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: MDC1

Gene summary for MDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MDC1

Gene ID

9656

Gene namemediator of DNA damage checkpoint 1
Gene AliasNFBD1
Cytomap6p21.33
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

A0A1U9XBC1


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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
9656MDC1HCC1_MengHumanLiverHCC9.91e-19-2.96e-030.0246
9656MDC1HCC1HumanLiverHCC3.68e-033.58e+000.5336
9656MDC1S014HumanLiverHCC1.62e-064.73e-010.2254
9656MDC1S027HumanLiverHCC8.35e-046.32e-010.2446
9656MDC1S028HumanLiverHCC5.66e-136.26e-010.2503
9656MDC1S029HumanLiverHCC9.41e-063.66e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:00427702LiverHCCsignal transduction in response to DNA damage103/7958172/187233.05e-064.04e-05103
GO:00000751LiverHCCcell cycle checkpoint100/7958169/187238.75e-061.02e-04100
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:0045930LiverHCCnegative regulation of mitotic cell cycle130/7958235/187234.69e-054.50e-04130
GO:0007093LiverHCCmitotic cell cycle checkpoint77/7958129/187236.00e-055.50e-0477
GO:00000771LiverHCCDNA damage checkpoint68/7958115/187232.33e-041.77e-0368
GO:0031570LiverHCCDNA integrity checkpoint71/7958123/187234.64e-043.08e-0371
GO:1901988LiverHCCnegative regulation of cell cycle phase transition132/7958249/187234.97e-043.25e-03132
GO:0010948LiverHCCnegative regulation of cell cycle process152/7958294/187238.50e-045.08e-03152
GO:0044773LiverHCCmitotic DNA damage checkpoint48/795881/187231.72e-038.96e-0348
GO:0044774LiverHCCmitotic DNA integrity checkpoint49/795885/187233.44e-031.55e-0249
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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
MDC1SNVMissense_Mutationc.1994N>Ap.Gly665Glup.G665EQ14676protein_codingtolerated(0.07)probably_damaging(0.999)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MDC1SNVMissense_Mutationc.4405N>Tp.Pro1469Serp.P1469SQ14676protein_codingtolerated(0.06)possibly_damaging(0.782)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MDC1SNVMissense_Mutationnovelc.3787N>Cp.Glu1263Glnp.E1263QQ14676protein_codingtolerated(0.09)benign(0.291)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
MDC1SNVMissense_Mutationnovelc.3970A>Cp.Thr1324Prop.T1324PQ14676protein_codingtolerated(1)benign(0)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MDC1SNVMissense_Mutationc.3676N>Gp.Gln1226Glup.Q1226EQ14676protein_codingtolerated(0.12)benign(0.037)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MDC1SNVMissense_Mutationc.4978C>Tp.Leu1660Phep.L1660FQ14676protein_codingtolerated(0.28)benign(0.077)TCGA-E9-A1RC-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
MDC1SNVMissense_Mutationnovelc.1997N>Tp.Ala666Valp.A666VQ14676protein_codingdeleterious(0.03)benign(0.223)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
MDC1SNVMissense_Mutationrs763451532c.5636G>Ap.Arg1879Hisp.R1879HQ14676protein_codingdeleterious(0.03)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MDC1SNVMissense_Mutationrs762832250c.4783N>Tp.Arg1595Trpp.R1595WQ14676protein_codingtolerated(0.14)benign(0.011)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
MDC1SNVMissense_Mutationnovelc.1213N>Tp.Asp405Tyrp.D405YQ14676protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<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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