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: PYCRL

Gene summary for PYCRL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PYCRL

Gene ID

65263

Gene namepyrroline-5-carboxylate reductase 3
Gene AliasPYCRL
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

B4DGI7


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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
65263PYCRLP2T-EHumanEsophagusESCC1.23e-203.87e-010.1177
65263PYCRLP4T-EHumanEsophagusESCC2.30e-123.67e-010.1323
65263PYCRLP5T-EHumanEsophagusESCC9.74e-223.71e-010.1327
65263PYCRLP8T-EHumanEsophagusESCC2.05e-071.53e-010.0889
65263PYCRLP9T-EHumanEsophagusESCC2.41e-092.38e-010.1131
65263PYCRLP10T-EHumanEsophagusESCC9.20e-061.18e-010.116
65263PYCRLP11T-EHumanEsophagusESCC5.52e-072.49e-010.1426
65263PYCRLP12T-EHumanEsophagusESCC7.31e-143.08e-010.1122
65263PYCRLP15T-EHumanEsophagusESCC1.14e-143.39e-010.1149
65263PYCRLP16T-EHumanEsophagusESCC2.13e-275.59e-010.1153
65263PYCRLP17T-EHumanEsophagusESCC1.87e-064.27e-010.1278
65263PYCRLP19T-EHumanEsophagusESCC3.55e-034.03e-010.1662
65263PYCRLP20T-EHumanEsophagusESCC9.85e-092.48e-010.1124
65263PYCRLP21T-EHumanEsophagusESCC1.46e-285.67e-010.1617
65263PYCRLP22T-EHumanEsophagusESCC5.30e-213.44e-010.1236
65263PYCRLP23T-EHumanEsophagusESCC1.64e-185.07e-010.108
65263PYCRLP24T-EHumanEsophagusESCC5.79e-163.33e-010.1287
65263PYCRLP26T-EHumanEsophagusESCC1.85e-183.90e-010.1276
65263PYCRLP27T-EHumanEsophagusESCC8.08e-193.09e-010.1055
65263PYCRLP28T-EHumanEsophagusESCC1.53e-193.28e-010.1149
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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
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
∗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
PYCRLSNVMissense_Mutationc.781N>Cp.Glu261Glnp.E261Qprotein_codingdeleterious(0)possibly_damaging(0.857)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PYCRLSNVMissense_Mutationrs138226068c.790G>Ap.Gly264Argp.G264Rprotein_codingdeleterious(0.03)probably_damaging(0.954)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PYCRLSNVMissense_Mutationc.806C>Tp.Thr269Ilep.T269Iprotein_codingtolerated(0.15)possibly_damaging(0.628)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PYCRLSNVMissense_Mutationrs142512194c.547G>Ap.Asp183Asnp.D183Nprotein_codingtolerated(0.11)benign(0.111)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PYCRLSNVMissense_Mutationrs776301894c.391C>Tp.Arg131Trpp.R131Wprotein_codingdeleterious(0)probably_damaging(0.969)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PYCRLSNVMissense_Mutationnovelc.421T>Gp.Cys141Glyp.C141Gprotein_codingdeleterious(0)possibly_damaging(0.908)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PYCRLSNVMissense_Mutationc.140N>Ap.Ala47Aspp.A47Dprotein_codingdeleterious(0)probably_damaging(0.947)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
PYCRLSNVMissense_Mutationc.800C>Tp.Ala267Valp.A267Vprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-BG-A18B-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PYCRLSNVMissense_Mutationnovelc.592N>Ap.Ala198Thrp.A198Tprotein_codingtolerated(0.48)benign(0.001)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PYCRLSNVMissense_Mutationrs776301894c.391N>Tp.Arg131Trpp.R131Wprotein_codingdeleterious(0)probably_damaging(0.969)TCGA-EC-A24G-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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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