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: ZNF10

Gene summary for ZNF10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF10

Gene ID

7556

Gene namezinc finger protein 10
Gene AliasKOX1
Cytomap12q24.33
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P21506


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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
7556ZNF10LZE4THumanEsophagusESCC6.35e-072.44e-010.0811
7556ZNF10LZE7THumanEsophagusESCC3.99e-032.73e-010.0667
7556ZNF10LZE20THumanEsophagusESCC2.48e-021.30e-010.0662
7556ZNF10LZE21D1HumanEsophagusHGIN2.59e-021.83e-010.0632
7556ZNF10LZE22THumanEsophagusESCC4.16e-042.06e-010.068
7556ZNF10LZE24THumanEsophagusESCC1.02e-122.53e-010.0596
7556ZNF10LZE21THumanEsophagusESCC4.65e-022.09e-010.0655
7556ZNF10P1T-EHumanEsophagusESCC2.04e-084.02e-010.0875
7556ZNF10P2T-EHumanEsophagusESCC1.10e-457.76e-010.1177
7556ZNF10P4T-EHumanEsophagusESCC5.07e-195.04e-010.1323
7556ZNF10P5T-EHumanEsophagusESCC1.95e-133.20e-010.1327
7556ZNF10P8T-EHumanEsophagusESCC5.29e-142.44e-010.0889
7556ZNF10P10T-EHumanEsophagusESCC2.12e-122.39e-010.116
7556ZNF10P11T-EHumanEsophagusESCC1.22e-106.39e-010.1426
7556ZNF10P12T-EHumanEsophagusESCC4.63e-214.06e-010.1122
7556ZNF10P15T-EHumanEsophagusESCC2.44e-111.69e-010.1149
7556ZNF10P16T-EHumanEsophagusESCC1.08e-244.41e-010.1153
7556ZNF10P17T-EHumanEsophagusESCC1.73e-041.29e-010.1278
7556ZNF10P21T-EHumanEsophagusESCC4.18e-102.27e-010.1617
7556ZNF10P22T-EHumanEsophagusESCC2.15e-173.55e-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
∗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:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0032869ColorectumADcellular response to insulin stimulus72/3918203/187231.10e-063.68e-0572
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:00434343ColorectumFAPresponse to peptide hormone100/2622414/187231.74e-081.84e-06100
GO:19016533ColorectumFAPcellular response to peptide89/2622359/187232.93e-082.64e-0689
GO:00713753ColorectumFAPcellular response to peptide hormone stimulus75/2622290/187235.60e-084.29e-0675
GO:00328683ColorectumFAPresponse to insulin68/2622264/187232.71e-071.55e-0568
GO:00328693ColorectumFAPcellular response to insulin stimulus54/2622203/187231.54e-066.59e-0554
GO:0008286ColorectumFAPinsulin receptor signaling pathway28/2622116/187232.37e-031.89e-0228
GO:00434344ColorectumCRCresponse to peptide hormone76/2078414/187236.67e-062.56e-0476
GO:00328684ColorectumCRCresponse to insulin53/2078264/187231.30e-054.17e-0453
GO:00328694ColorectumCRCcellular response to insulin stimulus42/2078203/187234.79e-051.12e-0342
GO:00713754ColorectumCRCcellular response to peptide hormone stimulus55/2078290/187234.82e-051.12e-0355
GO:19016534ColorectumCRCcellular response to peptide64/2078359/187238.54e-051.75e-0364
GO:00082861ColorectumCRCinsulin receptor signaling pathway23/2078116/187234.02e-033.33e-0223
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003286918EsophagusESCCcellular response to insulin stimulus124/8552203/187236.63e-066.75e-05124
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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
ZNF10SNVMissense_Mutationc.1463N>Ap.Pro488Glnp.P488QP21506protein_codingdeleterious(0)probably_damaging(0.923)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF10SNVMissense_Mutationnovelc.749N>Ap.Gly250Aspp.G250DP21506protein_codingtolerated(0.21)benign(0.021)TCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
ZNF10SNVMissense_Mutationc.1173N>Gp.His391Glnp.H391QP21506protein_codingtolerated(0.47)benign(0.005)TCGA-D8-A1XY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytamoxiphenSD
ZNF10insertionFrame_Shift_Insnovelc.1644_1645insACATACATCCTAGCATTCTCACp.Gln549ThrfsTer15p.Q549Tfs*15P21506protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZNF10insertionIn_Frame_Insnovelc.517_518insACAp.Cys173delinsTyrSerp.C173delinsYSP21506protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF10insertionNonsense_Mutationnovelc.518_519insATAAAGCp.Cys173Terp.C173*P21506protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF10deletionFrame_Shift_Delc.1343delNp.Tyr449IlefsTer85p.Y449Ifs*85P21506protein_codingTCGA-E2-A15A-06Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
ZNF10deletionFrame_Shift_Delnovelc.476_488delNNNNNNNNNNNNNp.Gln160LeufsTer16p.Q160Lfs*16P21506protein_codingTCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ZNF10SNVMissense_Mutationc.1225N>Ap.Glu409Lysp.E409KP21506protein_codingtolerated(0.16)benign(0.025)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF10SNVMissense_Mutationnovelc.137N>Gp.Asn46Serp.N46SP21506protein_codingtolerated(0.07)benign(0.361)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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