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: CPPED1

Gene summary for CPPED1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPPED1

Gene ID

55313

Gene namecalcineurin like phosphoesterase domain containing 1
Gene AliasCSTP1
Cytomap16p13.12
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9BRF8


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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
55313CPPED1P27T-EHumanEsophagusESCC2.29e-202.51e-010.1055
55313CPPED1P28T-EHumanEsophagusESCC5.19e-101.80e-010.1149
55313CPPED1P30T-EHumanEsophagusESCC2.71e-137.36e-010.137
55313CPPED1P32T-EHumanEsophagusESCC2.06e-193.97e-010.1666
55313CPPED1P37T-EHumanEsophagusESCC1.30e-041.74e-010.1371
55313CPPED1P39T-EHumanEsophagusESCC1.54e-184.35e-010.0894
55313CPPED1P40T-EHumanEsophagusESCC6.68e-072.98e-010.109
55313CPPED1P42T-EHumanEsophagusESCC4.64e-042.47e-010.1175
55313CPPED1P44T-EHumanEsophagusESCC1.37e-132.85e-010.1096
55313CPPED1P47T-EHumanEsophagusESCC1.92e-071.19e-010.1067
55313CPPED1P48T-EHumanEsophagusESCC2.87e-091.68e-010.0959
55313CPPED1P49T-EHumanEsophagusESCC4.47e-023.61e-010.1768
55313CPPED1P52T-EHumanEsophagusESCC4.26e-163.78e-010.1555
55313CPPED1P54T-EHumanEsophagusESCC5.89e-185.78e-010.0975
55313CPPED1P57T-EHumanEsophagusESCC7.36e-112.87e-010.0926
55313CPPED1P61T-EHumanEsophagusESCC2.33e-143.65e-010.099
55313CPPED1P62T-EHumanEsophagusESCC1.61e-214.65e-010.1302
55313CPPED1P74T-EHumanEsophagusESCC1.58e-102.58e-010.1479
55313CPPED1P75T-EHumanEsophagusESCC2.64e-061.65e-010.1125
55313CPPED1P76T-EHumanEsophagusESCC7.32e-172.91e-010.1207
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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
∗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
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00163115LiverNAFLDdephosphorylation69/1882417/187232.27e-056.23e-0469
GO:00064706LiverNAFLDprotein dephosphorylation50/1882281/187234.53e-051.09e-0350
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
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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
CPPED1SNVMissense_Mutationrs368567080c.302G>Ap.Arg101Glnp.R101QQ9BRF8protein_codingdeleterious(0.02)benign(0.06)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
CPPED1SNVMissense_Mutationrs3748980c.256G>Ap.Val86Ilep.V86IQ9BRF8protein_codingtolerated(0.25)benign(0.416)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPPED1SNVMissense_Mutationc.797C>Gp.Ala266Glyp.A266GQ9BRF8protein_codingdeleterious(0)probably_damaging(0.962)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPPED1insertionNonsense_Mutationnovelc.421_422insGTTTCAGGGAGGAAGGACAAGTCTAGAGAGGGCp.Glu141delinsGlyPheArgGluGluGlyGlnValTerArgGlyGlnp.E141delinsGFREEGQV*RGQQ9BRF8protein_codingTCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CPPED1SNVMissense_Mutationc.640G>Ap.Asp214Asnp.D214NQ9BRF8protein_codingdeleterious(0.02)benign(0.055)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CPPED1SNVMissense_Mutationc.266G>Ap.Gly89Aspp.G89DQ9BRF8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CPPED1SNVMissense_Mutationrs367880734c.197G>Ap.Arg66Hisp.R66HQ9BRF8protein_codingdeleterious(0.04)possibly_damaging(0.806)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CPPED1SNVMissense_Mutationrs771021460c.652N>Ap.Asp218Asnp.D218NQ9BRF8protein_codingtolerated(0.14)benign(0.013)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CPPED1SNVMissense_Mutationrs539774293c.164N>Gp.Asp55Glyp.D55GQ9BRF8protein_codingdeleterious(0.03)benign(0.022)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CPPED1deletionFrame_Shift_Delrs759977975c.44delNp.Gly15AlafsTer31p.G15Afs*31Q9BRF8protein_codingTCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
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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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