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: IFT81

Gene summary for IFT81

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFT81

Gene ID

28981

Gene nameintraflagellar transport 81
Gene AliasCDV-1
Cytomap12q24.11
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024RBJ1


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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
28981IFT81LZE7THumanEsophagusESCC8.85e-031.97e-010.0667
28981IFT81LZE24THumanEsophagusESCC4.03e-052.23e-010.0596
28981IFT81P1T-EHumanEsophagusESCC4.78e-062.97e-010.0875
28981IFT81P2T-EHumanEsophagusESCC1.46e-447.73e-010.1177
28981IFT81P4T-EHumanEsophagusESCC4.89e-214.81e-010.1323
28981IFT81P5T-EHumanEsophagusESCC4.32e-041.11e-010.1327
28981IFT81P8T-EHumanEsophagusESCC4.30e-214.09e-010.0889
28981IFT81P9T-EHumanEsophagusESCC8.04e-061.73e-010.1131
28981IFT81P10T-EHumanEsophagusESCC2.02e-163.47e-010.116
28981IFT81P11T-EHumanEsophagusESCC2.12e-032.50e-010.1426
28981IFT81P12T-EHumanEsophagusESCC9.86e-101.66e-010.1122
28981IFT81P15T-EHumanEsophagusESCC1.74e-041.59e-010.1149
28981IFT81P16T-EHumanEsophagusESCC5.11e-335.71e-010.1153
28981IFT81P17T-EHumanEsophagusESCC3.35e-031.90e-010.1278
28981IFT81P19T-EHumanEsophagusESCC2.80e-043.29e-010.1662
28981IFT81P20T-EHumanEsophagusESCC1.47e-091.98e-010.1124
28981IFT81P21T-EHumanEsophagusESCC1.88e-194.05e-010.1617
28981IFT81P22T-EHumanEsophagusESCC6.60e-142.49e-010.1236
28981IFT81P23T-EHumanEsophagusESCC2.87e-041.98e-010.108
28981IFT81P24T-EHumanEsophagusESCC1.02e-061.60e-010.1287
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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: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
IFT81SNVMissense_Mutationrs113298674c.296A>Gp.Tyr99Cysp.Y99CQ8WYA0protein_codingdeleterious(0.01)possibly_damaging(0.757)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
IFT81SNVMissense_Mutationc.491N>Gp.Ser164Cysp.S164CQ8WYA0protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
IFT81SNVMissense_Mutationc.1783N>Cp.Glu595Glnp.E595QQ8WYA0protein_codingtolerated(0.06)benign(0.311)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
IFT81SNVMissense_Mutationc.379N>Ap.Val127Ilep.V127IQ8WYA0protein_codingtolerated(0.37)benign(0.127)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
IFT81SNVMissense_Mutationnovelc.1790N>Tp.Arg597Ilep.R597IQ8WYA0protein_codingdeleterious(0)benign(0.131)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFT81SNVMissense_Mutationc.1505N>Tp.Ser502Leup.S502LQ8WYA0protein_codingdeleterious(0.01)benign(0.311)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFT81SNVMissense_Mutationc.1429N>Ap.Glu477Lysp.E477KQ8WYA0protein_codingdeleterious(0.01)possibly_damaging(0.853)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
IFT81SNVMissense_Mutationnovelc.1050C>Gp.Ile350Metp.I350MQ8WYA0protein_codingdeleterious(0)probably_damaging(0.986)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFT81SNVMissense_Mutationrs527626533c.1738C>Tp.Arg580Cysp.R580CQ8WYA0protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IFT81SNVMissense_Mutationnovelc.394N>Ap.Leu132Ilep.L132IQ8WYA0protein_codingtolerated(0.05)possibly_damaging(0.828)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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