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: IFT27

Gene summary for IFT27

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFT27

Gene ID

11020

Gene nameintraflagellar transport 27
Gene AliasBBS19
Cytomap22q12.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9BW83


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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
11020IFT27LZE4THumanEsophagusESCC3.69e-104.17e-010.0811
11020IFT27LZE7THumanEsophagusESCC9.60e-096.96e-010.0667
11020IFT27LZE24THumanEsophagusESCC9.45e-134.92e-010.0596
11020IFT27LZE6THumanEsophagusESCC9.23e-043.88e-010.0845
11020IFT27P1T-EHumanEsophagusESCC9.49e-043.58e-010.0875
11020IFT27P2T-EHumanEsophagusESCC2.91e-245.13e-010.1177
11020IFT27P4T-EHumanEsophagusESCC1.14e-286.87e-010.1323
11020IFT27P5T-EHumanEsophagusESCC1.28e-048.21e-020.1327
11020IFT27P8T-EHumanEsophagusESCC6.26e-224.11e-010.0889
11020IFT27P9T-EHumanEsophagusESCC8.98e-175.37e-010.1131
11020IFT27P10T-EHumanEsophagusESCC2.95e-315.85e-010.116
11020IFT27P11T-EHumanEsophagusESCC3.33e-217.56e-010.1426
11020IFT27P12T-EHumanEsophagusESCC6.52e-356.33e-010.1122
11020IFT27P15T-EHumanEsophagusESCC3.85e-276.66e-010.1149
11020IFT27P16T-EHumanEsophagusESCC6.45e-356.64e-010.1153
11020IFT27P17T-EHumanEsophagusESCC3.44e-052.10e-010.1278
11020IFT27P19T-EHumanEsophagusESCC3.72e-095.59e-010.1662
11020IFT27P20T-EHumanEsophagusESCC2.58e-102.29e-010.1124
11020IFT27P21T-EHumanEsophagusESCC4.66e-274.85e-010.1617
11020IFT27P22T-EHumanEsophagusESCC2.81e-478.68e-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
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: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
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:003070511LiverCirrhoticcytoskeleton-dependent intracellular transport68/4634195/187239.54e-046.77e-0368
GO:0031503LiverCirrhoticprotein-containing complex localization75/4634220/187231.13e-037.73e-0375
GO:00109701LiverCirrhotictransport along microtubule52/4634155/187238.42e-033.91e-0252
GO:00315031LiverHCCprotein-containing complex localization129/7958220/187239.38e-071.42e-05129
GO:003070521LiverHCCcytoskeleton-dependent intracellular transport111/7958195/187233.25e-053.28e-04111
GO:00109702LiverHCCtransport along microtubule90/7958155/187236.49e-055.92e-0490
GO:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:00720012LiverHCCrenal system development152/7958302/187233.45e-031.56e-02152
GO:003070510Oral cavityOSCCcytoskeleton-dependent intracellular transport113/7305195/187236.03e-081.09e-06113
GO:00315034Oral cavityOSCCprotein-containing complex localization123/7305220/187232.54e-074.00e-06123
GO:00109706Oral cavityOSCCtransport along microtubule88/7305155/187235.35e-066.02e-0588
GO:00991113Oral cavityOSCCmicrotubule-based transport96/7305190/187237.92e-044.27e-0396
GO:00016558Oral cavityOSCCurogenital system development160/7305338/187231.03e-035.31e-03160
GO:003150313Oral cavityLPprotein-containing complex localization82/4623220/187232.08e-053.44e-0482
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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
IFT27SNVMissense_Mutationnovelc.323G>Tp.Arg108Leup.R108LQ9BW83protein_codingdeleterious(0)possibly_damaging(0.814)TCGA-Q1-A73S-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IFT27SNVMissense_Mutationc.550N>Ap.Ala184Thrp.A184TQ9BW83protein_codingtolerated(0.75)benign(0)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IFT27SNVMissense_Mutationc.551N>Tp.Ala184Valp.A184VQ9BW83protein_codingtolerated(0.1)benign(0)TCGA-B5-A0K6-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IFT27SNVMissense_Mutationrs185871181c.77N>Ap.Arg26Hisp.R26HQ9BW83protein_codingtolerated(0.91)benign(0.003)TCGA-D1-A174-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IFT27SNVMissense_Mutationc.65C>Gp.Ala22Glyp.A22GQ9BW83protein_codingdeleterious(0)benign(0.186)TCGA-63-5128-01Lunglung squamous cell carcinomaMaleUnknownI/IIUnknownUnknownPD
IFT27SNVMissense_Mutationnovelc.500N>Gp.Leu167Argp.L167RQ9BW83protein_codingdeleterious(0)probably_damaging(0.999)TCGA-63-A5M9-01Lunglung squamous cell carcinomaFemaleUnknownI/IIUnknownUnknownSD
IFT27SNVMissense_Mutationrs775878094c.58G>Ap.Ala20Thrp.A20TQ9BW83protein_codingtolerated(0.06)benign(0.313)TCGA-J4-A6G1-01Prostateprostate adenocarcinomaMale>=658UnknownUnknownSD
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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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