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: ZC3H3

Gene summary for ZC3H3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZC3H3

Gene ID

23144

Gene namezinc finger CCCH-type containing 3
Gene AliasSMICL
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IXZ2


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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
23144ZC3H3LZE7THumanEsophagusESCC5.12e-031.67e-010.0667
23144ZC3H3LZE20THumanEsophagusESCC1.49e-062.22e-010.0662
23144ZC3H3LZE24THumanEsophagusESCC3.58e-182.76e-010.0596
23144ZC3H3P1T-EHumanEsophagusESCC1.05e-053.20e-010.0875
23144ZC3H3P2T-EHumanEsophagusESCC3.40e-203.21e-010.1177
23144ZC3H3P4T-EHumanEsophagusESCC1.26e-051.49e-010.1323
23144ZC3H3P5T-EHumanEsophagusESCC5.26e-102.24e-010.1327
23144ZC3H3P8T-EHumanEsophagusESCC4.08e-102.23e-010.0889
23144ZC3H3P9T-EHumanEsophagusESCC1.73e-113.04e-010.1131
23144ZC3H3P10T-EHumanEsophagusESCC5.09e-071.14e-010.116
23144ZC3H3P11T-EHumanEsophagusESCC2.37e-134.87e-010.1426
23144ZC3H3P12T-EHumanEsophagusESCC1.27e-194.48e-010.1122
23144ZC3H3P15T-EHumanEsophagusESCC4.65e-143.08e-010.1149
23144ZC3H3P16T-EHumanEsophagusESCC1.33e-254.21e-010.1153
23144ZC3H3P17T-EHumanEsophagusESCC4.59e-113.87e-010.1278
23144ZC3H3P20T-EHumanEsophagusESCC1.65e-132.85e-010.1124
23144ZC3H3P21T-EHumanEsophagusESCC2.42e-203.17e-010.1617
23144ZC3H3P22T-EHumanEsophagusESCC4.57e-071.29e-010.1236
23144ZC3H3P23T-EHumanEsophagusESCC6.42e-215.15e-010.108
23144ZC3H3P24T-EHumanEsophagusESCC1.12e-102.57e-010.1287
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:005102815EsophagusESCCmRNA transport110/8552130/187232.76e-203.80e-18110
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:003112412EsophagusESCCmRNA 3'-end processing47/855262/187231.29e-061.58e-0547
GO:003144013EsophagusESCCregulation of mRNA 3'-end processing25/855228/187231.77e-062.10e-0525
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:00063783EsophagusESCCmRNA polyadenylation33/855244/187237.30e-055.49e-0433
GO:00436313EsophagusESCCRNA polyadenylation33/855245/187231.54e-041.02e-0333
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:19003632EsophagusESCCregulation of mRNA polyadenylation14/855217/187232.22e-039.78e-0314
GO:190331121LiverHCCregulation of mRNA metabolic process205/7958288/187233.38e-236.90e-21205
GO:000640321LiverHCCRNA localization151/7958201/187233.72e-215.89e-19151
GO:005068421LiverHCCregulation of mRNA processing106/7958137/187237.64e-177.12e-15106
GO:005123621LiverHCCestablishment of RNA localization121/7958166/187231.61e-151.19e-13121
GO:005065711LiverHCCnucleic acid transport118/7958163/187238.30e-155.60e-13118
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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
ZC3H3SNVMissense_Mutationrs112624965c.2804N>Gp.Thr935Serp.T935SQ8IXZ2protein_codingtolerated(0.72)benign(0.003)TCGA-BH-A1ES-06Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZC3H3SNVMissense_Mutationrs112624965c.2804N>Gp.Thr935Serp.T935SQ8IXZ2protein_codingtolerated(0.72)benign(0.003)TCGA-EW-A1IY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ZC3H3SNVMissense_Mutationnovelc.1999N>Cp.Glu667Glnp.E667QQ8IXZ2protein_codingtolerated(0.38)benign(0.024)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
ZC3H3insertionFrame_Shift_Insnovelc.132_133insAGCAGTAGGAp.His45SerfsTer10p.H45Sfs*10Q8IXZ2protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
ZC3H3SNVMissense_Mutationrs769828841c.1897N>Tp.Arg633Cysp.R633CQ8IXZ2protein_codingdeleterious(0)probably_damaging(0.967)TCGA-HM-A3JK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ZC3H3SNVMissense_Mutationc.5N>Tp.Glu2Valp.E2VQ8IXZ2protein_codingdeleterious(0)possibly_damaging(0.804)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZC3H3SNVMissense_Mutationrs774760836c.86N>Tp.Pro29Leup.P29LQ8IXZ2protein_codingdeleterious(0.03)possibly_damaging(0.459)TCGA-VS-A94W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZC3H3SNVMissense_Mutationrs17857164c.1906N>Tp.Arg636Trpp.R636WQ8IXZ2protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ZC3H3SNVMissense_Mutationc.905N>Ap.Arg302Glnp.R302QQ8IXZ2protein_codingtolerated(0.06)benign(0.046)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZC3H3SNVMissense_Mutationc.905G>Ap.Arg302Glnp.R302QQ8IXZ2protein_codingtolerated(0.06)benign(0.046)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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