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: ZC3H7A

Gene summary for ZC3H7A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZC3H7A

Gene ID

29066

Gene namezinc finger CCCH-type containing 7A
Gene AliasHSPC055
Cytomap16p13.13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IWR0


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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
29066ZC3H7ALZE4THumanEsophagusESCC1.16e-081.74e-010.0811
29066ZC3H7ALZE7THumanEsophagusESCC3.50e-082.73e-010.0667
29066ZC3H7ALZE20THumanEsophagusESCC7.11e-071.83e-010.0662
29066ZC3H7ALZE24THumanEsophagusESCC1.62e-081.61e-010.0596
29066ZC3H7ALZE21THumanEsophagusESCC5.72e-032.22e-010.0655
29066ZC3H7ALZE6THumanEsophagusESCC2.81e-027.77e-020.0845
29066ZC3H7AP1T-EHumanEsophagusESCC7.08e-065.36e-010.0875
29066ZC3H7AP2T-EHumanEsophagusESCC6.01e-518.33e-010.1177
29066ZC3H7AP4T-EHumanEsophagusESCC2.86e-132.62e-010.1323
29066ZC3H7AP5T-EHumanEsophagusESCC3.25e-111.80e-010.1327
29066ZC3H7AP8T-EHumanEsophagusESCC8.61e-274.87e-010.0889
29066ZC3H7AP9T-EHumanEsophagusESCC1.96e-061.18e-010.1131
29066ZC3H7AP10T-EHumanEsophagusESCC2.57e-162.54e-010.116
29066ZC3H7AP11T-EHumanEsophagusESCC9.56e-094.37e-010.1426
29066ZC3H7AP12T-EHumanEsophagusESCC1.69e-294.72e-010.1122
29066ZC3H7AP15T-EHumanEsophagusESCC1.29e-224.75e-010.1149
29066ZC3H7AP16T-EHumanEsophagusESCC1.94e-255.30e-010.1153
29066ZC3H7AP17T-EHumanEsophagusESCC4.52e-053.51e-010.1278
29066ZC3H7AP20T-EHumanEsophagusESCC6.51e-357.51e-010.1124
29066ZC3H7AP21T-EHumanEsophagusESCC2.02e-132.37e-010.1617
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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
GO:00351969EsophagusESCCproduction of miRNAs involved in gene silencing by miRNA37/855252/187231.75e-041.14e-0337
GO:00310508EsophagusESCCdsRNA processing38/855254/187232.08e-041.31e-0338
GO:00709188EsophagusESCCproduction of small RNA involved in gene silencing by RNA38/855254/187232.08e-041.31e-0338
GO:003105021LiverHCCdsRNA processing38/795854/187233.15e-053.21e-0438
GO:007091821LiverHCCproduction of small RNA involved in gene silencing by RNA38/795854/187233.15e-053.21e-0438
GO:003519621LiverHCCproduction of miRNAs involved in gene silencing by miRNA36/795852/187238.79e-057.66e-0436
GO:00310507Oral cavityOSCCdsRNA processing31/730554/187234.66e-031.87e-0231
GO:00709187Oral cavityOSCCproduction of small RNA involved in gene silencing by RNA31/730554/187234.66e-031.87e-0231
GO:00351968Oral cavityOSCCproduction of miRNAs involved in gene silencing by miRNA30/730552/187234.84e-031.92e-0230
GO:003519622Oral cavityEOLPproduction of miRNAs involved in gene silencing by miRNA16/221852/187232.25e-042.22e-0316
GO:003105022Oral cavityEOLPdsRNA processing16/221854/187233.63e-043.32e-0316
GO:007091822Oral cavityEOLPproduction of small RNA involved in gene silencing by RNA16/221854/187233.63e-043.32e-0316
GO:003519616ThyroidPTCproduction of miRNAs involved in gene silencing by miRNA28/596852/187238.33e-045.13e-0328
GO:003105010ThyroidPTCdsRNA processing28/596854/187231.79e-039.68e-0328
GO:007091810ThyroidPTCproduction of small RNA involved in gene silencing by RNA28/596854/187231.79e-039.68e-0328
GO:003519617ThyroidATCproduction of miRNAs involved in gene silencing by miRNA29/629352/187238.30e-044.57e-0329
GO:003105016ThyroidATCdsRNA processing29/629354/187231.84e-039.03e-0329
GO:007091816ThyroidATCproduction of small RNA involved in gene silencing by RNA29/629354/187231.84e-039.03e-0329
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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
ZC3H7ASNVMissense_Mutationc.664N>Tp.Pro222Serp.P222SQ8IWR0protein_codingtolerated(0.2)benign(0.003)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZC3H7ASNVMissense_Mutationnovelc.1862C>Ap.Ser621Tyrp.S621YQ8IWR0protein_codingdeleterious(0)benign(0.111)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ZC3H7ASNVMissense_Mutationnovelc.131G>Tp.Arg44Ilep.R44IQ8IWR0protein_codingtolerated(0.07)benign(0.142)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZC3H7ASNVMissense_Mutationrs761429502c.2327A>Gp.Asn776Serp.N776SQ8IWR0protein_codingdeleterious(0.02)possibly_damaging(0.599)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZC3H7ASNVMissense_Mutationc.2079N>Cp.Gln693Hisp.Q693HQ8IWR0protein_codingdeleterious(0.02)possibly_damaging(0.885)TCGA-C8-A278-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
ZC3H7ASNVMissense_Mutationc.1450G>Ap.Asp484Asnp.D484NQ8IWR0protein_codingtolerated(0.12)possibly_damaging(0.638)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZC3H7ASNVMissense_Mutationrs764063084c.1358N>Tp.Ser453Leup.S453LQ8IWR0protein_codingdeleterious(0)benign(0.04)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZC3H7ASNVMissense_Mutationrs760553503c.775N>Tp.Val259Leup.V259LQ8IWR0protein_codingtolerated(0.69)benign(0.005)TCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZC3H7AinsertionFrame_Shift_Insnovelc.2266_2267insACTTTp.Trp756TyrfsTer4p.W756Yfs*4Q8IWR0protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ZC3H7AinsertionNonsense_Mutationnovelc.2119_2120insTACATTGTTAGAAACCATTAGGCAGACAACAAAGCCp.Lys707delinsIleHisCysTerLysProLeuGlyArgGlnGlnSerGlnp.K707delinsIHC*KPLGRQQSQQ8IWR0protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<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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