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: IFT46

Gene summary for IFT46

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFT46

Gene ID

56912

Gene nameintraflagellar transport 46
Gene AliasC11orf2
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9NQC8


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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
56912IFT46LZE22D1HumanEsophagusHGIN1.23e-032.27e-010.0595
56912IFT46LZE22THumanEsophagusESCC2.68e-056.27e-010.068
56912IFT46LZE24THumanEsophagusESCC1.44e-082.32e-010.0596
56912IFT46P2T-EHumanEsophagusESCC2.17e-088.33e-020.1177
56912IFT46P4T-EHumanEsophagusESCC7.60e-203.97e-010.1323
56912IFT46P5T-EHumanEsophagusESCC1.72e-047.37e-020.1327
56912IFT46P8T-EHumanEsophagusESCC1.81e-081.37e-010.0889
56912IFT46P10T-EHumanEsophagusESCC1.03e-086.87e-020.116
56912IFT46P11T-EHumanEsophagusESCC2.28e-102.89e-010.1426
56912IFT46P12T-EHumanEsophagusESCC2.36e-112.62e-010.1122
56912IFT46P15T-EHumanEsophagusESCC3.01e-098.82e-020.1149
56912IFT46P16T-EHumanEsophagusESCC2.73e-132.35e-010.1153
56912IFT46P20T-EHumanEsophagusESCC3.53e-044.84e-020.1124
56912IFT46P21T-EHumanEsophagusESCC9.80e-131.80e-010.1617
56912IFT46P22T-EHumanEsophagusESCC4.19e-065.59e-020.1236
56912IFT46P23T-EHumanEsophagusESCC6.83e-081.24e-010.108
56912IFT46P24T-EHumanEsophagusESCC6.95e-148.98e-020.1287
56912IFT46P26T-EHumanEsophagusESCC5.48e-163.10e-010.1276
56912IFT46P27T-EHumanEsophagusESCC2.03e-091.35e-010.1055
56912IFT46P28T-EHumanEsophagusESCC7.28e-105.77e-020.1149
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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
∗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:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:005082127EsophagusHGINprotein stabilization64/2587191/187233.11e-124.24e-1064
GO:00315035EsophagusHGINprotein-containing complex localization50/2587220/187232.18e-043.98e-0350
GO:003070517EsophagusHGINcytoskeleton-dependent intracellular transport45/2587195/187233.07e-045.15e-0345
GO:00109707EsophagusHGINtransport along microtubule35/2587155/187232.01e-032.12e-0235
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
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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
IFT46SNVMissense_Mutationc.835N>Ap.Pro279Thrp.P279TQ9NQC8protein_codingdeleterious(0.04)benign(0.278)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
IFT46SNVMissense_Mutationrs782623965c.515N>Ap.Arg172Hisp.R172HQ9NQC8protein_codingdeleterious(0.01)possibly_damaging(0.795)TCGA-AR-A1AL-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozoleSD
IFT46insertionNonsense_Mutationnovelc.904_905insCCTGCCTCAGATTGCTGTCCCCGGGGAGTTAATGCATCTACp.Val302AlafsTer11p.V302Afs*11Q9NQC8protein_codingTCGA-BH-A0GZ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
IFT46SNVMissense_Mutationc.532N>Ap.Asp178Asnp.D178NQ9NQC8protein_codingdeleterious(0.04)possibly_damaging(0.529)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFT46SNVMissense_Mutationc.377N>Tp.Ser126Phep.S126FQ9NQC8protein_codingdeleterious(0.01)probably_damaging(0.914)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFT46SNVMissense_Mutationc.532N>Ap.Asp178Asnp.D178NQ9NQC8protein_codingdeleterious(0.04)possibly_damaging(0.529)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IFT46SNVMissense_Mutationrs782595984c.724C>Tp.Arg242Cysp.R242CQ9NQC8protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IFT46SNVMissense_Mutationc.1056N>Cp.Leu352Phep.L352FQ9NQC8protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.748)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IFT46SNVMissense_Mutationrs782595984c.724N>Tp.Arg242Cysp.R242CQ9NQC8protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
IFT46SNVMissense_Mutationnovelc.647A>Cp.Lys216Thrp.K216TQ9NQC8protein_codingtolerated(0.37)benign(0.056)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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