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: DMRTA2

Gene summary for DMRTA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMRTA2

Gene ID

63950

Gene nameDMRT like family A2
Gene AliasDMRTA2
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96SC8


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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
63950DMRTA2C21HumanOral cavityOSCC2.12e-092.65e-010.2678
63950DMRTA2C38HumanOral cavityOSCC9.35e-073.90e-010.172
63950DMRTA2C43HumanOral cavityOSCC3.94e-041.12e-010.1704
63950DMRTA2C46HumanOral cavityOSCC8.57e-183.85e-010.1673
63950DMRTA2LN22HumanOral cavityOSCC9.83e-126.63e-010.1733
63950DMRTA2LN46HumanOral cavityOSCC6.71e-175.26e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00107209Oral cavityOSCCpositive regulation of cell development159/7305298/187233.06e-074.66e-06159
GO:00507696Oral cavityOSCCpositive regulation of neurogenesis120/7305225/187238.45e-069.02e-05120
GO:00507679Oral cavityOSCCregulation of neurogenesis179/7305364/187234.49e-053.84e-04179
GO:00519624Oral cavityOSCCpositive regulation of nervous system development135/7305272/187232.20e-041.44e-03135
GO:00519605Oral cavityOSCCregulation of nervous system development205/7305443/187239.80e-045.11e-03205
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:00147067Oral cavityOSCCstriated muscle tissue development174/7305384/187236.45e-032.40e-02174
GO:00219876Oral cavityOSCCcerebral cortex development57/7305114/187231.09e-023.71e-0257
GO:00215435Oral cavityOSCCpallium development81/7305169/187231.11e-023.76e-0281
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
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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
DMRTA2SNVMissense_Mutationnovelc.727N>Ap.Asp243Asnp.D243NQ96SC8protein_codingtolerated(0.11)probably_damaging(0.985)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DMRTA2SNVMissense_Mutationc.445C>Tp.Pro149Serp.P149SQ96SC8protein_codingtolerated(0.08)probably_damaging(0.994)TCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DMRTA2SNVMissense_Mutationnovelc.1519N>Tp.Asp507Tyrp.D507YQ96SC8protein_codingdeleterious(0.04)probably_damaging(0.948)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DMRTA2SNVMissense_Mutationnovelc.160C>Gp.Pro54Alap.P54AQ96SC8protein_codingdeleterious(0)probably_damaging(0.991)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DMRTA2SNVMissense_Mutationnovelc.581N>Gp.Asp194Glyp.D194GQ96SC8protein_codingdeleterious(0.01)benign(0.262)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
DMRTA2SNVMissense_Mutationc.723C>Ap.Asn241Lysp.N241KQ96SC8protein_codingdeleterious(0.04)probably_damaging(0.989)TCGA-95-7947-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
DMRTA2SNVMissense_Mutationnovelc.577N>Ap.Phe193Ilep.F193IQ96SC8protein_codingdeleterious(0.03)benign(0.444)TCGA-L4-A4E5-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
DMRTA2SNVMissense_Mutationnovelc.1428N>Ap.His476Glnp.H476QQ96SC8protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.859)TCGA-34-A5IX-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
DMRTA2SNVMissense_Mutationnovelc.1451C>Tp.Ala484Valp.A484VQ96SC8protein_codingdeleterious(0.01)benign(0.274)TCGA-63-A5MP-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
DMRTA2SNVMissense_Mutationc.941N>Tp.Arg314Leup.R314LQ96SC8protein_codingdeleterious(0.01)benign(0.286)TCGA-BR-8487-01Stomachstomach adenocarcinomaFemale<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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