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: ZNF618

Gene summary for ZNF618

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF618

Gene ID

114991

Gene namezinc finger protein 618
Gene AliasFP13169
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q5T7W0


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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
114991ZNF618LZE2THumanEsophagusESCC2.18e-043.51e-010.082
114991ZNF618LZE4THumanEsophagusESCC6.35e-031.09e-010.0811
114991ZNF618LZE7THumanEsophagusESCC1.02e-031.65e-010.0667
114991ZNF618LZE24THumanEsophagusESCC6.29e-041.16e-010.0596
114991ZNF618P1T-EHumanEsophagusESCC2.44e-062.66e-010.0875
114991ZNF618P2T-EHumanEsophagusESCC4.37e-356.12e-010.1177
114991ZNF618P4T-EHumanEsophagusESCC3.78e-041.24e-010.1323
114991ZNF618P8T-EHumanEsophagusESCC1.13e-162.80e-010.0889
114991ZNF618P10T-EHumanEsophagusESCC2.27e-213.80e-010.116
114991ZNF618P11T-EHumanEsophagusESCC6.08e-062.68e-010.1426
114991ZNF618P12T-EHumanEsophagusESCC4.30e-101.87e-010.1122
114991ZNF618P15T-EHumanEsophagusESCC5.83e-122.35e-010.1149
114991ZNF618P16T-EHumanEsophagusESCC1.76e-122.05e-010.1153
114991ZNF618P22T-EHumanEsophagusESCC3.89e-122.02e-010.1236
114991ZNF618P24T-EHumanEsophagusESCC9.53e-091.96e-010.1287
114991ZNF618P26T-EHumanEsophagusESCC2.06e-081.44e-010.1276
114991ZNF618P27T-EHumanEsophagusESCC9.56e-081.42e-010.1055
114991ZNF618P28T-EHumanEsophagusESCC3.14e-041.08e-010.1149
114991ZNF618P30T-EHumanEsophagusESCC2.31e-103.19e-010.137
114991ZNF618P32T-EHumanEsophagusESCC6.56e-152.64e-010.1666
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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
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:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:0035563EsophagusESCCpositive regulation of chromatin binding11/855214/187231.30e-024.27e-0211
GO:0051098113ThyroidPTCregulation of binding195/5968363/187233.21e-183.37e-16195
GO:0051099113ThyroidPTCpositive regulation of binding100/5968173/187231.56e-126.96e-11100
GO:005109834ThyroidATCregulation of binding203/6293363/187231.18e-181.55e-16203
GO:005109934ThyroidATCpositive regulation of binding103/6293173/187232.19e-129.05e-11103
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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
ZNF618SNVMissense_Mutationc.455G>Ap.Cys152Tyrp.C152YQ5T7W0protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF618SNVMissense_Mutationrs759301939c.173N>Tp.Thr58Metp.T58MQ5T7W0protein_codingdeleterious_low_confidence(0)possibly_damaging(0.781)TCGA-AO-A0J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ZNF618SNVMissense_Mutationrs752559976c.1438G>Ap.Asp480Asnp.D480NQ5T7W0protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZNF618SNVMissense_Mutationc.2761N>Cp.Gly921Argp.G921RQ5T7W0protein_codingdeleterious(0.02)benign(0.026)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF618SNVMissense_Mutationc.1520G>Tp.Gly507Valp.G507VQ5T7W0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A1B6-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificAdriamycinSD
ZNF618insertionFrame_Shift_Insnovelc.1140_1141insAp.Thr381AsnfsTer37p.T381Nfs*37Q5T7W0protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
ZNF618insertionNonsense_Mutationnovelc.1142_1143insCCTGTTGGCATGAGTTTGCATCTCCCACCTTTCAp.Asn382LeufsTer4p.N382Lfs*4Q5T7W0protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
ZNF618SNVMissense_Mutationnovelc.1010N>Ap.Arg337Hisp.R337HQ5T7W0protein_codingtolerated_low_confidence(0.08)benign(0.215)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF618SNVMissense_Mutationrs770522574c.1868N>Tp.Thr623Metp.T623MQ5T7W0protein_codingtolerated(0.11)benign(0.266)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZNF618SNVMissense_Mutationc.2491N>Ap.Glu831Lysp.E831KQ5T7W0protein_codingtolerated(0.13)possibly_damaging(0.76)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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