditis14/68460/84652.32e-041.98e-031.52e-0314
hsa0516619BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0516922BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa0461223BreastIDCAntigen processing and presentation24/86778/84654.61e-078.33e-066.23e-0624
hsa0414522BreastIDCPhagosome34/867152/84658.00e-069.99e-057.48e-0534
hsa0541623BreastIDCViral myocarditis18/86760/84651.85e-052.01e-041.50e-0418
hsa0516624BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0532321BreastIDCRheumatoid arthritis21/86793/84653.69e-043.15e-032.36e-0321
hsa0494014BreastIDCType I diabetes mellitus12/86743/84659.40e-047.28e-035.44e-0312
hsa0533012BreastIDCAllograft rejection11/86738/84651.09e-038.26e-036.18e-0311
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIBreastDCIS
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIBreastHealthy
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIBreastIDC
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICervixADJ
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICervixCC
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICervixHealthy
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICervixPrecancer
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICRCAD
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICRCADJ
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICRCFAP
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICRCMSI-H
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICRCMSS
HLA-DPB1CD4HLA-DPB1_CD4MHC-IICRCSER
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIEndometriumADJ
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIEndometriumAEH
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIEndometriumEEC
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIEndometriumHealthy
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIHNSCCADJ
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIHNSCCHealthy
HLA-DPB1CD4HLA-DPB1_CD4MHC-IIHNSCCOSCC
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
HLA-DPB1SNVMissense_Mutationnovelc.137C>Tp.Ala46Valp.A46VP04440protein_codingdeleterious(0.01)benign(0.35)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HLA-DPB1SNVMissense_Mutationc.743N>Ap.Arg248Lysp.R248KP04440protein_codingtolerated(0.28)benign(0.257)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HLA-DPB1SNVMissense_Mutationnovelc.102N>Tp.Glu34Aspp.E34DP04440protein_codingtolerated(0.18)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HLA-DPB1SNVMissense_Mutationc.244N>Tp.Arg82Trpp.R82WP04440protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HLA-DPB1SNVMissense_Mutationnovelc.25N>Cp.Ala9Prop.A9PP04440protein_codingdeleterious(0.01)benign(0.312)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
HLA-DPB1insertionFrame_Shift_Insnovelc.571_572insCp.Gln193ProfsTer17p.Q193Pfs*17P04440protein_codingTCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
HLA-DPB1deletionFrame_Shift_Delrs780393867c.572delNp.Gln193SerfsTer35p.Q193Sfs*35P04440protein_codingTCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HLA-DPB1SNVMissense_Mutationnovelc.5T>Cp.Met2Thrp.M2TP04440protein_codingdeleterious(0.02)benign(0.05)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
HLA-DPB1SNVMissense_Mutationnovelc.102G>Tp.Glu34Aspp.E34DP04440protein_codingtolerated(0.18)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HLA-DPB1SNVMissense_Mutationnovelc.102N>Tp.Glu34Aspp.E34DP04440protein_codingtolerated(0.18)benign(0)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
3115HLA-DPB1CELL SURFACE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEclozapineCLOZAPINE11266078
3115HLA-DPB1CELL SURFACE, DRUGGABLE GENOME, CLINICALLY ACTIONABLEaspirinASPIRIN15007363,15784113,19392989,9179433
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