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: ZNF638

Gene summary for ZNF638

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF638

Gene ID

27332

Gene namezinc finger protein 638
Gene AliasNP220
Cytomap2p13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q14966


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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
27332ZNF638CA_HPV_1HumanCervixCC8.14e-04-1.07e-010.0264
27332ZNF638CA_HPV_3HumanCervixCC5.52e-04-2.42e-020.0414
27332ZNF638CCI_1HumanCervixCC4.75e-041.10e+000.528
27332ZNF638CCI_2HumanCervixCC2.78e-047.13e-010.5249
27332ZNF638CCI_3HumanCervixCC5.11e-181.24e+000.516
27332ZNF638HTA11_3410_2000001011HumanColorectumAD3.37e-32-7.60e-010.0155
27332ZNF638HTA11_2487_2000001011HumanColorectumSER1.31e-12-5.86e-01-0.1808
27332ZNF638HTA11_2951_2000001011HumanColorectumAD3.75e-03-7.65e-010.0216
27332ZNF638HTA11_2112_2000001011HumanColorectumSER4.34e-03-5.94e-01-0.2196
27332ZNF638HTA11_3361_2000001011HumanColorectumAD7.03e-12-6.70e-01-0.1207
27332ZNF638HTA11_83_2000001011HumanColorectumSER4.43e-03-4.20e-01-0.1526
27332ZNF638HTA11_696_2000001011HumanColorectumAD1.85e-17-5.16e-01-0.1464
27332ZNF638HTA11_866_2000001011HumanColorectumAD1.05e-13-4.59e-01-0.1001
27332ZNF638HTA11_5212_2000001011HumanColorectumAD1.45e-04-7.32e-01-0.2061
27332ZNF638HTA11_5216_2000001011HumanColorectumSER1.28e-02-6.39e-01-0.1462
27332ZNF638HTA11_9341_2000001011HumanColorectumSER6.69e-03-8.99e-01-0.00410000000000005
27332ZNF638HTA11_7862_2000001011HumanColorectumAD1.65e-04-5.41e-01-0.0179
27332ZNF638HTA11_866_3004761011HumanColorectumAD3.11e-17-6.86e-010.096
27332ZNF638HTA11_9408_2000001011HumanColorectumAD2.17e-03-7.50e-010.0451
27332ZNF638HTA11_8622_2000001021HumanColorectumSER3.39e-06-6.79e-010.0528
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00083804ColorectumFAPRNA splicing108/2622434/187237.90e-101.86e-07108
GO:00083805ColorectumCRCRNA splicing90/2078434/187232.80e-097.97e-0790
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:00083807LiverNAFLDRNA splicing70/1882434/187234.62e-051.10e-0370
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:00083808LungIACRNA splicing75/2061434/187234.89e-051.12e-0375
GO:000838013LungAISRNA splicing68/1849434/187238.50e-052.11e-0368
GO:000838023LungMIACRNA splicing44/967434/187231.56e-051.07e-0344
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000838025Oral cavityEOLPRNA splicing115/2218434/187232.24e-173.04e-14115
GO:000838033Oral cavityNEOLPRNA splicing110/2005434/187232.29e-182.72e-15110
GO:000838018ProstateBPHRNA splicing147/3107434/187235.17e-192.29e-16147
GO:000838019ProstateTumorRNA splicing153/3246434/187239.15e-205.79e-17153
GO:000838027SkinAKRNA splicing111/1910434/187231.85e-205.49e-17111
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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
ZNF638SNVMissense_Mutationc.2614G>Cp.Glu872Glnp.E872QQ14966protein_codingdeleterious(0.02)possibly_damaging(0.494)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF638SNVMissense_Mutationc.4453N>Cp.Asp1485Hisp.D1485HQ14966protein_codingtolerated(0.09)probably_damaging(0.921)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF638SNVMissense_Mutationc.5347N>Ap.Glu1783Lysp.E1783KQ14966protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF638SNVMissense_Mutationrs141845828c.784A>Gp.Met262Valp.M262VQ14966protein_codingtolerated(0.82)benign(0)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
ZNF638SNVMissense_Mutationnovelc.3142N>Ap.Leu1048Ilep.L1048IQ14966protein_codingtolerated(0.06)benign(0.388)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF638SNVMissense_Mutationc.5252N>Gp.Leu1751Trpp.L1751WQ14966protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF638SNVMissense_Mutationc.522N>Cp.Leu174Phep.L174FQ14966protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
ZNF638SNVMissense_Mutationc.3433G>Cp.Glu1145Glnp.E1145QQ14966protein_codingtolerated(0.05)benign(0.119)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF638SNVMissense_Mutationc.4772N>Ap.Gly1591Aspp.G1591DQ14966protein_codingdeleterious(0.01)benign(0.074)TCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF638SNVMissense_Mutationrs763709853c.3500N>Cp.Leu1167Prop.L1167PQ14966protein_codingdeleterious(0.04)benign(0.121)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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