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: MORC2

Gene summary for MORC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MORC2

Gene ID

22880

Gene nameMORC family CW-type zinc finger 2
Gene AliasCMT2Z
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9Y6X9


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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
22880MORC2HCC1_MengHumanLiverHCC3.67e-288.27e-040.0246
22880MORC2HCC2_MengHumanLiverHCC1.19e-063.09e-020.0107
22880MORC2HCC2HumanLiverHCC2.07e-103.34e+000.5341
22880MORC2S027HumanLiverHCC2.31e-034.43e-010.2446
22880MORC2S028HumanLiverHCC6.79e-043.62e-010.2503
22880MORC2S029HumanLiverHCC4.06e-085.02e-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:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
GO:001905822LiverHCCviral life cycle209/7958317/187232.05e-172.09e-15209
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:001907922LiverHCCviral genome replication94/7958131/187231.02e-114.18e-1094
GO:003304421LiverHCCregulation of chromosome organization125/7958187/187231.35e-115.40e-10125
GO:005079212LiverHCCregulation of viral process109/7958164/187234.52e-101.45e-08109
GO:190390012LiverHCCregulation of viral life cycle94/7958148/187231.93e-073.49e-0694
GO:004506922LiverHCCregulation of viral genome replication59/795885/187234.66e-077.61e-0659
GO:200125211LiverHCCpositive regulation of chromosome organization55/795882/187235.97e-067.35e-0555
GO:004852511LiverHCCnegative regulation of viral process59/795892/187232.28e-052.41e-0459
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:0040029LiverHCCregulation of gene expression, epigenetic61/7958105/187239.02e-045.31e-0361
GO:00450711LiverHCCnegative regulation of viral genome replication35/795856/187232.00e-031.01e-0235
GO:0039694LiverHCCviral RNA genome replication22/795835/187231.21e-024.41e-0222
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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
MORC2SNVMissense_Mutationc.647N>Cp.Ile216Thrp.I216TQ9Y6X9protein_codingdeleterious(0)benign(0.058)TCGA-A2-A1G6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
MORC2SNVMissense_Mutationc.529N>Gp.Pro177Alap.P177AQ9Y6X9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MORC2SNVMissense_Mutationc.395G>Ap.Arg132Hisp.R132HQ9Y6X9protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MORC2SNVMissense_Mutationc.830N>Gp.Tyr277Cysp.Y277CQ9Y6X9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B6-A0RU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MORC2SNVMissense_Mutationc.570G>Cp.Lys190Asnp.K190NQ9Y6X9protein_codingdeleterious(0.03)probably_damaging(0.994)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
MORC2SNVMissense_Mutationnovelc.759N>Ap.Met253Ilep.M253IQ9Y6X9protein_codingdeleterious(0)probably_damaging(0.914)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MORC2insertionIn_Frame_Insnovelc.1520_1521insTTATATACTTCAAAGTGGTCCAATTCATTTAGAp.Thr507_Leu508insTyrIleLeuGlnSerGlyProIleHisLeuAspp.T507_L508insYILQSGPIHLDQ9Y6X9protein_codingTCGA-B6-A0I5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MORC2insertionNonsense_Mutationnovelc.1169_1170insCCAGGTCCACGTGTACTATTTGCCAACAGTGTTATTTTAAp.Ile391GlnfsTer13p.I391Qfs*13Q9Y6X9protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MORC2deletionFrame_Shift_Delnovelc.1978delGp.Glu660ArgfsTer61p.E660Rfs*61Q9Y6X9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MORC2SNVMissense_Mutationc.79N>Ap.Glu27Lysp.E27KQ9Y6X9protein_codingdeleterious(0.01)benign(0.255)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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