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: MORC3

Gene summary for MORC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MORC3

Gene ID

23515

Gene nameMORC family CW-type zinc finger 3
Gene AliasNXP2
Cytomap21q22.12
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B4DHJ4


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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
23515MORC3CCI_1HumanCervixCC2.11e-025.88e-010.528
23515MORC3CCI_2HumanCervixCC3.92e-078.43e-010.5249
23515MORC3CCI_3HumanCervixCC3.79e-035.71e-010.516
23515MORC3LZE4THumanEsophagusESCC3.05e-133.86e-010.0811
23515MORC3LZE7THumanEsophagusESCC1.93e-044.94e-010.0667
23515MORC3LZE8THumanEsophagusESCC3.54e-029.43e-020.067
23515MORC3LZE20THumanEsophagusESCC1.12e-081.20e-010.0662
23515MORC3LZE24THumanEsophagusESCC2.87e-176.76e-010.0596
23515MORC3LZE21THumanEsophagusESCC1.10e-052.58e-010.0655
23515MORC3P1T-EHumanEsophagusESCC1.32e-033.49e-010.0875
23515MORC3P2T-EHumanEsophagusESCC5.95e-192.95e-010.1177
23515MORC3P4T-EHumanEsophagusESCC4.98e-215.85e-010.1323
23515MORC3P5T-EHumanEsophagusESCC4.29e-245.46e-010.1327
23515MORC3P8T-EHumanEsophagusESCC5.15e-172.71e-010.0889
23515MORC3P9T-EHumanEsophagusESCC1.01e-081.52e-010.1131
23515MORC3P10T-EHumanEsophagusESCC2.49e-233.59e-010.116
23515MORC3P11T-EHumanEsophagusESCC2.85e-065.86e-010.1426
23515MORC3P12T-EHumanEsophagusESCC7.04e-193.77e-010.1122
23515MORC3P15T-EHumanEsophagusESCC2.18e-113.12e-010.1149
23515MORC3P16T-EHumanEsophagusESCC1.19e-141.97e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:005165110CervixCCmaintenance of location in cell55/2311214/187236.63e-083.85e-0655
GO:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:00075689CervixCCaging75/2311339/187232.75e-071.13e-0575
GO:003164710CervixCCregulation of protein stability63/2311298/187231.14e-052.45e-0463
GO:00075695CervixCCcell aging34/2311132/187231.92e-053.53e-0434
GO:00325077CervixCCmaintenance of protein location in cell21/231165/187232.03e-053.71e-0421
GO:004518510CervixCCmaintenance of protein location26/231194/187234.85e-057.34e-0426
GO:005082110CervixCCprotein stabilization43/2311191/187235.90e-058.54e-0443
GO:00181057CervixCCpeptidyl-serine phosphorylation63/2311315/187236.65e-059.47e-0463
GO:00182096CervixCCpeptidyl-serine modification66/2311338/187239.58e-051.25e-0366
GO:00725955CervixCCmaintenance of protein localization in organelle14/231142/187233.32e-043.49e-0314
GO:00097915CervixCCpost-embryonic development20/231180/187231.40e-031.10e-0220
GO:00514571CervixCCmaintenance of protein location in nucleus8/231123/187234.70e-032.82e-028
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:0045185111EsophagusESCCmaintenance of protein location71/855294/187233.41e-097.24e-0871
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:0032507110EsophagusESCCmaintenance of protein location in cell52/855265/187231.41e-082.77e-0752
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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
MORC3SNVMissense_Mutationc.1610A>Cp.Glu537Alap.E537AQ14149protein_codingtolerated(0.33)benign(0.001)TCGA-A2-A0EU-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MORC3SNVMissense_Mutationnovelc.1886N>Tp.Ser629Leup.S629LQ14149protein_codingtolerated(0.21)benign(0.022)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
MORC3SNVMissense_Mutationnovelc.2506N>Ap.Glu836Lysp.E836KQ14149protein_codingtolerated(0.36)benign(0.355)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
MORC3SNVMissense_Mutationnovelc.902N>Cp.Ile301Thrp.I301TQ14149protein_codingdeleterious(0)probably_damaging(0.991)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MORC3SNVMissense_Mutationnovelc.2427N>Ap.Met809Ilep.M809IQ14149protein_codingtolerated(0.45)benign(0.009)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MORC3SNVMissense_Mutationc.1155N>Cp.Met385Ilep.M385IQ14149protein_codingtolerated(0.46)benign(0.039)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MORC3SNVMissense_Mutationc.1288C>Tp.Pro430Serp.P430SQ14149protein_codingdeleterious(0.03)possibly_damaging(0.669)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MORC3SNVMissense_Mutationnovelc.2187N>Cp.Gln729Hisp.Q729HQ14149protein_codingtolerated(0.05)benign(0.26)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
MORC3SNVMissense_Mutationrs780018142c.1214G>Ap.Arg405Hisp.R405HQ14149protein_codingdeleterious(0.02)benign(0.02)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MORC3SNVMissense_Mutationc.568G>Tp.Gly190Cysp.G190CQ14149protein_codingdeleterious(0)possibly_damaging(0.779)TCGA-AA-3833-01Colorectumcolon 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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