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: PROCR

Gene summary for PROCR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PROCR

Gene ID

10544

Gene nameprotein C receptor
Gene AliasCCCA
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q9UNN8


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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
10544PROCRLZE4THumanEsophagusESCC2.21e-051.39e-010.0811
10544PROCRP4T-EHumanEsophagusESCC1.43e-134.08e-010.1323
10544PROCRP5T-EHumanEsophagusESCC2.33e-121.86e-010.1327
10544PROCRP8T-EHumanEsophagusESCC2.95e-071.89e-010.0889
10544PROCRP9T-EHumanEsophagusESCC2.35e-244.89e-010.1131
10544PROCRP10T-EHumanEsophagusESCC1.97e-061.72e-010.116
10544PROCRP11T-EHumanEsophagusESCC1.11e-094.43e-010.1426
10544PROCRP15T-EHumanEsophagusESCC4.85e-123.36e-010.1149
10544PROCRP17T-EHumanEsophagusESCC3.96e-021.23e-010.1278
10544PROCRP20T-EHumanEsophagusESCC1.45e-091.18e-010.1124
10544PROCRP21T-EHumanEsophagusESCC2.79e-691.96e+000.1617
10544PROCRP22T-EHumanEsophagusESCC1.10e-055.24e-020.1236
10544PROCRP23T-EHumanEsophagusESCC5.83e-062.27e-010.108
10544PROCRP24T-EHumanEsophagusESCC1.40e-102.28e-010.1287
10544PROCRP26T-EHumanEsophagusESCC2.49e-731.37e+000.1276
10544PROCRP27T-EHumanEsophagusESCC3.38e-06-2.77e-030.1055
10544PROCRP28T-EHumanEsophagusESCC3.57e-082.54e-010.1149
10544PROCRP31T-EHumanEsophagusESCC6.14e-061.46e-010.1251
10544PROCRP32T-EHumanEsophagusESCC6.45e-581.49e+000.1666
10544PROCRP36T-EHumanEsophagusESCC1.16e-072.62e-010.1187
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:004206020Oral cavityOSCCwound healing237/7305422/187234.51e-132.18e-11237
GO:005087819Oral cavityOSCCregulation of body fluid levels179/7305379/187236.19e-043.50e-03179
GO:00075969Oral cavityOSCCblood coagulation102/7305217/187239.69e-033.43e-02102
GO:00075999Oral cavityOSCChemostasis103/7305222/187231.45e-024.73e-02103
GO:00508179Oral cavityOSCCcoagulation103/7305222/187231.45e-024.73e-02103
GO:0042060110Oral cavityLPwound healing139/4623422/187237.10e-059.48e-04139
GO:004206026Oral cavityEOLPwound healing99/2218422/187231.18e-111.85e-0999
GO:005081715Oral cavityEOLPcoagulation43/2218222/187237.59e-046.09e-0343
GO:000759615Oral cavityEOLPblood coagulation42/2218217/187238.81e-046.76e-0342
GO:000759915Oral cavityEOLPhemostasis42/2218222/187231.40e-039.58e-0342
GO:0050878110Oral cavityEOLPregulation of body fluid levels63/2218379/187233.36e-031.94e-0263
GO:004206033Oral cavityNEOLPwound healing106/2005422/187231.93e-171.91e-14106
GO:005081722Oral cavityNEOLPcoagulation48/2005222/187231.51e-063.77e-0548
GO:000759621Oral cavityNEOLPblood coagulation47/2005217/187231.84e-064.44e-0547
GO:000759921Oral cavityNEOLPhemostasis47/2005222/187233.57e-067.85e-0547
GO:005087825Oral cavityNEOLPregulation of body fluid levels70/2005379/187233.62e-067.94e-0570
GO:00508184Oral cavityNEOLPregulation of coagulation16/200571/187232.95e-031.81e-0216
GO:004206029SkincSCCwound healing152/4864422/187232.66e-064.26e-05152
GO:004206034ThyroidATCwound healing210/6293422/187233.33e-121.37e-10210
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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
PROCRSNVMissense_Mutationnovelc.201N>Gp.Ile67Metp.I67MQ9UNN8protein_codingdeleterious(0)probably_damaging(0.962)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PROCRSNVMissense_Mutationnovelc.545T>Gp.Leu182Argp.L182RQ9UNN8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PROCRSNVMissense_Mutationrs762831201c.611N>Ap.Thr204Lysp.T204KQ9UNN8protein_codingtolerated(0.19)possibly_damaging(0.555)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
PROCRSNVMissense_Mutationc.6G>Tp.Leu2Phep.L2FQ9UNN8protein_codingtolerated_low_confidence(0.2)possibly_damaging(0.605)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PROCRSNVMissense_Mutationc.390N>Ap.Phe130Leup.F130LQ9UNN8protein_codingdeleterious(0)possibly_damaging(0.776)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PROCRSNVMissense_Mutationrs762831201c.611N>Ap.Thr204Lysp.T204KQ9UNN8protein_codingtolerated(0.19)possibly_damaging(0.555)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PROCRSNVMissense_Mutationrs762831201c.611C>Ap.Thr204Lysp.T204KQ9UNN8protein_codingtolerated(0.19)possibly_damaging(0.555)TCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PROCRSNVMissense_Mutationrs762831201c.611N>Ap.Thr204Lysp.T204KQ9UNN8protein_codingtolerated(0.19)possibly_damaging(0.555)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PROCRSNVMissense_Mutationrs762831201c.611C>Ap.Thr204Lysp.T204KQ9UNN8protein_codingtolerated(0.19)possibly_damaging(0.555)TCGA-D8-A1XG-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PROCRSNVMissense_Mutationc.517N>Tp.Arg173Cysp.R173CQ9UNN8protein_codingdeleterious(0)probably_damaging(0.962)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<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
10544PROCRDRUGGABLE GENOME, CELL SURFACEGED-APC
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