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: ZCCHC9

Gene summary for ZCCHC9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZCCHC9

Gene ID

84240

Gene namezinc finger CCHC-type containing 9
Gene AliasPPP1R41
Cytomap5q14.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024RAL5


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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
84240ZCCHC9LZE4THumanEsophagusESCC6.30e-041.66e-010.0811
84240ZCCHC9LZE24THumanEsophagusESCC9.25e-111.99e-010.0596
84240ZCCHC9LZE6THumanEsophagusESCC1.54e-033.30e-010.0845
84240ZCCHC9P1T-EHumanEsophagusESCC4.87e-021.18e-010.0875
84240ZCCHC9P2T-EHumanEsophagusESCC3.13e-152.34e-010.1177
84240ZCCHC9P4T-EHumanEsophagusESCC1.40e-092.62e-010.1323
84240ZCCHC9P5T-EHumanEsophagusESCC1.70e-061.28e-010.1327
84240ZCCHC9P8T-EHumanEsophagusESCC3.58e-102.29e-010.0889
84240ZCCHC9P9T-EHumanEsophagusESCC1.10e-142.66e-010.1131
84240ZCCHC9P10T-EHumanEsophagusESCC9.68e-152.09e-010.116
84240ZCCHC9P11T-EHumanEsophagusESCC1.93e-032.28e-010.1426
84240ZCCHC9P12T-EHumanEsophagusESCC3.79e-132.61e-010.1122
84240ZCCHC9P15T-EHumanEsophagusESCC2.13e-112.80e-010.1149
84240ZCCHC9P16T-EHumanEsophagusESCC6.57e-151.71e-010.1153
84240ZCCHC9P17T-EHumanEsophagusESCC2.28e-032.63e-010.1278
84240ZCCHC9P20T-EHumanEsophagusESCC6.43e-092.92e-010.1124
84240ZCCHC9P21T-EHumanEsophagusESCC1.12e-102.70e-010.1617
84240ZCCHC9P22T-EHumanEsophagusESCC7.08e-152.36e-010.1236
84240ZCCHC9P23T-EHumanEsophagusESCC6.77e-103.15e-010.108
84240ZCCHC9P24T-EHumanEsophagusESCC3.74e-101.79e-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
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
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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
ZCCHC9SNVMissense_Mutationc.88G>Cp.Glu30Glnp.E30QQ8N567protein_codingtolerated(0.36)benign(0.003)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZCCHC9insertionNonsense_Mutationnovelc.682_683insGCAATCTGTCTTACTCTCACAGGCTCTTGGCTGCTTp.Glu228delinsGlyAsnLeuSerTyrSerHisArgLeuLeuAlaAlaTerp.E228delinsGNLSYSHRLLAA*Q8N567protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZCCHC9SNVMissense_Mutationrs369656009c.527C>Tp.Pro176Leup.P176LQ8N567protein_codingdeleterious(0)probably_damaging(0.973)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZCCHC9SNVMissense_Mutationrs779203809c.41G>Ap.Arg14Lysp.R14KQ8N567protein_codingtolerated(1)benign(0)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZCCHC9SNVMissense_Mutationc.114G>Cp.Lys38Asnp.K38NQ8N567protein_codingtolerated(0.12)benign(0)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ZCCHC9SNVMissense_Mutationrs369137521c.551N>Tp.Ala184Valp.A184VQ8N567protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ZCCHC9SNVMissense_Mutationc.189N>Tp.Lys63Asnp.K63NQ8N567protein_codingdeleterious(0.01)possibly_damaging(0.738)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZCCHC9SNVMissense_Mutationnovelc.655N>Ap.Val219Metp.V219MQ8N567protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ZCCHC9SNVMissense_Mutationrs748879820c.773N>Tp.Pro258Leup.P258LQ8N567protein_codingtolerated(0.78)benign(0)TCGA-A5-A0GH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ZCCHC9SNVMissense_Mutationnovelc.461C>Ap.Thr154Asnp.T154NQ8N567protein_codingdeleterious(0.02)possibly_damaging(0.858)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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