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-DOA

Gene summary for HLA-DOA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HLA-DOA

Gene ID

3111

Gene namemajor histocompatibility complex, class II, DO alpha
Gene AliasHLA-DNA
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A1V0E3M7


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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
3111HLA-DOALZE6THumanEsophagusESCC1.37e-021.36e-010.0845
3111HLA-DOAP2T-EHumanEsophagusESCC8.31e-408.41e-010.1177
3111HLA-DOAP11T-EHumanEsophagusESCC9.40e-083.29e-010.1426
3111HLA-DOAP16T-EHumanEsophagusESCC3.91e-051.21e-010.1153
3111HLA-DOAP17T-EHumanEsophagusESCC2.14e-042.94e-010.1278
3111HLA-DOAP24T-EHumanEsophagusESCC1.94e-041.59e-010.1287
3111HLA-DOAP74T-EHumanEsophagusESCC6.60e-082.37e-010.1479
3111HLA-DOAP80T-EHumanEsophagusESCC1.53e-391.27e+000.155
3111HLA-DOAHCC2HumanLiverHCC3.98e-058.23e-010.5341
3111HLA-DOAHCC5HumanLiverHCC1.92e-091.11e+000.4932
3111HLA-DOAPt13.aHumanLiverHCC1.43e-027.71e-020.021
3111HLA-DOAPt14.dHumanLiverHCC4.86e-071.54e-010.0143
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:004800220EsophagusESCCantigen processing and presentation of peptide antigen44/855262/187234.81e-053.78e-0444
GO:000247820EsophagusESCCantigen processing and presentation of exogenous peptide antigen29/855238/187231.18e-048.13e-0429
GO:001988225EsophagusESCCantigen processing and presentation67/8552106/187232.03e-041.28e-0367
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:001988420EsophagusESCCantigen processing and presentation of exogenous antigen33/855247/187235.77e-043.14e-0333
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:000250417EsophagusESCCantigen processing and presentation of peptide or polysaccharide antigen via MHC class II26/855236/187231.14e-035.66e-0326
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:190210510EsophagusESCCregulation of leukocyte differentiation152/8552279/187231.82e-038.35e-03152
GO:001988618EsophagusESCCantigen processing and presentation of exogenous peptide antigen via MHC class II22/855230/187231.98e-038.90e-0322
GO:00023815EsophagusESCCimmunoglobulin production involved in immunoglobulin-mediated immune response44/855270/187232.80e-031.19e-0244
GO:000249517EsophagusESCCantigen processing and presentation of peptide antigen via MHC class II24/855234/187232.90e-031.22e-0224
GO:000239618EsophagusESCCMHC protein complex assembly15/855219/187233.29e-031.35e-0215
GO:000250116EsophagusESCCpeptide antigen assembly with MHC protein complex14/855218/187235.77e-032.14e-0214
GO:005087015EsophagusESCCpositive regulation of T cell activation117/8552216/187237.23e-032.62e-02117
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0514525EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0541630EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa046599EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
hsa0461230EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa0532320EsophagusESCCRheumatoid arthritis59/420593/84654.98e-031.27e-026.52e-0359
hsa046585EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0516937EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa05145111EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa05416114EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa0465914EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
hsa04612114EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
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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-DOACD4HLA-DOA_CD4MHC-IIBreastDCIS
HLA-DOACD4HLA-DOA_CD4MHC-IIBreastHealthy
HLA-DOACD4HLA-DOA_CD4MHC-IIBreastIDC
HLA-DOACD4HLA-DOA_CD4MHC-IICervixCC
HLA-DOACD4HLA-DOA_CD4MHC-IICRCAD
HLA-DOACD4HLA-DOA_CD4MHC-IICRCMSI-H
HLA-DOACD4HLA-DOA_CD4MHC-IICRCSER
HLA-DOACD4HLA-DOA_CD4MHC-IIEndometriumHealthy
HLA-DOACD4HLA-DOA_CD4MHC-IIHNSCCADJ
HLA-DOACD4HLA-DOA_CD4MHC-IIHNSCCHealthy
HLA-DOACD4HLA-DOA_CD4MHC-IIHNSCCOSCC
HLA-DOACD4HLA-DOA_CD4MHC-IIHNSCCPrecancer
HLA-DOACD4HLA-DOA_CD4MHC-IILiverHCC
HLA-DOACD4HLA-DOA_CD4MHC-IILiverPrecancer
HLA-DOACD4HLA-DOA_CD4MHC-IILungAAH
HLA-DOACD4HLA-DOA_CD4MHC-IILungADJ
HLA-DOACD4HLA-DOA_CD4MHC-IILungAIS
HLA-DOACD4HLA-DOA_CD4MHC-IILungIAC
HLA-DOACD4HLA-DOA_CD4MHC-IILungPrecancer
HLA-DOACD4HLA-DOA_CD4MHC-IIProstateADJ
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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-DOASNVMissense_Mutationc.593N>Gp.Ala198Glyp.A198GP06340protein_codingtolerated(0.1)benign(0.017)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
HLA-DOASNVMissense_Mutationnovelc.305N>Ap.Arg102Hisp.R102HP06340protein_codingdeleterious(0.04)possibly_damaging(0.609)TCGA-E9-A3Q9-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphaneCR
HLA-DOASNVMissense_Mutationrs771856453c.304N>Tp.Arg102Cysp.R102CP06340protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HLA-DOASNVMissense_Mutationc.268N>Ap.Ala90Thrp.A90TP06340protein_codingdeleterious(0.01)benign(0.197)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HLA-DOASNVMissense_Mutationnovelc.245N>Tp.Pro82Leup.P82LP06340protein_codingtolerated(0.13)benign(0.025)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HLA-DOASNVMissense_Mutationrs200187983c.445C>Tp.Arg149Cysp.R149CP06340protein_codingtolerated(0.13)possibly_damaging(0.861)TCGA-AF-A56N-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
HLA-DOASNVMissense_Mutationc.579N>Ap.His193Glnp.H193QP06340protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HLA-DOASNVMissense_Mutationnovelc.155T>Cp.Phe52Serp.F52SP06340protein_codingdeleterious(0.02)probably_damaging(0.941)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HLA-DOASNVMissense_Mutationrs769161861c.593N>Tp.Ala198Valp.A198VP06340protein_codingdeleterious(0.02)benign(0.063)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HLA-DOASNVMissense_Mutationnovelc.335N>Ap.Pro112Hisp.P112HP06340protein_codingdeleterious(0.04)possibly_damaging(0.62)TCGA-A5-A1OF-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
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