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: CRP

Gene summary for CRP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRP

Gene ID

1401

Gene nameC-reactive protein
Gene AliasPTX1
Cytomap1q23.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

P02741


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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
1401CRPHCC1_MengHumanLiverHCC4.34e-10-5.06e-010.0246
1401CRPHCC2_MengHumanLiverHCC5.98e-08-5.55e-010.0107
1401CRPcirrhotic1HumanLiverCirrhotic4.17e-07-4.50e-010.0202
1401CRPcirrhotic2HumanLiverCirrhotic9.65e-07-4.29e-010.0201
1401CRPcirrhotic3HumanLiverCirrhotic2.46e-06-5.45e-010.0215
1401CRPHCC5HumanLiverHCC2.70e-05-5.95e-010.4932
1401CRPPt13.aHumanLiverHCC3.20e-03-2.57e-010.021
1401CRPPt13.bHumanLiverHCC3.32e-03-2.23e-010.0251
1401CRPPt14.dHumanLiverHCC3.24e-09-5.43e-010.0143
1401CRPS014HumanLiverHCC2.89e-08-5.95e-010.2254
1401CRPS015HumanLiverHCC2.38e-05-5.95e-010.2375
1401CRPS016HumanLiverHCC9.53e-11-5.95e-010.2243
1401CRPS027HumanLiverHCC9.83e-194.34e+000.2446
1401CRPS028HumanLiverHCC4.55e-052.01e+000.2503
1401CRPS029HumanLiverHCC5.51e-183.68e+000.2581
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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
∗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:00518172LiverHCCmodulation of process of other organism involved in symbiotic interaction56/795881/187231.11e-061.65e-0556
GO:00518512LiverHCCmodulation by host of symbiont process43/795860/187234.48e-065.66e-0543
GO:003582111LiverHCCmodulation of process of other organism67/7958106/187231.34e-051.48e-0467
GO:00517022LiverHCCbiological process involved in interaction with symbiont60/795894/187232.41e-052.54e-0460
GO:200037722LiverHCCregulation of reactive oxygen species metabolic process92/7958157/187233.34e-053.35e-0492
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:00199152LiverHCClipid storage53/795887/187234.01e-042.71e-0353
GO:200037912LiverHCCpositive regulation of reactive oxygen species metabolic process47/795876/187235.19e-043.38e-0347
GO:00447881LiverHCCmodulation by host of viral process22/795830/187236.14e-043.82e-0322
GO:007259312LiverHCCreactive oxygen species metabolic process124/7958239/187232.05e-031.04e-02124
GO:00108832LiverHCCregulation of lipid storage35/795857/187233.08e-031.43e-0235
GO:00025262LiverHCCacute inflammatory response62/7958112/187234.06e-031.77e-0262
GO:00329281LiverHCCregulation of superoxide anion generation17/795824/187234.72e-032.02e-0217
GO:00069532LiverHCCacute-phase response30/795849/187236.31e-032.57e-0230
GO:00107422LiverHCCmacrophage derived foam cell differentiation24/795838/187238.20e-033.22e-0224
GO:00900772LiverHCCfoam cell differentiation24/795838/187238.20e-033.22e-0224
GO:000740911LungAISaxonogenesis64/1849418/187232.62e-045.04e-0364
GO:006156411LungAISaxon development69/1849467/187234.37e-047.41e-0369
GO:0006493LungAISprotein O-linked glycosylation17/184986/187234.04e-033.65e-0217
GO:00064863LungAISprotein glycosylation35/1849226/187234.93e-034.27e-0235
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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
CRPSNVMissense_Mutationc.185C>Gp.Ser62Cysp.S62CP02741protein_codingdeleterious(0.01)possibly_damaging(0.662)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CRPSNVMissense_Mutationc.148N>Tp.Ala50Serp.A50SP02741protein_codingtolerated(0.35)benign(0.079)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CRPSNVMissense_Mutationc.263N>Gp.Asp88Glyp.D88GP02741protein_codingtolerated(0.42)benign(0.003)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
CRPinsertionFrame_Shift_Insnovelc.448_449insCTp.Ser150ThrfsTer29p.S150Tfs*29P02741protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CRPinsertionIn_Frame_Insnovelc.447_448insTGGGCCCCACGTCTCTGTCTCTGGTACCTCCCGCTTTTTTACp.Ala149_Ser150insTrpAlaProArgLeuCysLeuTrpTyrLeuProLeuPheTyrp.A149_S150insWAPRLCLWYLPLFYP02741protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CRPSNVMissense_Mutationrs200949626c.643N>Ap.Glu215Lysp.E215KP02741protein_codingtolerated(0.18)possibly_damaging(0.68)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRPSNVMissense_Mutationc.314N>Ap.Pro105Hisp.P105HP02741protein_codingtolerated(0.07)possibly_damaging(0.797)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CRPSNVMissense_Mutationc.283N>Ap.Val95Metp.V95MP02741protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CRPSNVMissense_Mutationnovelc.350N>Ap.Ser117Asnp.S117NP02741protein_codingdeleterious(0.05)benign(0.138)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CRPSNVMissense_Mutationc.334G>Ap.Val112Ilep.V112IP02741protein_codingtolerated(0.27)benign(0.033)TCGA-AP-A051-01Endometriumuterine 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
1401CRPDRUGGABLE GENOMErosuvastatinROSUVASTATIN21094359
1401CRPDRUGGABLE GENOMEfenofibrateFENOFIBRATE
1401CRPDRUGGABLE GENOMEadalimumabADALIMUMAB27096233
1401CRPDRUGGABLE GENOMEISIS-CRPRX
1401CRPDRUGGABLE GENOMEISIS 353512
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