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: IFT122

Gene summary for IFT122

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFT122

Gene ID

55764

Gene nameintraflagellar transport 122
Gene AliasCED
Cytomap3q21.3-q22.1
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q9HBG6


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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
55764IFT122LZE24THumanEsophagusESCC8.76e-062.35e-010.0596
55764IFT122LZE6THumanEsophagusESCC2.20e-021.77e-010.0845
55764IFT122P1T-EHumanEsophagusESCC1.43e-032.85e-010.0875
55764IFT122P2T-EHumanEsophagusESCC1.82e-356.91e-010.1177
55764IFT122P4T-EHumanEsophagusESCC2.99e-039.77e-020.1323
55764IFT122P5T-EHumanEsophagusESCC4.97e-071.03e-010.1327
55764IFT122P8T-EHumanEsophagusESCC7.22e-081.60e-010.0889
55764IFT122P9T-EHumanEsophagusESCC4.85e-041.11e-010.1131
55764IFT122P10T-EHumanEsophagusESCC7.60e-081.95e-010.116
55764IFT122P11T-EHumanEsophagusESCC5.71e-031.82e-010.1426
55764IFT122P12T-EHumanEsophagusESCC1.34e-038.84e-020.1122
55764IFT122P15T-EHumanEsophagusESCC2.99e-051.98e-010.1149
55764IFT122P16T-EHumanEsophagusESCC2.75e-204.83e-010.1153
55764IFT122P17T-EHumanEsophagusESCC9.08e-063.04e-010.1278
55764IFT122P20T-EHumanEsophagusESCC1.01e-061.97e-010.1124
55764IFT122P21T-EHumanEsophagusESCC1.14e-101.96e-010.1617
55764IFT122P22T-EHumanEsophagusESCC3.08e-071.91e-010.1236
55764IFT122P23T-EHumanEsophagusESCC1.64e-062.03e-010.108
55764IFT122P24T-EHumanEsophagusESCC3.37e-071.48e-010.1287
55764IFT122P26T-EHumanEsophagusESCC1.39e-091.68e-010.1276
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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:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:00721759EsophagusESCCepithelial tube formation86/8552132/187234.81e-065.10e-0586
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00101711EsophagusESCCbody morphogenesis30/855243/187231.21e-035.88e-0330
GO:00487367EsophagusESCCappendage development98/8552172/187231.83e-038.37e-0398
GO:00601737EsophagusESCClimb development98/8552172/187231.83e-038.37e-0398
GO:19055153EsophagusESCCnon-motile cilium assembly39/855261/187233.08e-031.28e-0239
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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
IFT122SNVMissense_Mutationnovelc.2853N>Tp.Gln951Hisp.Q951HQ9HBG6protein_codingtolerated(0.06)probably_damaging(0.935)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
IFT122SNVMissense_Mutationnovelc.3556N>Ap.Leu1186Metp.L1186MQ9HBG6protein_codingtolerated(0.37)benign(0.177)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFT122SNVMissense_Mutationc.2873N>Gp.Ala958Glyp.A958GQ9HBG6protein_codingtolerated(0.33)benign(0.3)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IFT122SNVMissense_Mutationrs769736492c.719N>Ap.Arg240Glnp.R240QQ9HBG6protein_codingtolerated(0.6)benign(0.007)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
IFT122SNVMissense_Mutationc.1262C>Gp.Thr421Serp.T421SQ9HBG6protein_codingdeleterious(0.03)probably_damaging(0.987)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
IFT122SNVMissense_Mutationnovelc.2245N>Cp.Asp749Hisp.D749HQ9HBG6protein_codingdeleterious(0)probably_damaging(0.967)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
IFT122insertionFrame_Shift_Insnovelc.1867_1868insCGTTGTTCAGTGGAGTCATCCAGCCCTGTGGCCTp.Gly623AlafsTer67p.G623Afs*67Q9HBG6protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
IFT122insertionFrame_Shift_Insnovelc.2593_2594insCCTTTGTCCAGp.Tyr865SerfsTer20p.Y865Sfs*20Q9HBG6protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IFT122insertionFrame_Shift_Insnovelc.709_710insATp.Pro237HisfsTer11p.P237Hfs*11Q9HBG6protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
IFT122insertionIn_Frame_Insnovelc.711_712insAAGTTGTTGTATGTTTCAATTATTTGTp.Pro237_Ser238insLysLeuLeuTyrValSerIleIleCysp.P237_S238insKLLYVSIICQ9HBG6protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
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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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