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: MORC4

Gene summary for MORC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MORC4

Gene ID

79710

Gene nameMORC family CW-type zinc finger 4
Gene AliasZCW4
CytomapXq22.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

B4DTP6


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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
79710MORC4P32T-EHumanEsophagusESCC3.65e-056.80e-020.1666
79710MORC4P37T-EHumanEsophagusESCC1.09e-021.18e-010.1371
79710MORC4P39T-EHumanEsophagusESCC1.72e-048.21e-020.0894
79710MORC4P42T-EHumanEsophagusESCC1.77e-031.99e-010.1175
79710MORC4P44T-EHumanEsophagusESCC3.78e-041.22e-010.1096
79710MORC4P47T-EHumanEsophagusESCC3.51e-132.07e-010.1067
79710MORC4P48T-EHumanEsophagusESCC8.11e-091.08e-010.0959
79710MORC4P49T-EHumanEsophagusESCC9.94e-053.83e-010.1768
79710MORC4P52T-EHumanEsophagusESCC7.16e-122.30e-010.1555
79710MORC4P54T-EHumanEsophagusESCC7.53e-051.06e-010.0975
79710MORC4P57T-EHumanEsophagusESCC2.08e-036.79e-020.0926
79710MORC4P61T-EHumanEsophagusESCC3.02e-071.98e-010.099
79710MORC4P62T-EHumanEsophagusESCC9.78e-047.73e-020.1302
79710MORC4P65T-EHumanEsophagusESCC1.64e-041.57e-010.0978
79710MORC4P74T-EHumanEsophagusESCC4.01e-029.86e-020.1479
79710MORC4P75T-EHumanEsophagusESCC1.57e-031.03e-010.1125
79710MORC4P76T-EHumanEsophagusESCC5.57e-086.15e-020.1207
79710MORC4P79T-EHumanEsophagusESCC7.36e-057.19e-020.1154
79710MORC4P80T-EHumanEsophagusESCC4.18e-103.29e-010.155
79710MORC4P83T-EHumanEsophagusESCC4.14e-133.91e-010.1738
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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
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
MORC4SNVMissense_Mutationrs777953821c.1772N>Gp.Ser591Cysp.S591CQ8TE76protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MORC4SNVMissense_Mutationc.386N>Ap.Ser129Tyrp.S129YQ8TE76protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AO-A0JA-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyleuprolideSD
MORC4SNVMissense_Mutationc.1014N>Ap.Asn338Lysp.N338KQ8TE76protein_codingdeleterious(0)benign(0.272)TCGA-BH-A204-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MORC4insertionFrame_Shift_Insnovelc.1390_1391insCACCTCTCTGCTCTCCCAGTTCTTTATTCp.Cys464SerfsTer26p.C464Sfs*26Q8TE76protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
MORC4insertionNonsense_Mutationnovelc.872_873insCCATTTGTTATAGGGTTTTGATGCAAGTAGCTTGTCTTTp.Thr291_Thr292insHisLeuLeuTerGlyPheAspAlaSerSerLeuSerPhep.T291_T292insHLL*GFDASSLSFQ8TE76protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MORC4deletionFrame_Shift_Delc.1492delGp.Glu498LysfsTer23p.E498Kfs*23Q8TE76protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MORC4SNVMissense_Mutationnovelc.423N>Tp.Lys141Asnp.K141NQ8TE76protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MORC4SNVMissense_Mutationnovelc.2647N>Ap.Asp883Asnp.D883NQ8TE76protein_codingtolerated(0.09)possibly_damaging(0.604)TCGA-C5-A1MP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MORC4SNVMissense_Mutationnovelc.854N>Gp.Leu285Argp.L285RQ8TE76protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
MORC4SNVMissense_Mutationnovelc.1052T>Gp.Val351Glyp.V351GQ8TE76protein_codingtolerated(0.05)possibly_damaging(0.47)TCGA-EK-A2RM-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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