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: ZSCAN31

Gene summary for ZSCAN31

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZSCAN31

Gene ID

64288

Gene namezinc finger and SCAN domain containing 31
Gene AliasZNF20-Lp
Cytomap6p22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RCL4


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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
64288ZSCAN31LZE2THumanEsophagusESCC4.73e-032.95e-010.082
64288ZSCAN31LZE4THumanEsophagusESCC9.56e-124.35e-010.0811
64288ZSCAN31LZE7THumanEsophagusESCC1.62e-042.35e-010.0667
64288ZSCAN31LZE20THumanEsophagusESCC7.90e-041.40e-010.0662
64288ZSCAN31LZE24THumanEsophagusESCC1.48e-082.59e-010.0596
64288ZSCAN31LZE21THumanEsophagusESCC8.02e-042.40e-010.0655
64288ZSCAN31P1T-EHumanEsophagusESCC1.64e-052.46e-010.0875
64288ZSCAN31P2T-EHumanEsophagusESCC1.34e-031.63e-010.1177
64288ZSCAN31P4T-EHumanEsophagusESCC1.06e-143.90e-010.1323
64288ZSCAN31P5T-EHumanEsophagusESCC3.90e-061.20e-010.1327
64288ZSCAN31P8T-EHumanEsophagusESCC6.84e-076.73e-020.0889
64288ZSCAN31P9T-EHumanEsophagusESCC1.08e-071.95e-010.1131
64288ZSCAN31P10T-EHumanEsophagusESCC6.47e-102.44e-010.116
64288ZSCAN31P11T-EHumanEsophagusESCC6.74e-094.40e-010.1426
64288ZSCAN31P12T-EHumanEsophagusESCC2.02e-061.85e-010.1122
64288ZSCAN31P15T-EHumanEsophagusESCC5.63e-183.87e-010.1149
64288ZSCAN31P16T-EHumanEsophagusESCC2.31e-025.93e-020.1153
64288ZSCAN31P20T-EHumanEsophagusESCC2.18e-133.17e-010.1124
64288ZSCAN31P21T-EHumanEsophagusESCC5.71e-082.01e-010.1617
64288ZSCAN31P22T-EHumanEsophagusESCC1.19e-215.45e-010.1236
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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
∗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
ZSCAN31TRANSEsophagusHealthyPSMB3,NHP2,COL6A2, etc.2.16e-01The 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.
∗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
ZSCAN31SNVMissense_Mutationc.1193N>Gp.Gln398Argp.Q398RQ96LW9protein_codingdeleterious(0)benign(0.017)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZSCAN31insertionFrame_Shift_Insnovelc.1156_1157insCp.Lys386ThrfsTer4p.K386Tfs*4Q96LW9protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ZSCAN31insertionNonsense_Mutationnovelc.1155_1156insTATCTAAATGCTGCTATGCTATAGTCTCCCCACCTGTAAAp.Lys386TyrfsTer8p.K386Yfs*8Q96LW9protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ZSCAN31SNVMissense_Mutationc.1075N>Tp.Ala359Serp.A359SQ96LW9protein_codingtolerated(0.29)benign(0.268)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZSCAN31SNVMissense_Mutationc.1105N>Ap.His369Asnp.H369NQ96LW9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ZSCAN31SNVMissense_Mutationrs760495522c.25N>Ap.Asp9Asnp.D9NQ96LW9protein_codingtolerated(0.27)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ZSCAN31SNVMissense_Mutationrs768839187c.298N>Tp.Arg100Trpp.R100WQ96LW9protein_codingdeleterious(0)benign(0.003)TCGA-AA-A02O-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZSCAN31SNVMissense_Mutationnovelc.848A>Tp.Asn283Ilep.N283IQ96LW9protein_codingtolerated(1)benign(0.003)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZSCAN31SNVMissense_Mutationrs768839187c.298C>Tp.Arg100Trpp.R100WQ96LW9protein_codingdeleterious(0)benign(0.003)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZSCAN31SNVMissense_Mutationnovelc.944N>Tp.Arg315Ilep.R315IQ96LW9protein_codingdeleterious(0)possibly_damaging(0.825)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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