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: MAL

Gene summary for MAL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAL

Gene ID

4118

Gene namemal, T cell differentiation protein
Gene AliasMVP17
Cytomap2q11.1
Gene Typeprotein-coding
GO ID

GO:0001766

UniProtAcc

A0A024RE19


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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
4118MALP23T-EHumanEsophagusESCC4.29e-118.19e-010.108
4118MALP128T-EHumanEsophagusESCC3.99e-079.11e-010.1241
4118MALS014HumanLiverHCC1.15e-087.37e-010.2254
4118MALS015HumanLiverHCC2.71e-078.24e-010.2375
4118MALS016HumanLiverHCC7.18e-171.19e+000.2243
4118MALC43HumanOral cavityOSCC7.87e-03-1.70e-010.1704
4118MALLN22HumanOral cavityOSCC5.83e-062.19e+000.1733
4118MALSYSMH4HumanOral cavityOSCC4.35e-081.01e-010.1226
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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
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:003629310CervixCCresponse to decreased oxygen levels62/2311322/187232.29e-042.57e-0362
GO:00714539CervixCCcellular response to oxygen levels38/2311177/187234.23e-044.27e-0338
GO:00362949CervixCCcellular response to decreased oxygen levels35/2311161/187235.49e-045.29e-0335
GO:00714566CervixCCcellular response to hypoxia33/2311151/187237.06e-046.41e-0333
GO:00450565CervixCCtranscytosis7/231121/187231.04e-024.97e-027
GO:0070482ColorectumADresponse to oxygen levels99/3918347/187234.29e-044.82e-0399
GO:0071453ColorectumADcellular response to oxygen levels55/3918177/187239.48e-048.96e-0355
GO:0001666ColorectumADresponse to hypoxia86/3918307/187231.77e-031.46e-0286
GO:0036293ColorectumADresponse to decreased oxygen levels88/3918322/187233.42e-032.49e-0288
GO:00704821ColorectumSERresponse to oxygen levels79/2897347/187231.99e-043.64e-0379
GO:00016661ColorectumSERresponse to hypoxia69/2897307/187237.07e-049.39e-0369
GO:00362931ColorectumSERresponse to decreased oxygen levels71/2897322/187231.04e-031.22e-0271
GO:00714531ColorectumSERcellular response to oxygen levels41/2897177/187234.48e-033.56e-0241
GO:00704822ColorectumMSSresponse to oxygen levels85/3467347/187233.08e-032.34e-0285
GO:00714532ColorectumMSScellular response to oxygen levels47/3467177/187235.13e-033.52e-0247
GO:00016662ColorectumMSSresponse to hypoxia75/3467307/187235.56e-033.78e-0275
GO:00704823ColorectumFAPresponse to oxygen levels77/2622347/187232.08e-055.05e-0477
GO:00714533ColorectumFAPcellular response to oxygen levels45/2622177/187233.77e-058.13e-0445
GO:00016663ColorectumFAPresponse to hypoxia68/2622307/187236.53e-051.25e-0368
GO:00362932ColorectumFAPresponse to decreased oxygen levels70/2622322/187239.49e-051.61e-0370
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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
MALSNVMissense_Mutationc.88N>Cp.Glu30Glnp.E30QP21145protein_codingdeleterious(0.01)possibly_damaging(0.881)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MALSNVMissense_Mutationrs745729561c.139C>Tp.Pro47Serp.P47SP21145protein_codingtolerated(0.1)probably_damaging(0.988)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MALSNVMissense_Mutationrs775300945c.428N>Tp.Ala143Valp.A143VP21145protein_codingtolerated(0.05)benign(0.426)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MALSNVMissense_Mutationnovelc.254N>Cp.Val85Alap.V85AP21145protein_codingtolerated(0.47)benign(0.243)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MALSNVMissense_Mutationc.359G>Tp.Arg120Metp.R120MP21145protein_codingdeleterious(0.03)benign(0.369)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MALSNVMissense_Mutationc.127T>Ap.Ser43Thrp.S43TP21145protein_codingdeleterious(0.02)possibly_damaging(0.744)TCGA-CM-6679-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MALSNVMissense_Mutationrs749751444c.335N>Tp.Thr112Metp.T112MP21145protein_codingtolerated(0.22)benign(0.022)TCGA-D5-6924-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MALSNVMissense_Mutationnovelc.145N>Gp.Pro49Alap.P49AP21145protein_codingtolerated(0.16)benign(0.039)TCGA-DM-A28F-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MALSNVMissense_Mutationrs775300945c.428N>Tp.Ala143Valp.A143VP21145protein_codingtolerated(0.05)benign(0.426)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MALSNVMissense_Mutationnovelc.89A>Gp.Glu30Glyp.E30GP21145protein_codingdeleterious(0)probably_damaging(0.913)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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