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: CFAP36

Gene summary for CFAP36

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CFAP36

Gene ID

112942

Gene namecilia and flagella associated protein 36
Gene AliasBARTL1
Cytomap2p16.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q96G28


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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
112942CFAP36LZE4THumanEsophagusESCC2.53e-083.74e-010.0811
112942CFAP36LZE5THumanEsophagusESCC9.10e-082.06e-010.0514
112942CFAP36LZE7THumanEsophagusESCC1.30e-023.79e-010.0667
112942CFAP36LZE8THumanEsophagusESCC4.96e-078.71e-020.067
112942CFAP36LZE24THumanEsophagusESCC5.97e-103.99e-010.0596
112942CFAP36P1T-EHumanEsophagusESCC2.89e-083.22e-010.0875
112942CFAP36P2T-EHumanEsophagusESCC1.34e-571.06e+000.1177
112942CFAP36P4T-EHumanEsophagusESCC8.81e-318.01e-010.1323
112942CFAP36P5T-EHumanEsophagusESCC1.09e-212.94e-010.1327
112942CFAP36P8T-EHumanEsophagusESCC1.28e-153.09e-010.0889
112942CFAP36P9T-EHumanEsophagusESCC1.65e-213.95e-010.1131
112942CFAP36P10T-EHumanEsophagusESCC1.50e-235.14e-010.116
112942CFAP36P11T-EHumanEsophagusESCC7.42e-185.70e-010.1426
112942CFAP36P12T-EHumanEsophagusESCC5.08e-243.86e-010.1122
112942CFAP36P15T-EHumanEsophagusESCC2.79e-174.39e-010.1149
112942CFAP36P16T-EHumanEsophagusESCC1.43e-459.24e-010.1153
112942CFAP36P17T-EHumanEsophagusESCC1.98e-083.39e-010.1278
112942CFAP36P19T-EHumanEsophagusESCC2.23e-077.00e-010.1662
112942CFAP36P20T-EHumanEsophagusESCC1.14e-224.51e-010.1124
112942CFAP36P21T-EHumanEsophagusESCC3.32e-398.04e-010.1617
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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
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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
CFAP36SNVMissense_Mutationrs377625368c.745A>Gp.Ile249Valp.I249VQ96G28protein_codingtolerated(1)benign(0)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
CFAP36SNVMissense_Mutationc.617N>Tp.Ser206Leup.S206LQ96G28protein_codingtolerated(0.41)benign(0.022)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CFAP36SNVMissense_Mutationnovelc.658N>Ap.Ala220Thrp.A220TQ96G28protein_codingtolerated(0.21)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CFAP36SNVMissense_Mutationc.674A>Tp.Asn225Ilep.N225IQ96G28protein_codingtolerated(0.12)benign(0.007)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CFAP36SNVMissense_Mutationrs763494988c.452N>Ap.Arg151Glnp.R151QQ96G28protein_codingtolerated(0.05)possibly_damaging(0.446)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CFAP36SNVMissense_Mutationnovelc.671A>Cp.Asn224Thrp.N224TQ96G28protein_codingtolerated(0.46)benign(0)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
CFAP36SNVMissense_Mutationrs763494988c.452N>Ap.Arg151Glnp.R151QQ96G28protein_codingtolerated(0.05)possibly_damaging(0.446)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CFAP36SNVMissense_Mutationnovelc.734N>Tp.Ala245Valp.A245VQ96G28protein_codingtolerated(0.13)benign(0.049)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CFAP36SNVMissense_Mutationnovelc.500N>Ap.Gly167Aspp.G167DQ96G28protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CFAP36SNVMissense_Mutationc.862G>Tp.Val288Leup.V288LQ96G28protein_codingtolerated(0.25)benign(0.014)TCGA-A5-A1OF-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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