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-DQA2

Gene summary for HLA-DQA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HLA-DQA2

Gene ID

3118

Gene namemajor histocompatibility complex, class II, DQ alpha 2
Gene AliasDC-alpha
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P01906


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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
3118HLA-DQA2CA_HPV_1HumanCervixCC3.81e-166.39e-010.0264
3118HLA-DQA2CA_HPV_2HumanCervixCC2.80e-02-2.85e-010.0391
3118HLA-DQA2HSIL_HPV_1HumanCervixHSIL_HPV5.49e-035.26e-010.0116
3118HLA-DQA2HSIL_HPV_2HumanCervixHSIL_HPV8.27e-076.11e-010.0208
3118HLA-DQA2N_HPV_1HumanCervixN_HPV1.93e-086.49e-010.0079
3118HLA-DQA2CCII_1HumanCervixCC2.48e-03-3.07e-010.3249
3118HLA-DQA2TumorHumanCervixCC2.90e-05-3.00e-010.1241
3118HLA-DQA2sample1HumanCervixCC2.31e-02-3.07e-010.0959
3118HLA-DQA2sample3HumanCervixCC1.29e-05-2.99e-010.1387
3118HLA-DQA2H2HumanCervixHSIL_HPV4.20e-07-3.07e-010.0632
3118HLA-DQA2T1HumanCervixCC3.99e-08-3.07e-010.0918
3118HLA-DQA2T3HumanCervixCC4.20e-08-3.07e-010.1389
3118HLA-DQA2LZE6THumanEsophagusESCC8.66e-031.53e-010.0845
3118HLA-DQA2P1T-EHumanEsophagusESCC7.89e-038.75e-010.0875
3118HLA-DQA2P2T-EHumanEsophagusESCC4.99e-248.99e-010.1177
3118HLA-DQA2P11T-EHumanEsophagusESCC5.47e-211.31e+000.1426
3118HLA-DQA2P17T-EHumanEsophagusESCC5.39e-044.48e-010.1278
3118HLA-DQA2P21T-EHumanEsophagusESCC4.87e-104.62e-010.1617
3118HLA-DQA2P24T-EHumanEsophagusESCC1.27e-216.47e-010.1287
3118HLA-DQA2P37T-EHumanEsophagusESCC7.46e-033.48e-010.1371
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:00197241StomachCAG with IMB cell mediated immunity25/1050210/187233.12e-045.27e-0325
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: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
GO:00023962StomachCSGMHC protein complex assembly11/103419/187236.95e-109.93e-0811
GO:00024952StomachCSGantigen processing and presentation of peptide antigen via MHC class II14/103434/187231.11e-091.47e-0714
GO:00198842StomachCSGantigen processing and presentation of exogenous antigen16/103447/187231.98e-092.47e-0716
GO:00198862StomachCSGantigen processing and presentation of exogenous peptide antigen via MHC class II13/103430/187232.05e-092.47e-0713
GO:00025042StomachCSGantigen processing and presentation of peptide or polysaccharide antigen via MHC class II14/103436/187232.72e-093.07e-0714
GO:00025012StomachCSGpeptide antigen assembly with MHC protein complex10/103418/187237.37e-097.09e-0710
GO:00023992StomachCSGMHC class II protein complex assembly9/103416/187233.71e-082.89e-069
GO:00025032StomachCSGpeptide antigen assembly with MHC class II protein complex9/103416/187233.71e-082.89e-069
GO:00224072StomachCSGregulation of cell-cell adhesion48/1034448/187238.67e-063.05e-0448
GO:004578521StomachCSGpositive regulation of cell adhesion47/1034437/187239.72e-063.36e-0447
GO:00421102StomachCSGT cell activation48/1034487/187237.39e-051.78e-0348
GO:00071592StomachCSGleukocyte cell-cell adhesion39/1034371/187238.93e-052.07e-0339
GO:00512512StomachCSGpositive regulation of lymphocyte activation38/1034362/187231.13e-042.42e-0338
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0461220CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa0541620CervixCCViral myocarditis27/126760/84652.43e-083.57e-072.11e-0727
hsa0414520CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa0516920CervixCCEpstein-Barr virus infection57/1267202/84657.30e-077.39e-064.37e-0657
hsa0516620CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa0514514CervixCCToxoplasmosis34/1267112/84652.42e-051.82e-041.08e-0434
hsa0494016CervixCCType I diabetes mellitus17/126743/84657.47e-055.04e-042.98e-0417
hsa0533014CervixCCAllograft rejection15/126738/84652.01e-041.14e-036.75e-0415
hsa0516414CervixCCInfluenza A43/1267171/84653.03e-041.64e-039.68e-0443
hsa0532314CervixCCRheumatoid arthritis27/126793/84653.64e-041.82e-031.07e-0327
hsa0533212CervixCCGraft-versus-host disease15/126742/84657.12e-043.25e-031.92e-0315
hsa05152CervixCCTuberculosis42/1267180/84651.78e-037.21e-034.26e-0342
hsa046596CervixCCTh17 cell differentiation28/1267108/84651.99e-037.98e-034.72e-0328
hsa0514014CervixCCLeishmaniasis21/126777/84653.65e-031.34e-027.91e-0321
hsa04658CervixCCTh1 and Th2 cell differentiation24/126792/84653.71e-031.34e-027.91e-0324
hsa053107CervixCCAsthma11/126731/84653.82e-031.36e-028.03e-0311
hsa045147CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa0532012CervixCCAutoimmune thyroid disease15/126753/84659.08e-032.85e-021.69e-0215
hsa04612110CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa05416110CervixCCViral myocarditis27/126760/84652.43e-083.57e-072.11e-0727
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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-DQA2CD4HLA-DQA2_CD4MHC-IIBreastDCIS
HLA-DQA2CD4HLA-DQA2_CD4MHC-IIBreastHealthy
HLA-DQA2CD4HLA-DQA2_CD4MHC-IIBreastIDC
HLA-DQA2CD4HLA-DQA2_CD4MHC-IICervixADJ
HLA-DQA2CD4HLA-DQA2_CD4MHC-IICervixCC
HLA-DQA2CD4HLA-DQA2_CD4MHC-IICervixHealthy
HLA-DQA2CD4HLA-DQA2_CD4MHC-IICervixPrecancer
HLA-DQA2CD4HLA-DQA2_CD4MHC-IICRCAD
HLA-DQA2CD4HLA-DQA2_CD4MHC-IICRCSER
HLA-DQA2CD4HLA-DQA2_CD4MHC-IIEndometriumAEH
HLA-DQA2CD4HLA-DQA2_CD4MHC-IIEndometriumEEC
HLA-DQA2CD4HLA-DQA2_CD4MHC-IIEndometriumHealthy
HLA-DQA2CD4HLA-DQA2_CD4MHC-IIHNSCCADJ
HLA-DQA2CD4HLA-DQA2_CD4MHC-IIHNSCCHealthy
HLA-DQA2CD4HLA-DQA2_CD4MHC-IIHNSCCOSCC
HLA-DQA2CD4HLA-DQA2_CD4MHC-IIHNSCCPrecancer
HLA-DQA2CD4HLA-DQA2_CD4MHC-IILiverHCC
HLA-DQA2CD4HLA-DQA2_CD4MHC-IILiverHealthy
HLA-DQA2CD4HLA-DQA2_CD4MHC-IILiverPrecancer
HLA-DQA2CD4HLA-DQA2_CD4MHC-IILungAAH
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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-DQA2SNVMissense_Mutationc.37N>Ap.Ala13Thrp.A13TP01906protein_codingtolerated(0.88)benign(0.001)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HLA-DQA2SNVMissense_Mutationc.198N>Cp.Glu66Aspp.E66DP01906protein_codingdeleterious(0)benign(0.395)TCGA-B6-A0RU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HLA-DQA2insertionFrame_Shift_Insnovelc.490_491insACATATATTCATGTTTGAACAAGGAGTCAAAGTTTATp.Leu164HisfsTer17p.L164Hfs*17P01906protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
HLA-DQA2SNVMissense_Mutationc.419C>Ap.Pro140Hisp.P140HP01906protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HLA-DQA2SNVMissense_Mutationc.56N>Ap.Ser19Asnp.S19NP01906protein_codingtolerated(0.09)possibly_damaging(0.501)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HLA-DQA2SNVMissense_Mutationc.325A>Gp.Thr109Alap.T109AP01906protein_codingtolerated(0.17)benign(0.062)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HLA-DQA2SNVMissense_Mutationc.153N>Cp.Glu51Aspp.E51DP01906protein_codingtolerated(0.38)possibly_damaging(0.881)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
HLA-DQA2SNVMissense_Mutationnovelc.174N>Ap.Phe58Leup.F58LP01906protein_codingtolerated(0.06)benign(0.089)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HLA-DQA2SNVMissense_Mutationnovelc.19C>Ap.Leu7Metp.L7MP01906protein_codingtolerated(0.06)probably_damaging(0.994)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HLA-DQA2SNVMissense_Mutationnovelc.238N>Gp.Phe80Valp.F80VP01906protein_codingdeleterious(0.03)probably_damaging(0.996)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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