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: CPD

Gene summary for CPD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPD

Gene ID

1362

Gene namecarboxypeptidase D
Gene AliasGP180
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

O75976


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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
1362CPDLZE2THumanEsophagusESCC5.59e-085.23e-010.082
1362CPDLZE4THumanEsophagusESCC1.60e-102.34e-010.0811
1362CPDLZE5THumanEsophagusESCC1.99e-062.05e+000.0514
1362CPDLZE7THumanEsophagusESCC1.97e-042.11e-010.0667
1362CPDLZE20THumanEsophagusESCC2.50e-021.44e-020.0662
1362CPDLZE22THumanEsophagusESCC1.43e-031.36e-010.068
1362CPDLZE24THumanEsophagusESCC1.85e-175.22e-010.0596
1362CPDLZE21THumanEsophagusESCC1.43e-053.37e-010.0655
1362CPDLZE6THumanEsophagusESCC2.67e-044.78e-020.0845
1362CPDP2T-EHumanEsophagusESCC1.33e-204.56e-010.1177
1362CPDP4T-EHumanEsophagusESCC5.68e-092.76e-010.1323
1362CPDP5T-EHumanEsophagusESCC6.48e-049.52e-020.1327
1362CPDP8T-EHumanEsophagusESCC3.57e-369.35e-010.0889
1362CPDP9T-EHumanEsophagusESCC2.19e-051.78e-010.1131
1362CPDP10T-EHumanEsophagusESCC5.11e-121.73e-020.116
1362CPDP11T-EHumanEsophagusESCC1.29e-024.13e-010.1426
1362CPDP12T-EHumanEsophagusESCC5.80e-243.26e-010.1122
1362CPDP15T-EHumanEsophagusESCC1.36e-195.10e-010.1149
1362CPDP16T-EHumanEsophagusESCC1.16e-143.05e-010.1153
1362CPDP17T-EHumanEsophagusESCC4.09e-072.15e-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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
GO:00164856Oral cavityOSCCprotein processing121/7305225/187234.56e-065.23e-05121
GO:00464672Oral cavityOSCCmembrane lipid biosynthetic process77/7305142/187231.63e-041.13e-0377
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:00442426Oral cavityOSCCcellular lipid catabolic process104/7305214/187232.61e-031.15e-02104
GO:00066641Oral cavityOSCCglycolipid metabolic process53/7305100/187233.09e-031.33e-0253
GO:19035091Oral cavityOSCCliposaccharide metabolic process53/7305101/187234.06e-031.66e-0253
GO:00066445Oral cavityOSCCphospholipid metabolic process175/7305383/187234.21e-031.71e-02175
GO:00147067Oral cavityOSCCstriated muscle tissue development174/7305384/187236.45e-032.40e-02174
GO:006053715Oral cavityEOLPmuscle tissue development77/2218403/187231.37e-052.31e-0477
GO:001470614Oral cavityEOLPstriated muscle tissue development72/2218384/187234.87e-056.43e-0472
GO:00605384Oral cavityEOLPskeletal muscle organ development35/2218166/187234.65e-044.08e-0335
GO:00075195Oral cavityEOLPskeletal muscle tissue development32/2218155/187231.15e-038.37e-0332
GO:00075176Oral cavityEOLPmuscle organ development57/2218327/187231.76e-031.15e-0257
GO:006053723Oral cavityNEOLPmuscle tissue development75/2005403/187231.22e-063.15e-0575
GO:001470621Oral cavityNEOLPstriated muscle tissue development69/2005384/187231.11e-052.06e-0469
GO:000751714Oral cavityNEOLPmuscle organ development56/2005327/187232.65e-042.70e-0356
GO:006053813Oral cavityNEOLPskeletal muscle organ development32/2005166/187237.05e-045.81e-0332
GO:000751912Oral cavityNEOLPskeletal muscle tissue development29/2005155/187231.97e-031.32e-0229
GO:00516049ProstateBPHprotein maturation80/3107294/187232.64e-064.23e-0580
GO:00605377ProstateBPHmuscle tissue development100/3107403/187231.35e-051.76e-04100
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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
CPDSNVMissense_Mutationrs375764127c.1927N>Gp.Gln643Glup.Q643EO75976protein_codingtolerated(1)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CPDSNVMissense_Mutationc.3388N>Ap.His1130Asnp.H1130NO75976protein_codingtolerated(0.14)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CPDSNVMissense_Mutationnovelc.4027N>Ap.Glu1343Lysp.E1343KO75976protein_codingdeleterious_low_confidence(0.02)benign(0.073)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CPDSNVMissense_Mutationc.2153N>Cp.Arg718Thrp.R718TO75976protein_codingtolerated(0.74)benign(0.01)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CPDSNVMissense_Mutationnovelc.2509N>Tp.Pro837Serp.P837SO75976protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CPDSNVMissense_Mutationnovelc.3812N>Tp.Ser1271Leup.S1271LO75976protein_codingtolerated(0.22)benign(0.076)TCGA-OL-A66L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPDinsertionIn_Frame_Insnovelc.2107_2108insATCAAAAACTTTp.Ile703delinsAsnGlnLysLeuLeup.I703delinsNQKLLO75976protein_codingTCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CPDinsertionFrame_Shift_Insnovelc.2109_2110insTp.Ala704CysfsTer15p.A704Cfs*15O75976protein_codingTCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CPDSNVMissense_Mutationrs377211802c.1088N>Ap.Arg363Glnp.R363QO75976protein_codingtolerated(0.68)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CPDSNVMissense_Mutationnovelc.2840N>Cp.Val947Alap.V947AO75976protein_codingtolerated(0.52)benign(0.171)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
1362CPDENZYME, DRUGGABLE GENOME, PROTEASEANTISERUM9490632
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