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: MOCOS

Gene summary for MOCOS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MOCOS

Gene ID

55034

Gene namemolybdenum cofactor sulfurase
Gene AliasHMCS
Cytomap18q12.2
Gene Typeprotein-coding
GO ID

GO:0006777

UniProtAcc

Q96EN8


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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
55034MOCOSP1T-EHumanEsophagusESCC1.42e-032.69e-010.0875
55034MOCOSP2T-EHumanEsophagusESCC1.96e-051.08e-010.1177
55034MOCOSP5T-EHumanEsophagusESCC1.51e-041.41e-010.1327
55034MOCOSP9T-EHumanEsophagusESCC1.20e-092.82e-010.1131
55034MOCOSP11T-EHumanEsophagusESCC5.11e-042.57e-010.1426
55034MOCOSP17T-EHumanEsophagusESCC1.52e-032.76e-010.1278
55034MOCOSP19T-EHumanEsophagusESCC3.92e-066.40e-010.1662
55034MOCOSP20T-EHumanEsophagusESCC2.22e-039.29e-020.1124
55034MOCOSP21T-EHumanEsophagusESCC3.97e-041.13e-010.1617
55034MOCOSP23T-EHumanEsophagusESCC4.39e-062.89e-010.108
55034MOCOSP24T-EHumanEsophagusESCC3.95e-306.46e-010.1287
55034MOCOSP26T-EHumanEsophagusESCC1.02e-021.67e-010.1276
55034MOCOSP36T-EHumanEsophagusESCC1.01e-093.81e-010.1187
55034MOCOSP37T-EHumanEsophagusESCC6.43e-031.10e-010.1371
55034MOCOSP40T-EHumanEsophagusESCC1.15e-041.74e-010.109
55034MOCOSP42T-EHumanEsophagusESCC2.51e-041.26e-010.1175
55034MOCOSP47T-EHumanEsophagusESCC3.75e-039.50e-020.1067
55034MOCOSP52T-EHumanEsophagusESCC7.98e-132.87e-010.1555
55034MOCOSP54T-EHumanEsophagusESCC4.42e-031.62e-010.0975
55034MOCOSP62T-EHumanEsophagusESCC1.53e-102.34e-010.1302
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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
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
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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
MOCOSSNVMissense_Mutationc.1283N>Tp.Ala428Valp.A428VQ96EN8protein_codingdeleterious(0)probably_damaging(0.941)TCGA-A2-A0SU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MOCOSSNVMissense_Mutationc.1085N>Ap.Ser362Tyrp.S362YQ96EN8protein_codingdeleterious(0)possibly_damaging(0.696)TCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
MOCOSSNVMissense_Mutationnovelc.762N>Tp.Gln254Hisp.Q254HQ96EN8protein_codingtolerated(0.07)benign(0.439)TCGA-A7-A4SB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelCR
MOCOSSNVMissense_Mutationrs375515480c.1307N>Ap.Ser436Asnp.S436NQ96EN8protein_codingdeleterious(0)possibly_damaging(0.649)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MOCOSSNVMissense_Mutationc.1201A>Gp.Ile401Valp.I401VQ96EN8protein_codingtolerated(0.71)benign(0.005)TCGA-C8-A12Y-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MOCOSSNVMissense_Mutationc.1478C>Tp.Ser493Leup.S493LQ96EN8protein_codingtolerated(0.24)benign(0.003)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
MOCOSinsertionNonsense_Mutationnovelc.2474_2475insTTGACTCAATAATTTCACTTGTAGAAATCTATCCCATAGAAACp.Gln825HisfsTer2p.Q825Hfs*2Q96EN8protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MOCOSinsertionFrame_Shift_Insnovelc.538_539insGAp.Ala180GlyfsTer38p.A180Gfs*38Q96EN8protein_codingTCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
MOCOSinsertionFrame_Shift_Insnovelc.539_540insACCGGGAAGGGAGCAAAACTp.Glu181ProfsTer7p.E181Pfs*7Q96EN8protein_codingTCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
MOCOSinsertionFrame_Shift_Insnovelc.1925_1926insGACATCTTGTGAGGATGCTGCAGCCTTTCCTCAATGTGGGCCTp.Asp642GlufsTer36p.D642Efs*36Q96EN8protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
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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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