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: PAQR8

Gene summary for PAQR8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAQR8

Gene ID

85315

Gene nameprogestin and adipoQ receptor family member 8
Gene AliasC6orf33
Cytomap6p12.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B3KXW6


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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
85315PAQR8HTA11_3410_2000001011HumanColorectumAD7.21e-132.65e-010.0155
85315PAQR8HTA11_2487_2000001011HumanColorectumSER1.83e-247.29e-01-0.1808
85315PAQR8HTA11_2951_2000001011HumanColorectumAD3.40e-032.52e-010.0216
85315PAQR8HTA11_1938_2000001011HumanColorectumAD1.30e-288.90e-01-0.0811
85315PAQR8HTA11_78_2000001011HumanColorectumAD5.43e-348.15e-01-0.1088
85315PAQR8HTA11_347_2000001011HumanColorectumAD1.57e-511.03e+00-0.1954
85315PAQR8HTA11_411_2000001011HumanColorectumSER7.44e-096.31e-01-0.2602
85315PAQR8HTA11_2112_2000001011HumanColorectumSER8.76e-084.80e-01-0.2196
85315PAQR8HTA11_3361_2000001011HumanColorectumAD8.49e-185.37e-01-0.1207
85315PAQR8HTA11_83_2000001011HumanColorectumSER4.15e-237.05e-01-0.1526
85315PAQR8HTA11_696_2000001011HumanColorectumAD1.23e-235.14e-01-0.1464
85315PAQR8HTA11_866_2000001011HumanColorectumAD2.46e-163.30e-01-0.1001
85315PAQR8HTA11_1391_2000001011HumanColorectumAD1.85e-287.07e-01-0.059
85315PAQR8HTA11_2992_2000001011HumanColorectumSER2.31e-084.85e-01-0.1706
85315PAQR8HTA11_5212_2000001011HumanColorectumAD2.59e-177.47e-01-0.2061
85315PAQR8HTA11_5216_2000001011HumanColorectumSER1.84e-106.08e-01-0.1462
85315PAQR8HTA11_546_2000001011HumanColorectumAD2.76e-072.75e-01-0.0842
85315PAQR8HTA11_9341_2000001011HumanColorectumSER5.61e-032.55e-01-0.00410000000000005
85315PAQR8HTA11_7862_2000001011HumanColorectumAD1.24e-021.98e-01-0.0179
85315PAQR8HTA11_866_3004761011HumanColorectumAD1.21e-153.76e-010.096
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0043401ColorectumADsteroid hormone mediated signaling pathway51/3918136/187236.52e-061.63e-0451
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:00713831ColorectumSERcellular response to steroid hormone stimulus55/2897204/187231.66e-055.05e-0455
GO:00485451ColorectumSERresponse to steroid hormone80/2897339/187235.15e-051.25e-0380
GO:00434011ColorectumSERsteroid hormone mediated signaling pathway38/2897136/187231.42e-042.82e-0338
GO:00097551ColorectumSERhormone-mediated signaling pathway49/2897190/187231.54e-043.00e-0349
GO:00713832ColorectumMSScellular response to steroid hormone stimulus72/3467204/187238.87e-095.43e-0772
GO:00434012ColorectumMSSsteroid hormone mediated signaling pathway51/3467136/187231.43e-076.67e-0651
GO:00485452ColorectumMSSresponse to steroid hormone101/3467339/187232.60e-071.10e-05101
GO:00097552ColorectumMSShormone-mediated signaling pathway63/3467190/187239.26e-073.23e-0563
GO:00485453ColorectumMSI-Hresponse to steroid hormone40/1319339/187239.37e-041.64e-0240
GO:00434013ColorectumMSI-Hsteroid hormone mediated signaling pathway19/1319136/187233.19e-033.93e-0219
GO:00097553ColorectumMSI-Hhormone-mediated signaling pathway24/1319190/187233.88e-034.51e-0224
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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
PAQR8insertionIn_Frame_Insnovelc.974_975insAGAATATTGGGAp.Leu325_Ser326insGluTyrTrpAspp.L325_S326insEYWDQ8TEZ7protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAQR8insertionNonsense_Mutationnovelc.975_976insAGGCCAGGCATGGTGGCTTAACGCCTGTAATp.Ser326ArgfsTer7p.S326Rfs*7Q8TEZ7protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAQR8insertionFrame_Shift_Insnovelc.735_736insACTGCATCCCAGCTGGGCGACAGAGCAAGACCCTGTTp.Trp246ThrfsTer25p.W246Tfs*25Q8TEZ7protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
PAQR8SNVMissense_Mutationc.413N>Cp.Leu138Prop.L138PQ8TEZ7protein_codingdeleterious(0.01)possibly_damaging(0.519)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAQR8SNVMissense_Mutationc.994N>Ap.Ala332Thrp.A332TQ8TEZ7protein_codingtolerated(0.52)benign(0.001)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
PAQR8insertionIn_Frame_Insnovelc.667_668insGTGp.Leu223delinsArgValp.L223delinsRVQ8TEZ7protein_codingTCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PAQR8SNVMissense_Mutationrs769096577c.1012N>Ap.Ala338Thrp.A338TQ8TEZ7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PAQR8SNVMissense_Mutationnovelc.1053N>Tp.Lys351Asnp.K351NQ8TEZ7protein_codingtolerated(0.41)benign(0.069)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PAQR8SNVMissense_Mutationnovelc.649G>Tp.Ala217Serp.A217SQ8TEZ7protein_codingtolerated(1)benign(0.001)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
PAQR8SNVMissense_Mutationc.235N>Ap.Val79Ilep.V79IQ8TEZ7protein_codingtolerated(0.15)probably_damaging(0.927)TCGA-AJ-A8CW-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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