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: CACFD1

Gene summary for CACFD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CACFD1

Gene ID

11094

Gene namecalcium channel flower domain containing 1
Gene AliasC9orf7
Cytomap9q34.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9UGQ2


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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
11094CACFD1HTA11_2487_2000001011HumanColorectumSER8.46e-134.48e-01-0.1808
11094CACFD1HTA11_1938_2000001011HumanColorectumAD6.99e-113.53e-01-0.0811
11094CACFD1HTA11_78_2000001011HumanColorectumAD3.86e-051.91e-01-0.1088
11094CACFD1HTA11_347_2000001011HumanColorectumAD1.47e-194.32e-01-0.1954
11094CACFD1HTA11_411_2000001011HumanColorectumSER1.69e-079.71e-01-0.2602
11094CACFD1HTA11_2112_2000001011HumanColorectumSER2.81e-097.68e-01-0.2196
11094CACFD1HTA11_3361_2000001011HumanColorectumAD5.82e-083.11e-01-0.1207
11094CACFD1HTA11_83_2000001011HumanColorectumSER9.42e-073.42e-01-0.1526
11094CACFD1HTA11_696_2000001011HumanColorectumAD1.06e-315.98e-01-0.1464
11094CACFD1HTA11_866_2000001011HumanColorectumAD2.43e-072.03e-01-0.1001
11094CACFD1HTA11_1391_2000001011HumanColorectumAD1.56e-123.81e-01-0.059
11094CACFD1HTA11_2992_2000001011HumanColorectumSER7.34e-033.93e-01-0.1706
11094CACFD1HTA11_5212_2000001011HumanColorectumAD1.91e-074.68e-01-0.2061
11094CACFD1HTA11_546_2000001011HumanColorectumAD1.05e-053.32e-01-0.0842
11094CACFD1HTA11_6801_2000001011HumanColorectumSER1.17e-043.58e-010.0171
11094CACFD1HTA11_10711_2000001011HumanColorectumAD1.30e-042.56e-010.0338
11094CACFD1HTA11_7696_3000711011HumanColorectumAD1.17e-072.33e-010.0674
11094CACFD1HTA11_6818_2000001021HumanColorectumAD2.57e-021.41e-010.0588
11094CACFD1HTA11_99999971662_82457HumanColorectumMSS1.12e-021.44e-010.3859
11094CACFD1HTA11_99999973899_84307HumanColorectumMSS2.08e-021.56e-010.2585
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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
CACFD1SNVMissense_Mutationc.426N>Tp.Lys142Asnp.K142NQ9UGQ2protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
CACFD1SNVMissense_Mutationc.350N>Cp.Leu117Prop.L117PQ9UGQ2protein_codingtolerated(0.2)probably_damaging(0.967)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CACFD1SNVMissense_Mutationrs867108595c.655G>Ap.Ala219Thrp.A219TQ9UGQ2protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CACFD1SNVMissense_Mutationnovelc.646G>Tp.Gly216Trpp.G216WQ9UGQ2protein_codingdeleterious_low_confidence(0)possibly_damaging(0.792)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CACFD1SNVMissense_Mutationrs782205792c.382N>Ap.Ala128Thrp.A128TQ9UGQ2protein_codingtolerated(0.21)benign(0.184)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CACFD1SNVMissense_Mutationrs782073285c.563N>Ap.Arg188Glnp.R188QQ9UGQ2protein_codingtolerated_low_confidence(0.39)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CACFD1SNVMissense_Mutationrs782205792c.382N>Ap.Ala128Thrp.A128TQ9UGQ2protein_codingtolerated(0.21)benign(0.184)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CACFD1SNVMissense_Mutationc.127N>Ap.Ala43Thrp.A43TQ9UGQ2protein_codingdeleterious(0.05)benign(0.104)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CACFD1SNVMissense_Mutationnovelc.435N>Tp.Gln145Hisp.Q145HQ9UGQ2protein_codingdeleterious(0.02)possibly_damaging(0.607)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CACFD1SNVMissense_Mutationc.218N>Cp.Leu73Prop.L73PQ9UGQ2protein_codingdeleterious(0.01)probably_damaging(0.955)TCGA-B5-A11H-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVHormone TherapymegaceSD
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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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