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: MDFIC

Gene summary for MDFIC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MDFIC

Gene ID

29969

Gene nameMyoD family inhibitor domain containing
Gene AliasHIC
Cytomap7q31.1-q31.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9P1T7


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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
29969MDFICHCC2_MengHumanLiverHCC5.64e-271.33e-010.0107
29969MDFICHCC1HumanLiverHCC6.87e-063.16e+000.5336
29969MDFICHCC2HumanLiverHCC5.47e-131.51e+000.5341
29969MDFICHCC5HumanLiverHCC4.08e-071.22e+000.4932
29969MDFICS027HumanLiverHCC3.97e-121.25e+000.2446
29969MDFICS028HumanLiverHCC3.74e-281.38e+000.2503
29969MDFICS029HumanLiverHCC1.15e-149.90e-010.2581
29969MDFICRNA-P3T-P3T-1HumanLungIAC3.42e-033.14e-010.1829
29969MDFICRNA-P3T-P3T-2HumanLungIAC7.41e-055.26e-010.1835
29969MDFICRNA-P6T2-P6T2-1HumanLungIAC1.26e-093.38e-01-0.0166
29969MDFICRNA-P6T2-P6T2-2HumanLungIAC1.30e-124.89e-01-0.0132
29969MDFICRNA-P6T2-P6T2-3HumanLungIAC7.12e-153.75e-01-0.013
29969MDFICRNA-P6T2-P6T2-4HumanLungIAC3.90e-104.62e-01-0.0121
29969MDFICRNA-P7T1-P7T1-1HumanLungAIS2.65e-026.18e-01-0.0961
29969MDFICRNA-P7T1-P7T1-2HumanLungAIS3.95e-047.00e-01-0.0876
29969MDFICRNA-P7T1-P7T1-4HumanLungAIS1.29e-025.82e-01-0.0809
29969MDFICmale-WTAHumanThyroidPTC2.57e-352.76e-010.1037
29969MDFICPTC01HumanThyroidPTC5.20e-091.16e-010.1899
29969MDFICPTC04HumanThyroidPTC1.77e-101.93e-010.1927
29969MDFICPTC05HumanThyroidPTC3.48e-221.05e+000.2065
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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
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
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:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:003450421LiverHCCprotein localization to nucleus194/7958290/187232.84e-172.85e-15194
GO:001908021LiverHCCviral gene expression77/795894/187234.33e-153.12e-1377
GO:001703811LiverHCCprotein import140/7958206/187231.12e-136.46e-12140
GO:004682221LiverHCCregulation of nucleocytoplasmic transport81/7958106/187231.11e-125.52e-1181
GO:190018012LiverHCCregulation of protein localization to nucleus95/7958136/187239.26e-113.26e-0995
GO:005079212LiverHCCregulation of viral process109/7958164/187234.52e-101.45e-08109
GO:004852411LiverHCCpositive regulation of viral process52/795865/187236.70e-102.11e-0852
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:005117011LiverHCCimport into nucleus102/7958159/187232.78e-086.39e-07102
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:00066066LiverHCCprotein import into nucleus99/7958155/187236.12e-081.28e-0699
GO:00190831LiverHCCviral transcription40/795850/187236.50e-081.35e-0640
GO:190458911LiverHCCregulation of protein import46/795863/187238.72e-071.33e-0546
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
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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
MDFICinsertionFrame_Shift_Insnovelc.614_615insAp.Asn207GlufsTer23p.N207Efs*23protein_codingTCGA-E9-A22H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MDFICSNVMissense_Mutationnovelc.599A>Cp.Glu200Alap.E200Aprotein_codingdeleterious(0.04)benign(0.32)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MDFICSNVMissense_Mutationrs749315964c.1064N>Tp.Ser355Leup.S355Lprotein_codingdeleterious(0)probably_damaging(0.938)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MDFICSNVMissense_Mutationc.983N>Tp.Asp328Valp.D328Vprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MDFICSNVMissense_Mutationnovelc.292C>Tp.Arg98Trpp.R98Wprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.738)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MDFICSNVMissense_Mutationc.521N>Ap.Pro174Hisp.P174Hprotein_codingtolerated_low_confidence(0.59)benign(0.012)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
MDFICSNVMissense_Mutationc.650N>Ap.Gly217Glup.G217Eprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MDFICSNVMissense_Mutationnovelc.181N>Gp.Arg61Glyp.R61Gprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.765)TCGA-AF-6672-01Colorectumrectum adenocarcinomaMale<65III/IVAncillaryleucovorinPD
MDFICSNVMissense_Mutationc.664N>Ap.Ala222Thrp.A222Tprotein_codingtolerated(0.15)benign(0.051)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
MDFICSNVMissense_Mutationrs764638487c.698N>Tp.Ser233Leup.S233Lprotein_codingdeleterious(0)probably_damaging(0.969)TCGA-CI-6624-01Colorectumrectum 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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