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: PECR

Gene summary for PECR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PECR

Gene ID

55825

Gene nameperoxisomal trans-2-enoyl-CoA reductase
Gene AliasDCRRP
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

Q9BY49


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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
55825PECRS43HumanLiverCirrhotic2.67e-10-2.12e-01-0.0187
55825PECRHCC1_MengHumanLiverHCC4.48e-801.79e-020.0246
55825PECRHCC2_MengHumanLiverHCC2.32e-18-1.43e-010.0107
55825PECRHCC1HumanLiverHCC5.02e-083.28e+000.5336
55825PECRHCC2HumanLiverHCC5.27e-172.90e+000.5341
55825PECRPt14.dHumanLiverHCC2.61e-02-1.96e-010.0143
55825PECRS015HumanLiverHCC1.68e-066.45e-010.2375
55825PECRS016HumanLiverHCC7.99e-055.05e-010.2243
55825PECRmale-WTAHumanThyroidPTC1.89e-182.96e-010.1037
55825PECRPTC01HumanThyroidPTC1.20e-061.93e-010.1899
55825PECRPTC04HumanThyroidPTC3.21e-039.44e-020.1927
55825PECRPTC05HumanThyroidPTC1.16e-133.06e-010.2065
55825PECRPTC06HumanThyroidPTC1.74e-186.15e-010.2057
55825PECRPTC07HumanThyroidPTC4.88e-296.78e-010.2044
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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
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:001605312LiverCirrhoticorganic acid biosynthetic process139/4634316/187234.28e-143.83e-12139
GO:004639412LiverCirrhoticcarboxylic acid biosynthetic process137/4634314/187231.40e-131.14e-11137
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
GO:007233011LiverCirrhoticmonocarboxylic acid biosynthetic process93/4634214/187231.43e-096.16e-0893
GO:000663311LiverCirrhoticfatty acid biosynthetic process70/4634163/187232.57e-076.41e-0670
GO:00067202LiverCirrhoticisoprenoid metabolic process46/4634116/187232.71e-042.41e-0346
GO:00067212LiverCirrhoticterpenoid metabolic process38/463497/187231.16e-037.89e-0338
GO:00343085LiverCirrhoticprimary alcohol metabolic process37/4634102/187236.17e-033.07e-0237
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
GO:007233021LiverHCCmonocarboxylic acid biosynthetic process129/7958214/187231.08e-072.09e-06129
GO:000663321LiverHCCfatty acid biosynthetic process96/7958163/187231.71e-051.85e-0496
GO:000672011LiverHCCisoprenoid metabolic process65/7958116/187232.23e-031.11e-0265
GO:003430812LiverHCCprimary alcohol metabolic process55/7958102/187231.30e-024.67e-0255
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041462LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041463LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
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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
PECRSNVMissense_Mutationnovelc.623C>Tp.Thr208Ilep.T208IQ9BY49protein_codingdeleterious(0)possibly_damaging(0.869)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PECRSNVMissense_Mutationnovelc.709N>Ap.Glu237Lysp.E237KQ9BY49protein_codingdeleterious(0.01)probably_damaging(0.935)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PECRSNVMissense_Mutationrs754835995c.53G>Ap.Gly18Aspp.G18DQ9BY49protein_codingtolerated(0.39)benign(0.019)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PECRSNVMissense_Mutationrs370330623c.244N>Tp.Arg82Trpp.R82WQ9BY49protein_codingdeleterious(0)probably_damaging(0.999)TCGA-NH-A6GC-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilSD
PECRSNVMissense_Mutationnovelc.879N>Ap.Met293Ilep.M293IQ9BY49protein_codingtolerated(0.35)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PECRSNVMissense_Mutationnovelc.447G>Tp.Glu149Aspp.E149DQ9BY49protein_codingtolerated(0.38)benign(0.003)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PECRSNVMissense_Mutationnovelc.67G>Ap.Val23Ilep.V23IQ9BY49protein_codingtolerated(0.07)possibly_damaging(0.522)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PECRSNVMissense_Mutationrs200767983c.289N>Gp.Thr97Alap.T97AQ9BY49protein_codingtolerated(0.77)benign(0.005)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PECRSNVMissense_Mutationc.826G>Tp.Asp276Tyrp.D276YQ9BY49protein_codingdeleterious(0)probably_damaging(0.936)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PECRSNVMissense_Mutationnovelc.202N>Ap.Pro68Thrp.P68TQ9BY49protein_codingtolerated(0.13)benign(0.069)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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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