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: CPED1

Gene summary for CPED1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPED1

Gene ID

79974

Gene namecadherin like and PC-esterase domain containing 1
Gene AliasC7orf58
Cytomap7q31.31
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A4D0V7


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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
79974CPED1NAFLD1HumanLiverNAFLD6.82e-091.05e+00-0.04
79974CPED1S41HumanLiverCirrhotic1.29e-067.24e-01-0.0343
79974CPED1HCC1_MengHumanLiverHCC5.12e-11-3.00e-010.0246
79974CPED1HCC2_MengHumanLiverHCC8.63e-08-3.00e-010.0107
79974CPED1cirrhotic1HumanLiverCirrhotic3.91e-06-2.76e-010.0202
79974CPED1cirrhotic2HumanLiverCirrhotic5.29e-05-2.71e-010.0201
79974CPED1HCC5HumanLiverHCC3.97e-02-1.01e-020.4932
79974CPED1Pt13.aHumanLiverHCC7.34e-07-2.89e-010.021
79974CPED1Pt13.bHumanLiverHCC3.30e-02-2.65e-010.0251
79974CPED1Pt14.dHumanLiverHCC2.64e-04-2.24e-010.0143
79974CPED1ATC12HumanThyroidATC5.85e-061.41e-010.34
79974CPED1ATC13HumanThyroidATC6.92e-244.61e-010.34
79974CPED1ATC2HumanThyroidATC2.94e-109.95e-010.34
79974CPED1ATC4HumanThyroidATC6.35e-091.93e-010.34
79974CPED1ATC5HumanThyroidATC2.90e-244.85e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
CPED1SNVMissense_Mutationc.1916N>Gp.Met639Argp.M639RA4D0V7protein_codingtolerated(0.06)benign(0.378)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
CPED1SNVMissense_Mutationrs187314481c.791G>Ap.Arg264Glnp.R264QA4D0V7protein_codingtolerated(0.2)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPED1SNVMissense_Mutationc.655C>Ap.Gln219Lysp.Q219KA4D0V7protein_codingdeleterious(0.01)benign(0.057)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CPED1SNVMissense_Mutationc.2063N>Cp.Gly688Alap.G688AA4D0V7protein_codingdeleterious(0)possibly_damaging(0.448)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
CPED1SNVMissense_Mutationc.337C>Gp.Gln113Glup.Q113EA4D0V7protein_codingdeleterious(0.04)benign(0.001)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CPED1SNVMissense_Mutationc.1279C>Ap.Leu427Ilep.L427IA4D0V7protein_codingtolerated(0.48)benign(0.006)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CPED1SNVMissense_Mutationc.688N>Tp.His230Tyrp.H230YA4D0V7protein_codingtolerated(0.09)possibly_damaging(0.551)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CPED1SNVMissense_Mutationc.3042N>Gp.Ile1014Metp.I1014MA4D0V7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CPED1SNVMissense_Mutationc.836C>Tp.Thr279Metp.T279MA4D0V7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPED1SNVMissense_Mutationc.2894A>Tp.Glu965Valp.E965VA4D0V7protein_codingtolerated(0.07)possibly_damaging(0.81)TCGA-D8-A1JL-01Breastbreast invasive 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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