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: FAM20C

Gene summary for FAM20C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FAM20C

Gene ID

56975

Gene nameFAM20C golgi associated secretory pathway kinase
Gene AliasDMP-4
Cytomap7p22.3
Gene Typeprotein-coding
GO ID

GO:0002065

UniProtAcc

Q8IXL6


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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
56975FAM20CHCC1_MengHumanLiverHCC3.49e-192.10e-020.0246
56975FAM20CHCC2_MengHumanLiverHCC5.72e-095.83e-020.0107
56975FAM20CHCC1HumanLiverHCC1.02e-083.35e+000.5336
56975FAM20CHCC2HumanLiverHCC7.61e-123.12e+000.5341
56975FAM20CS014HumanLiverHCC5.86e-073.98e-010.2254
56975FAM20CS015HumanLiverHCC3.22e-034.10e-010.2375
56975FAM20CS016HumanLiverHCC7.73e-095.00e-010.2243
56975FAM20CS027HumanLiverHCC5.10e-056.72e-010.2446
56975FAM20CS028HumanLiverHCC2.84e-137.89e-010.2503
56975FAM20CS029HumanLiverHCC5.40e-126.59e-010.2581
56975FAM20Cmale-WTAHumanThyroidPTC5.92e-182.22e-010.1037
56975FAM20CPTC01HumanThyroidPTC2.68e-031.24e-010.1899
56975FAM20CPTC04HumanThyroidPTC3.57e-031.64e-010.1927
56975FAM20CPTC05HumanThyroidPTC7.29e-093.76e-010.2065
56975FAM20CPTC06HumanThyroidPTC5.56e-296.46e-010.2057
56975FAM20CPTC07HumanThyroidPTC3.40e-202.57e-010.2044
56975FAM20CATC09HumanThyroidATC7.41e-113.88e-010.2871
56975FAM20CATC12HumanThyroidATC3.99e-401.09e+000.34
56975FAM20CATC13HumanThyroidATC8.40e-315.94e-010.34
56975FAM20CATC1HumanThyroidATC3.33e-123.25e-010.2878
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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
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:004603422LiverHCCATP metabolic process198/7958277/187238.30e-231.55e-20198
GO:0043687LiverHCCpost-translational protein modification24/795837/187235.03e-032.11e-0224
GO:0046034113ThyroidPTCATP metabolic process167/5968277/187231.18e-222.66e-20167
GO:004603434ThyroidATCATP metabolic process167/6293277/187235.60e-208.64e-18167
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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
FAM20CSNVMissense_Mutationc.1594G>Cp.Asp532Hisp.D532HQ8IXL6protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A2-A0CV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
FAM20CSNVMissense_Mutationc.1479N>Gp.Ile493Metp.I493MQ8IXL6protein_codingdeleterious(0)probably_damaging(0.983)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FAM20CSNVMissense_Mutationnovelc.1171N>Cp.Phe391Leup.F391LQ8IXL6protein_codingtolerated(0.21)benign(0.166)TCGA-LL-A6FQ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
FAM20CSNVMissense_Mutationrs775983050c.1118C>Tp.Thr373Metp.T373MQ8IXL6protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
FAM20CSNVMissense_Mutationc.715T>Cp.Tyr239Hisp.Y239HQ8IXL6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
FAM20CSNVMissense_Mutationnovelc.989C>Tp.Ala330Valp.A330VQ8IXL6protein_codingtolerated(0.62)benign(0.068)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FAM20CSNVMissense_Mutationnovelc.1531C>Ap.Leu511Metp.L511MQ8IXL6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FAM20CSNVMissense_Mutationnovelc.794N>Tp.Ser265Leup.S265LQ8IXL6protein_codingtolerated(0.11)benign(0.308)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FAM20CSNVMissense_Mutationnovelc.1528N>Tp.Arg510Cysp.R510CQ8IXL6protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
FAM20CSNVMissense_Mutationnovelc.92N>Ap.Pro31Hisp.P31HQ8IXL6protein_codingdeleterious_low_confidence(0)possibly_damaging(0.879)TCGA-AP-A1DK-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
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