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: QRFPR

Gene summary for QRFPR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

QRFPR

Gene ID

84109

Gene namepyroglutamylated RFamide peptide receptor
Gene AliasAQ27
Cytomap4q27
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q96P65


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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
84109QRFPRLZE21THumanEsophagusESCC9.73e-052.77e-010.0655
84109QRFPRP2T-EHumanEsophagusESCC4.31e-061.27e-010.1177
84109QRFPRP4T-EHumanEsophagusESCC1.17e-153.63e-010.1323
84109QRFPRP9T-EHumanEsophagusESCC1.08e-072.08e-010.1131
84109QRFPRP12T-EHumanEsophagusESCC4.31e-062.51e-010.1122
84109QRFPRP15T-EHumanEsophagusESCC2.04e-071.81e-010.1149
84109QRFPRP16T-EHumanEsophagusESCC2.06e-081.86e-010.1153
84109QRFPRP22T-EHumanEsophagusESCC8.56e-122.49e-010.1236
84109QRFPRP23T-EHumanEsophagusESCC1.14e-031.26e-010.108
84109QRFPRP26T-EHumanEsophagusESCC4.40e-092.21e-010.1276
84109QRFPRP30T-EHumanEsophagusESCC3.85e-062.55e-010.137
84109QRFPRP31T-EHumanEsophagusESCC4.30e-102.55e-010.1251
84109QRFPRP32T-EHumanEsophagusESCC2.93e-153.24e-010.1666
84109QRFPRP48T-EHumanEsophagusESCC2.03e-092.38e-010.0959
84109QRFPRP49T-EHumanEsophagusESCC7.97e-131.11e+000.1768
84109QRFPRP62T-EHumanEsophagusESCC4.85e-193.75e-010.1302
84109QRFPRP74T-EHumanEsophagusESCC2.44e-205.16e-010.1479
84109QRFPRP76T-EHumanEsophagusESCC9.02e-112.94e-010.1207
84109QRFPRP107T-EHumanEsophagusESCC5.52e-092.56e-010.171
84109QRFPRHCC1HumanLiverHCC1.73e-101.04e+000.5336
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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
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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
QRFPRSNVMissense_Mutationrs543792498c.761N>Ap.Arg254Glnp.R254QQ96P65protein_codingtolerated(1)benign(0.003)TCGA-AR-A1AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
QRFPRinsertionNonsense_Mutationnovelc.1_2insGTTTGAAAGTGCAGTGAGTCTGGCCAGGCGTGGp.Met1?p.M1?Q96P65protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
QRFPRinsertionNonsense_Mutationnovelc.974_975insTTGTTGTATGACTGGCAAGTAACGTCGCCTp.Ser325_Ile326insCysCysMetThrGlyLysTerArgArgLeup.S325_I326insCCMTGK*RRLQ96P65protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
QRFPRinsertionFrame_Shift_Insnovelc.29_30insATp.Phe11CysfsTer11p.F11Cfs*11Q96P65protein_codingTCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
QRFPRSNVMissense_Mutationrs781644429c.89G>Ap.Arg30Glnp.R30QQ96P65protein_codingtolerated(0.24)benign(0)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
QRFPRSNVMissense_Mutationc.47N>Ap.Arg16Glnp.R16QQ96P65protein_codingtolerated(0.43)benign(0.003)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
QRFPRSNVMissense_Mutationc.127C>Tp.Arg43Cysp.R43CQ96P65protein_codingtolerated(0.18)benign(0.431)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
QRFPRSNVMissense_Mutationnovelc.215G>Ap.Arg72Hisp.R72HQ96P65protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
QRFPRSNVMissense_Mutationnovelc.841C>Ap.Leu281Ilep.L281IQ96P65protein_codingdeleterious(0.01)probably_damaging(0.97)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
QRFPRSNVMissense_Mutationc.364N>Tp.Pro122Serp.P122SQ96P65protein_codingtolerated(0.11)benign(0.099)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
84109QRFPRG PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOMEagonist178102518
84109QRFPRG PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOMEagonist329968382
84109QRFPRG PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOMEagonist135651878
84109QRFPRG PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOMEantagonist329968383
84109QRFPRG PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOMEagonist135651879
84109QRFPRG PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOMEagonist381744935
84109QRFPRG PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOMEagonist381744934
84109QRFPRG PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOMEagonist178100650
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