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-DPA1

Gene summary for HLA-DPA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HLA-DPA1

Gene ID

3113

Gene namemajor histocompatibility complex, class II, DP alpha 1
Gene AliasDP(W3)
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P20036


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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
3113HLA-DPA1GSM4909287HumanBreastIDC6.52e-277.47e-010.2057
3113HLA-DPA1GSM4909290HumanBreastIDC1.56e-052.71e-010.2096
3113HLA-DPA1GSM4909293HumanBreastIDC9.07e-082.27e-010.1581
3113HLA-DPA1GSM4909305HumanBreastIDC2.63e-022.19e-010.0436
3113HLA-DPA1GSM4909317HumanBreastIDC8.08e-062.80e-010.1355
3113HLA-DPA1M1HumanBreastIDC1.37e-175.64e-010.1577
3113HLA-DPA1M2HumanBreastIDC1.83e-056.44e-010.21
3113HLA-DPA1NCCBC11HumanBreastDCIS3.90e-098.54e-010.1232
3113HLA-DPA1NCCBC14HumanBreastDCIS2.42e-074.77e-010.2021
3113HLA-DPA1NCCBC3HumanBreastDCIS1.57e-731.47e+000.1198
3113HLA-DPA1NCCBC5HumanBreastDCIS5.80e-289.67e-010.2046
3113HLA-DPA1P2HumanBreastIDC4.77e-269.60e-010.21
3113HLA-DPA1DCIS2HumanBreastDCIS1.03e-024.32e-020.0085
3113HLA-DPA1CA_HPV_1HumanCervixCC5.76e-106.60e-010.0264
3113HLA-DPA1CA_HPV_3HumanCervixCC4.76e-02-4.65e-010.0414
3113HLA-DPA1N_HPV_1HumanCervixN_HPV3.00e-052.45e-010.0079
3113HLA-DPA1CCI_1HumanCervixCC6.16e-10-1.04e+000.528
3113HLA-DPA1CCI_3HumanCervixCC9.65e-08-9.64e-010.516
3113HLA-DPA1CCII_1HumanCervixCC1.70e-18-1.04e+000.3249
3113HLA-DPA1TumorHumanCervixCC1.26e-17-5.58e-010.1241
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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:004800213BreastIDCantigen processing and presentation of peptide antigen18/143462/187235.28e-072.59e-0518
GO:004578514BreastIDCpositive regulation of cell adhesion62/1434437/187231.70e-067.16e-0562
GO:000250112BreastIDCpeptide antigen assembly with MHC protein complex9/143418/187232.28e-069.05e-059
GO:000247813BreastIDCantigen processing and presentation of exogenous peptide antigen13/143438/187232.60e-061.01e-0413
GO:000239612BreastIDCMHC protein complex assembly9/143419/187234.03e-061.43e-049
GO:00023997BreastIDCMHC class II protein complex assembly8/143416/187238.56e-062.47e-048
GO:00025037BreastIDCpeptide antigen assembly with MHC class II protein complex8/143416/187238.56e-062.47e-048
GO:004211012BreastIDCT cell activation64/1434487/187231.49e-053.77e-0464
GO:005086311BreastIDCregulation of T cell activation47/1434329/187232.49e-055.91e-0447
GO:000181911BreastIDCpositive regulation of cytokine production61/1434467/187232.81e-056.58e-0461
GO:00024957BreastIDCantigen processing and presentation of peptide antigen via MHC class II11/143434/187232.81e-056.58e-0411
GO:001988413BreastIDCantigen processing and presentation of exogenous antigen13/143447/187233.53e-058.08e-0413
GO:005087011BreastIDCpositive regulation of T cell activation34/1434216/187234.59e-051.03e-0334
GO:001988613BreastIDCantigen processing and presentation of exogenous peptide antigen via MHC class II10/143430/187234.87e-051.07e-0310
GO:00025047BreastIDCantigen processing and presentation of peptide or polysaccharide antigen via MHC class II11/143436/187235.13e-051.10e-0311
GO:000715912BreastIDCleukocyte cell-cell adhesion49/1434371/187231.27e-042.33e-0349
GO:00198829BreastIDCantigen processing and presentation20/1434106/187231.41e-042.49e-0320
GO:190303911BreastIDCpositive regulation of leukocyte cell-cell adhesion35/1434239/187231.58e-042.73e-0335
GO:190303711BreastIDCregulation of leukocyte cell-cell adhesion45/1434336/187231.72e-042.92e-0345
GO:002240712BreastIDCregulation of cell-cell adhesion55/1434448/187233.43e-045.07e-0355
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0533210BreastIDCGraft-versus-host disease11/86742/84652.66e-031.80e-021.35e-0211
hsa0514012BreastIDCLeishmaniasis16/86777/84654.35e-032.57e-021.92e-0216
hsa0532010BreastIDCAutoimmune thyroid disease12/86753/84656.29e-033.30e-022.47e-0212
hsa0516932BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa0461233BreastIDCAntigen processing and presentation24/86778/84654.61e-078.33e-066.23e-0624
hsa0414532BreastIDCPhagosome34/867152/84658.00e-069.99e-057.48e-0534
hsa0541633BreastIDCViral myocarditis18/86760/84651.85e-052.01e-041.50e-0418
hsa0516634BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0532331BreastIDCRheumatoid arthritis21/86793/84653.69e-043.15e-032.36e-0321
hsa0494015BreastIDCType I diabetes mellitus12/86743/84659.40e-047.28e-035.44e-0312
hsa0533013BreastIDCAllograft rejection11/86738/84651.09e-038.26e-036.18e-0311
hsa0533211BreastIDCGraft-versus-host disease11/86742/84652.66e-031.80e-021.35e-0211
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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-DPA1CD4HLA-DPA1_CD4MHC-IIBreastDCIS
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIBreastHealthy
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIBreastIDC
HLA-DPA1CD4HLA-DPA1_CD4MHC-IICervixADJ
HLA-DPA1CD4HLA-DPA1_CD4MHC-IICervixCC
HLA-DPA1CD4HLA-DPA1_CD4MHC-IICervixHealthy
HLA-DPA1CD4HLA-DPA1_CD4MHC-IICervixPrecancer
HLA-DPA1CD4HLA-DPA1_CD4MHC-IICRCAD
HLA-DPA1CD4HLA-DPA1_CD4MHC-IICRCADJ
HLA-DPA1CD4HLA-DPA1_CD4MHC-IICRCMSI-H
HLA-DPA1CD4HLA-DPA1_CD4MHC-IICRCMSS
HLA-DPA1CD4HLA-DPA1_CD4MHC-IICRCSER
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIEndometriumADJ
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIEndometriumAEH
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIEndometriumEEC
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIEndometriumHealthy
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIHNSCCADJ
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIHNSCCHealthy
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIHNSCCOSCC
HLA-DPA1CD4HLA-DPA1_CD4MHC-IIHNSCCPrecancer
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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-DPA1SNVMissense_Mutationc.397C>Tp.Pro133Serp.P133SP20036protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
HLA-DPA1SNVMissense_Mutationnovelc.325N>Gp.Asn109Aspp.N109DP20036protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HLA-DPA1SNVMissense_Mutationrs770307009c.746N>Ap.Arg249Hisp.R249HP20036protein_codingtolerated(0.21)benign(0.005)TCGA-CM-4747-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfluorouracilSD
HLA-DPA1SNVMissense_Mutationrs371532700c.137C>Tp.Thr46Metp.T46MP20036protein_codingdeleterious(0.04)possibly_damaging(0.895)TCGA-G4-6295-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HLA-DPA1SNVMissense_Mutationc.100N>Ap.Ala34Thrp.A34TP20036protein_codingdeleterious(0.03)benign(0.106)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
HLA-DPA1SNVMissense_Mutationc.484G>Tp.Gly162Cysp.G162CP20036protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HLA-DPA1SNVMissense_Mutationrs751649425c.724N>Ap.Val242Ilep.V242IP20036protein_codingtolerated(1)benign(0)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HLA-DPA1SNVMissense_Mutationnovelc.446N>Gp.Asn149Serp.N149SP20036protein_codingtolerated(0.18)benign(0.033)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HLA-DPA1SNVMissense_Mutationrs761093053c.5N>Ap.Arg2Hisp.R2HP20036protein_codingtolerated_low_confidence(0.56)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HLA-DPA1SNVMissense_Mutationnovelc.718G>Ap.Gly240Serp.G240SP20036protein_codingdeleterious(0.01)probably_damaging(1)TCGA-B5-A3FA-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
3113HLA-DPA1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEpeginterferon alfa-2b26387494
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