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: ZNF830

Gene summary for ZNF830

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF830

Gene ID

91603

Gene namezinc finger protein 830
Gene AliasCCDC16
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96NB3


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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
91603ZNF830LZE4THumanEsophagusESCC4.48e-112.95e-010.0811
91603ZNF830LZE7THumanEsophagusESCC1.66e-073.24e-010.0667
91603ZNF830LZE8THumanEsophagusESCC3.35e-076.36e-020.067
91603ZNF830LZE22THumanEsophagusESCC2.83e-044.02e-010.068
91603ZNF830LZE24THumanEsophagusESCC1.27e-143.70e-010.0596
91603ZNF830LZE6THumanEsophagusESCC4.02e-072.18e-010.0845
91603ZNF830P1T-EHumanEsophagusESCC3.56e-053.73e-010.0875
91603ZNF830P2T-EHumanEsophagusESCC1.15e-243.60e-010.1177
91603ZNF830P4T-EHumanEsophagusESCC2.90e-245.02e-010.1323
91603ZNF830P5T-EHumanEsophagusESCC4.48e-192.06e-010.1327
91603ZNF830P8T-EHumanEsophagusESCC3.31e-132.53e-010.0889
91603ZNF830P9T-EHumanEsophagusESCC5.23e-132.36e-010.1131
91603ZNF830P10T-EHumanEsophagusESCC3.14e-171.67e-010.116
91603ZNF830P11T-EHumanEsophagusESCC5.68e-136.70e-010.1426
91603ZNF830P12T-EHumanEsophagusESCC1.55e-204.51e-010.1122
91603ZNF830P15T-EHumanEsophagusESCC6.05e-194.16e-010.1149
91603ZNF830P16T-EHumanEsophagusESCC3.64e-264.70e-010.1153
91603ZNF830P17T-EHumanEsophagusESCC1.40e-031.17e-010.1278
91603ZNF830P19T-EHumanEsophagusESCC1.57e-021.13e-010.1662
91603ZNF830P20T-EHumanEsophagusESCC2.35e-124.39e-010.1124
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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
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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:000182412EsophagusESCCblastocyst development73/8552106/187231.13e-061.40e-0573
GO:00000775EsophagusESCCDNA damage checkpoint78/8552115/187231.27e-061.56e-0578
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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
ZNF830SNVMissense_Mutationc.20N>Ap.Ala7Aspp.A7DQ96NB3protein_codingdeleterious(0.02)benign(0.07)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ZNF830insertionFrame_Shift_Insnovelc.68_69insCTp.Leu24CysfsTer2p.L24Cfs*2Q96NB3protein_codingTCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZNF830insertionIn_Frame_Insnovelc.70_71insCTCACATTTTCATGGTGCCTTp.Arg23_Leu24insSerHisIlePheMetValProp.R23_L24insSHIFMVPQ96NB3protein_codingTCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ZNF830insertionFrame_Shift_Insnovelc.493_494insCTGCACTCCAGCCTGGGCGACACAGTGAGACTCCp.Glu165AlafsTer50p.E165Afs*50Q96NB3protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF830SNVMissense_Mutationc.223N>Tp.His75Tyrp.H75YQ96NB3protein_codingdeleterious(0)possibly_damaging(0.767)TCGA-DR-A0ZL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF830SNVMissense_Mutationc.484G>Cp.Glu162Glnp.E162QQ96NB3protein_codingdeleterious(0.02)possibly_damaging(0.522)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF830SNVMissense_Mutationnovelc.100A>Cp.Ser34Argp.S34RQ96NB3protein_codingtolerated(0.44)benign(0.024)TCGA-AA-3666-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
ZNF830SNVMissense_Mutationc.161N>Tp.Ala54Valp.A54VQ96NB3protein_codingtolerated(0.54)benign(0)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZNF830SNVMissense_Mutationc.880N>Ap.Glu294Lysp.E294KQ96NB3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-3890-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ZNF830SNVMissense_Mutationnovelc.627N>Ap.Phe209Leup.F209LQ96NB3protein_codingdeleterious(0.02)benign(0.156)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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