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: IFT88

Gene summary for IFT88

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFT88

Gene ID

8100

Gene nameintraflagellar transport 88
Gene AliasD13S1056E
Cytomap13q12.11
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

B3KX42


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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
8100IFT88NAFLD1HumanLiverNAFLD7.76e-068.93e-01-0.04
8100IFT88S43HumanLiverCirrhotic1.16e-05-1.41e-01-0.0187
8100IFT88HCC1_MengHumanLiverHCC1.92e-32-1.25e-010.0246
8100IFT88HCC2_MengHumanLiverHCC1.51e-18-6.05e-020.0107
8100IFT88HCC2HumanLiverHCC4.68e-083.47e+000.5341
8100IFT88Pt13.aHumanLiverHCC2.53e-02-1.92e-010.021
8100IFT88S028HumanLiverHCC1.78e-023.83e-010.2503
8100IFT88S029HumanLiverHCC8.39e-034.49e-010.2581
8100IFT88HTA12-23-1HumanPancreasPDAC4.93e-046.06e-010.3405
8100IFT88HTA12-26-1HumanPancreasPDAC1.35e-177.64e-010.3728
8100IFT88HTA12-29-1HumanPancreasPDAC2.56e-185.14e-010.3722
8100IFT88male-WTAHumanThyroidPTC2.77e-136.72e-020.1037
8100IFT88PTC01HumanThyroidPTC5.39e-111.76e-010.1899
8100IFT88PTC03HumanThyroidPTC1.31e-051.06e-010.1784
8100IFT88PTC04HumanThyroidPTC2.13e-141.89e-010.1927
8100IFT88PTC05HumanThyroidPTC1.66e-163.20e-010.2065
8100IFT88PTC06HumanThyroidPTC1.53e-214.55e-010.2057
8100IFT88PTC07HumanThyroidPTC3.42e-314.20e-010.2044
8100IFT88ATC09HumanThyroidATC4.83e-038.04e-020.2871
8100IFT88ATC13HumanThyroidATC2.19e-274.91e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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:004408813ThyroidATCregulation of vacuole organization26/629345/187237.43e-044.14e-0326
GO:200078513ThyroidATCregulation of autophagosome assembly21/629339/187237.26e-032.86e-0221
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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
IFT88SNVMissense_Mutationc.767N>Tp.Arg256Ilep.R256IQ13099protein_codingtolerated(0.05)possibly_damaging(0.69)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
IFT88SNVMissense_Mutationc.1796N>Tp.Ser599Phep.S599FQ13099protein_codingtolerated(0.27)benign(0.276)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
IFT88SNVMissense_Mutationc.1020N>Cp.Leu340Phep.L340FQ13099protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
IFT88SNVMissense_Mutationc.243N>Tp.Lys81Asnp.K81NQ13099protein_codingtolerated(0.44)benign(0.272)TCGA-C8-A12W-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
IFT88SNVMissense_Mutationc.1420G>Cp.Asp474Hisp.D474HQ13099protein_codingdeleterious(0)possibly_damaging(0.498)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
IFT88SNVMissense_Mutationc.1722N>Ap.Met574Ilep.M574IQ13099protein_codingtolerated(0.3)benign(0.06)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
IFT88insertionNonsense_Mutationnovelc.2376_2377insTAAGAACCTACAGTTAAGAAAAAGTATGCATGCp.Glu792_Ile793insTerp.E792_I793ins*Q13099protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFT88SNVMissense_Mutationnovelc.1358A>Gp.Lys453Argp.K453RQ13099protein_codingtolerated(0.17)probably_damaging(0.98)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IFT88SNVMissense_Mutationnovelc.1367N>Cp.Arg456Thrp.R456TQ13099protein_codingdeleterious(0.05)benign(0.115)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IFT88SNVMissense_Mutationc.1366A>Gp.Arg456Glyp.R456GQ13099protein_codingdeleterious(0.01)benign(0.079)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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