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: PAQR4

Gene summary for PAQR4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAQR4

Gene ID

124222

Gene nameprogestin and adipoQ receptor family member 4
Gene AliasPAQR4
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q8N4S7


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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
124222PAQR4LZE7THumanEsophagusESCC6.42e-031.43e-010.0667
124222PAQR4LZE22THumanEsophagusESCC2.20e-033.20e-010.068
124222PAQR4LZE24THumanEsophagusESCC9.65e-073.39e-010.0596
124222PAQR4P1T-EHumanEsophagusESCC1.38e-022.26e-010.0875
124222PAQR4P2T-EHumanEsophagusESCC6.64e-481.10e+000.1177
124222PAQR4P4T-EHumanEsophagusESCC2.67e-082.70e-010.1323
124222PAQR4P5T-EHumanEsophagusESCC2.55e-153.52e-010.1327
124222PAQR4P8T-EHumanEsophagusESCC1.35e-144.61e-010.0889
124222PAQR4P10T-EHumanEsophagusESCC1.20e-028.97e-020.116
124222PAQR4P11T-EHumanEsophagusESCC4.40e-083.87e-010.1426
124222PAQR4P12T-EHumanEsophagusESCC3.41e-133.29e-010.1122
124222PAQR4P15T-EHumanEsophagusESCC7.12e-143.85e-010.1149
124222PAQR4P16T-EHumanEsophagusESCC1.21e-112.41e-010.1153
124222PAQR4P17T-EHumanEsophagusESCC6.57e-135.57e-010.1278
124222PAQR4P19T-EHumanEsophagusESCC2.67e-065.82e-010.1662
124222PAQR4P20T-EHumanEsophagusESCC1.30e-132.87e-010.1124
124222PAQR4P21T-EHumanEsophagusESCC6.44e-133.17e-010.1617
124222PAQR4P22T-EHumanEsophagusESCC1.90e-051.94e-010.1236
124222PAQR4P23T-EHumanEsophagusESCC9.80e-031.33e-010.108
124222PAQR4P24T-EHumanEsophagusESCC9.66e-082.08e-010.1287
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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
PAQR4SNVMissense_Mutationnovelc.716C>Tp.Ser239Phep.S239FQ8N4S7protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A40B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAQR4SNVMissense_Mutationnovelc.383C>Tp.Thr128Ilep.T128IQ8N4S7protein_codingdeleterious(0)probably_damaging(0.98)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAQR4SNVMissense_Mutationc.131A>Gp.Tyr44Cysp.Y44CQ8N4S7protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAQR4SNVMissense_Mutationc.635N>Cp.Leu212Prop.L212PQ8N4S7protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAQR4SNVMissense_Mutationrs868703853c.479C>Tp.Ala160Valp.A160VQ8N4S7protein_codingtolerated(0.19)benign(0.021)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PAQR4SNVMissense_Mutationrs369198276c.328G>Ap.Ala110Thrp.A110TQ8N4S7protein_codingtolerated(0.46)benign(0)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PAQR4SNVMissense_Mutationrs201549871c.437N>Ap.Arg146Hisp.R146HQ8N4S7protein_codingdeleterious(0.04)probably_damaging(0.96)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PAQR4SNVMissense_Mutationnovelc.262G>Ap.Ala88Thrp.A88TQ8N4S7protein_codingdeleterious(0.01)probably_damaging(0.975)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
PAQR4SNVMissense_Mutationrs369198276c.328N>Ap.Ala110Thrp.A110TQ8N4S7protein_codingtolerated(0.46)benign(0)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PAQR4SNVMissense_Mutationrs868732145c.638N>Tp.Ala213Valp.A213VQ8N4S7protein_codingdeleterious(0)probably_damaging(1)TCGA-EO-A22U-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
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