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: CFAP97

Gene summary for CFAP97

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CFAP97

Gene ID

57587

Gene namecilia and flagella associated protein 97
Gene AliasKIAA1430
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

Q9P2B7


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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
57587CFAP97C04HumanOral cavityOSCC5.73e-126.98e-010.2633
57587CFAP97C21HumanOral cavityOSCC1.08e-291.24e+000.2678
57587CFAP97C30HumanOral cavityOSCC7.08e-169.50e-010.3055
57587CFAP97C38HumanOral cavityOSCC3.06e-025.87e-010.172
57587CFAP97C43HumanOral cavityOSCC9.13e-255.54e-010.1704
57587CFAP97C46HumanOral cavityOSCC7.92e-125.64e-010.1673
57587CFAP97C51HumanOral cavityOSCC8.32e-045.52e-010.2674
57587CFAP97C08HumanOral cavityOSCC1.71e-348.49e-010.1919
57587CFAP97C09HumanOral cavityOSCC2.01e-103.10e-010.1431
57587CFAP97LN22HumanOral cavityOSCC8.79e-044.81e-010.1733
57587CFAP97LN46HumanOral cavityOSCC4.31e-064.52e-010.1666
57587CFAP97SYSMH1HumanOral cavityOSCC7.76e-031.88e-010.1127
57587CFAP97SYSMH2HumanOral cavityOSCC8.05e-115.24e-010.2326
57587CFAP97SYSMH3HumanOral cavityOSCC1.35e-197.18e-010.2442
57587CFAP97SYSMH4HumanOral cavityOSCC1.36e-037.61e-020.1226
57587CFAP97male-WTAHumanThyroidPTC6.03e-435.12e-010.1037
57587CFAP97PTC01HumanThyroidPTC1.56e-235.22e-010.1899
57587CFAP97PTC03HumanThyroidPTC2.86e-053.23e-010.1784
57587CFAP97PTC04HumanThyroidPTC7.57e-256.34e-010.1927
57587CFAP97PTC05HumanThyroidPTC2.60e-341.36e+000.2065
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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
CFAP97SNVMissense_Mutationrs781085964c.1205C>Tp.Ala402Valp.A402VQ9P2B7protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CFAP97SNVMissense_Mutationc.615N>Tp.Lys205Asnp.K205NQ9P2B7protein_codingtolerated(0.32)benign(0.001)TCGA-D8-A27W-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
CFAP97SNVMissense_Mutationc.608N>Tp.Ser203Leup.S203LQ9P2B7protein_codingtolerated(0.1)benign(0.036)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CFAP97insertionNonsense_Mutationnovelc.825_826insCATTCCCAACAATAAAAAATATCTACTAp.Asp276HisfsTer5p.D276Hfs*5Q9P2B7protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CFAP97SNVMissense_Mutationrs373566490c.158N>Tp.Ser53Leup.S53LQ9P2B7protein_codingtolerated(0.61)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CFAP97SNVMissense_Mutationrs777547282c.1397N>Ap.Arg466Hisp.R466HQ9P2B7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CFAP97SNVMissense_Mutationc.775N>Cp.Ser259Prop.S259PQ9P2B7protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CFAP97SNVMissense_Mutationc.53N>Gp.Asp18Glyp.D18GQ9P2B7protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CFAP97SNVMissense_Mutationnovelc.1069N>Ap.Asp357Asnp.D357NQ9P2B7protein_codingtolerated(0.11)probably_damaging(0.911)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CFAP97SNVMissense_Mutationnovelc.495N>Tp.Lys165Asnp.K165NQ9P2B7protein_codingdeleterious(0.01)benign(0.071)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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