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
57587CFAP97LZE2THumanEsophagusESCC1.15e-053.65e-010.082
57587CFAP97LZE3DHumanEsophagusHGIN2.59e-034.84e-010.0668
57587CFAP97LZE4THumanEsophagusESCC2.52e-145.15e-010.0811
57587CFAP97LZE7THumanEsophagusESCC2.06e-041.83e-010.0667
57587CFAP97LZE8THumanEsophagusESCC3.45e-047.77e-020.067
57587CFAP97LZE22THumanEsophagusESCC1.21e-031.51e-010.068
57587CFAP97LZE24THumanEsophagusESCC3.98e-082.54e-010.0596
57587CFAP97LZE21THumanEsophagusESCC8.25e-031.99e-010.0655
57587CFAP97P1T-EHumanEsophagusESCC2.55e-074.25e-010.0875
57587CFAP97P2T-EHumanEsophagusESCC5.86e-459.35e-010.1177
57587CFAP97P4T-EHumanEsophagusESCC1.30e-276.94e-010.1323
57587CFAP97P5T-EHumanEsophagusESCC1.22e-235.76e-010.1327
57587CFAP97P8T-EHumanEsophagusESCC2.76e-183.51e-010.0889
57587CFAP97P9T-EHumanEsophagusESCC8.91e-133.62e-010.1131
57587CFAP97P10T-EHumanEsophagusESCC8.79e-173.79e-010.116
57587CFAP97P11T-EHumanEsophagusESCC5.60e-153.65e-010.1426
57587CFAP97P12T-EHumanEsophagusESCC2.08e-317.46e-010.1122
57587CFAP97P15T-EHumanEsophagusESCC1.52e-234.78e-010.1149
57587CFAP97P16T-EHumanEsophagusESCC5.84e-458.82e-010.1153
57587CFAP97P17T-EHumanEsophagusESCC9.88e-053.28e-010.1278
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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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