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: CNPY4

Gene summary for CNPY4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNPY4

Gene ID

245812

Gene namecanopy FGF signaling regulator 4
Gene AliasPRAT4B
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0008104

UniProtAcc

Q8N129


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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
245812CNPY4LZE24THumanEsophagusESCC4.07e-021.31e-010.0596
245812CNPY4P2T-EHumanEsophagusESCC6.20e-132.65e-010.1177
245812CNPY4P4T-EHumanEsophagusESCC1.97e-102.86e-010.1323
245812CNPY4P5T-EHumanEsophagusESCC9.29e-058.52e-020.1327
245812CNPY4P8T-EHumanEsophagusESCC6.98e-071.52e-010.0889
245812CNPY4P9T-EHumanEsophagusESCC1.62e-052.10e-010.1131
245812CNPY4P10T-EHumanEsophagusESCC8.93e-061.66e-010.116
245812CNPY4P11T-EHumanEsophagusESCC1.67e-083.10e-010.1426
245812CNPY4P12T-EHumanEsophagusESCC3.18e-142.73e-010.1122
245812CNPY4P15T-EHumanEsophagusESCC4.64e-061.75e-010.1149
245812CNPY4P16T-EHumanEsophagusESCC4.56e-245.62e-010.1153
245812CNPY4P17T-EHumanEsophagusESCC1.31e-042.26e-010.1278
245812CNPY4P19T-EHumanEsophagusESCC3.48e-054.23e-010.1662
245812CNPY4P20T-EHumanEsophagusESCC1.30e-112.73e-010.1124
245812CNPY4P21T-EHumanEsophagusESCC1.54e-153.85e-010.1617
245812CNPY4P22T-EHumanEsophagusESCC4.18e-112.06e-010.1236
245812CNPY4P23T-EHumanEsophagusESCC8.90e-154.01e-010.108
245812CNPY4P24T-EHumanEsophagusESCC8.98e-031.18e-010.1287
245812CNPY4P26T-EHumanEsophagusESCC2.18e-082.09e-010.1276
245812CNPY4P27T-EHumanEsophagusESCC1.93e-102.28e-010.1055
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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:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:190437519EsophagusESCCregulation of protein localization to cell periphery85/8552125/187233.63e-075.06e-0685
GO:1903076110EsophagusESCCregulation of protein localization to plasma membrane72/8552104/187239.74e-071.23e-0572
GO:190547719EsophagusESCCpositive regulation of protein localization to membrane73/8552106/187231.13e-061.40e-0573
GO:190437719EsophagusESCCpositive regulation of protein localization to cell periphery47/855269/187231.37e-049.27e-0447
GO:190307817EsophagusESCCpositive regulation of protein localization to plasma membrane43/855262/187231.38e-049.35e-0443
GO:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:190547511LiverHCCregulation of protein localization to membrane113/7958175/187232.90e-097.78e-08113
GO:190437521LiverHCCregulation of protein localization to cell periphery83/7958125/187235.60e-081.19e-0683
GO:190307621LiverHCCregulation of protein localization to plasma membrane69/7958104/187237.58e-071.17e-0569
GO:190547711LiverHCCpositive regulation of protein localization to membrane68/7958106/187235.50e-066.82e-0568
GO:190437712LiverHCCpositive regulation of protein localization to cell periphery45/795869/187231.16e-049.80e-0445
GO:190307812LiverHCCpositive regulation of protein localization to plasma membrane40/795862/187233.84e-042.62e-0340
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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
CNPY4SNVMissense_Mutationc.160N>Gp.Arg54Glyp.R54GQ8N129protein_codingdeleterious(0)benign(0.361)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
CNPY4SNVMissense_Mutationc.205G>Tp.Asp69Tyrp.D69YQ8N129protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A014-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
CNPY4insertionFrame_Shift_Insnovelc.41dupTp.Leu14PhefsTer17p.L14Ffs*17Q8N129protein_codingTCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CNPY4SNVMissense_Mutationnovelc.565C>Tp.Leu189Phep.L189FQ8N129protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CNPY4SNVMissense_Mutationnovelc.565N>Tp.Leu189Phep.L189FQ8N129protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CNPY4SNVMissense_Mutationnovelc.238A>Cp.Ser80Argp.S80RQ8N129protein_codingtolerated(0.69)benign(0.226)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CNPY4SNVMissense_Mutationnovelc.322G>Tp.Gly108Cysp.G108CQ8N129protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CNPY4SNVMissense_Mutationnovelc.254N>Tp.Arg85Metp.R85MQ8N129protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CNPY4SNVMissense_Mutationrs757977425c.526N>Ap.Glu176Lysp.E176KQ8N129protein_codingtolerated(0.1)benign(0.423)TCGA-B5-A121-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CNPY4SNVMissense_Mutationnovelc.704C>Tp.Thr235Ilep.T235IQ8N129protein_codingtolerated_low_confidence(0.14)benign(0.003)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid 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
245812CNPY4NATumor necrosis factor alpha (TNF-alpha) inhibitors24776844
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