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: CHTF18

Gene summary for CHTF18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHTF18

Gene ID

63922

Gene namechromosome transmission fidelity factor 18
Gene AliasC16orf41
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8WVB6


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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
63922CHTF18LZE7THumanEsophagusESCC4.18e-084.03e-010.0667
63922CHTF18LZE21D1HumanEsophagusHGIN2.99e-042.84e-010.0632
63922CHTF18LZE24THumanEsophagusESCC6.82e-041.79e-010.0596
63922CHTF18LZE21THumanEsophagusESCC1.13e-033.96e-010.0655
63922CHTF18P1T-EHumanEsophagusESCC2.86e-032.29e-010.0875
63922CHTF18P2T-EHumanEsophagusESCC2.48e-194.17e-010.1177
63922CHTF18P4T-EHumanEsophagusESCC3.56e-051.84e-010.1323
63922CHTF18P5T-EHumanEsophagusESCC3.17e-092.12e-010.1327
63922CHTF18P8T-EHumanEsophagusESCC1.40e-021.27e-010.0889
63922CHTF18P12T-EHumanEsophagusESCC1.71e-021.80e-010.1122
63922CHTF18P15T-EHumanEsophagusESCC1.99e-041.74e-010.1149
63922CHTF18P17T-EHumanEsophagusESCC2.20e-022.26e-010.1278
63922CHTF18P19T-EHumanEsophagusESCC4.13e-044.79e-010.1662
63922CHTF18P20T-EHumanEsophagusESCC3.59e-028.89e-020.1124
63922CHTF18P21T-EHumanEsophagusESCC2.31e-051.46e-010.1617
63922CHTF18P23T-EHumanEsophagusESCC2.84e-041.51e-010.108
63922CHTF18P24T-EHumanEsophagusESCC1.40e-031.63e-010.1287
63922CHTF18P26T-EHumanEsophagusESCC5.98e-163.38e-010.1276
63922CHTF18P27T-EHumanEsophagusESCC6.31e-041.07e-010.1055
63922CHTF18P28T-EHumanEsophagusESCC5.58e-122.76e-010.1149
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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:005105214EsophagusHGINregulation of DNA metabolic process79/2587359/187231.38e-053.85e-0479
GO:007189710EsophagusHGINDNA biosynthetic process44/2587180/187238.97e-051.96e-0344
GO:005105416EsophagusHGINpositive regulation of DNA metabolic process47/2587201/187231.65e-043.21e-0347
GO:00323926EsophagusHGINDNA geometric change25/258790/187233.77e-045.85e-0325
GO:200027819EsophagusHGINregulation of DNA biosynthetic process28/2587106/187234.30e-046.47e-0328
GO:00325084EsophagusHGINDNA duplex unwinding22/258784/187231.91e-032.03e-0222
GO:200057318EsophagusHGINpositive regulation of DNA biosynthetic process18/258766/187232.95e-032.86e-0218
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:200057319EsophagusESCCpositive regulation of DNA biosynthetic process56/855266/187234.51e-111.45e-0956
GO:2000278110EsophagusESCCregulation of DNA biosynthetic process81/8552106/187239.81e-112.96e-0981
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:0090329EsophagusESCCregulation of DNA-dependent DNA replication30/855246/187235.91e-032.18e-0230
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:005105210Oral cavityOSCCregulation of DNA metabolic process207/7305359/187234.45e-132.17e-11207
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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
CHTF18SNVMissense_Mutationrs763378704c.34N>Ap.Glu12Lysp.E12KQ8WVB6protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CHTF18SNVMissense_Mutationnovelc.826N>Tp.Ala276Serp.A276SQ8WVB6protein_codingtolerated(0.95)benign(0.003)TCGA-A2-A1FV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
CHTF18SNVMissense_Mutationnovelc.2374C>Ap.Leu792Metp.L792MQ8WVB6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-AB28-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CHTF18SNVMissense_Mutationc.1909N>Ap.His637Asnp.H637NQ8WVB6protein_codingdeleterious(0.04)benign(0.045)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHTF18SNVMissense_Mutationc.2202G>Cp.Arg734Serp.R734SQ8WVB6protein_codingtolerated(0.06)benign(0.013)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CHTF18SNVMissense_Mutationnovelc.2218N>Ap.Leu740Metp.L740MQ8WVB6protein_codingtolerated(0.96)benign(0.135)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHTF18SNVMissense_Mutationrs199742669c.992C>Tp.Pro331Leup.P331LQ8WVB6protein_codingtolerated(0.18)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHTF18SNVMissense_Mutationrs760334422c.1618G>Ap.Ala540Thrp.A540TQ8WVB6protein_codingdeleterious(0.04)possibly_damaging(0.488)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHTF18SNVMissense_Mutationc.443N>Tp.Ser148Leup.S148LQ8WVB6protein_codingtolerated(0.89)benign(0)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CHTF18SNVMissense_Mutationnovelc.1952G>Ap.Gly651Aspp.G651DQ8WVB6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-VS-A94Z-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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