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: IFT22

Gene summary for IFT22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFT22

Gene ID

64792

Gene nameintraflagellar transport 22
Gene AliasFAP9
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9H7X7


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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
64792IFT22LZE7THumanEsophagusESCC1.01e-033.31e-010.0667
64792IFT22LZE22THumanEsophagusESCC5.08e-044.31e-010.068
64792IFT22LZE24THumanEsophagusESCC2.86e-167.04e-010.0596
64792IFT22LZE6THumanEsophagusESCC3.84e-062.99e-010.0845
64792IFT22P1T-EHumanEsophagusESCC3.80e-064.11e-010.0875
64792IFT22P2T-EHumanEsophagusESCC1.11e-991.70e+000.1177
64792IFT22P4T-EHumanEsophagusESCC1.07e-246.58e-010.1323
64792IFT22P5T-EHumanEsophagusESCC7.42e-214.39e-010.1327
64792IFT22P8T-EHumanEsophagusESCC1.23e-214.34e-010.0889
64792IFT22P9T-EHumanEsophagusESCC1.97e-124.11e-010.1131
64792IFT22P10T-EHumanEsophagusESCC7.50e-295.43e-010.116
64792IFT22P11T-EHumanEsophagusESCC1.42e-125.24e-010.1426
64792IFT22P12T-EHumanEsophagusESCC8.83e-315.94e-010.1122
64792IFT22P15T-EHumanEsophagusESCC4.54e-409.63e-010.1149
64792IFT22P16T-EHumanEsophagusESCC1.61e-539.90e-010.1153
64792IFT22P17T-EHumanEsophagusESCC8.05e-241.05e+000.1278
64792IFT22P19T-EHumanEsophagusESCC3.33e-097.29e-010.1662
64792IFT22P20T-EHumanEsophagusESCC4.10e-481.07e+000.1124
64792IFT22P21T-EHumanEsophagusESCC7.80e-591.12e+000.1617
64792IFT22P22T-EHumanEsophagusESCC9.36e-397.32e-010.1236
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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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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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
IFT22SNVMissense_Mutationrs190539623c.287N>Ap.Arg96Glnp.R96QQ9H7X7protein_codingtolerated(0.57)benign(0.009)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
IFT22SNVMissense_Mutationnovelc.460N>Gp.Pro154Alap.P154AQ9H7X7protein_codingtolerated(0.23)benign(0.174)TCGA-B6-A0X5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
IFT22insertionNonsense_Mutationnovelc.456_457insTTCCTGGCCCCAGAACTTCCCAAAGACCTGTAAAATGGAGGp.Asp153PhefsTer11p.D153Ffs*11Q9H7X7protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
IFT22SNVMissense_Mutationc.354N>Ap.Met118Ilep.M118IQ9H7X7protein_codingtolerated(0.31)benign(0.01)TCGA-JW-A69B-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IFT22SNVMissense_Mutationnovelc.28N>Tp.Gly10Trpp.G10WQ9H7X7protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
IFT22SNVMissense_Mutationrs375452848c.199N>Ap.Asp67Asnp.D67NQ9H7X7protein_codingtolerated(0.09)benign(0.176)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IFT22SNVMissense_Mutationrs190539623c.287G>Ap.Arg96Glnp.R96QQ9H7X7protein_codingtolerated(0.57)benign(0.009)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IFT22SNVMissense_Mutationc.400C>Ap.Leu134Metp.L134MQ9H7X7protein_codingtolerated(0.11)benign(0.332)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IFT22SNVMissense_Mutationnovelc.158A>Tp.Lys53Ilep.K53IQ9H7X7protein_codingdeleterious(0)benign(0.372)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
IFT22SNVMissense_Mutationrs370329389c.259N>Ap.Val87Ilep.V87IQ9H7X7protein_codingtolerated(0.49)benign(0.065)TCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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