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: QPRT

Gene summary for QPRT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

QPRT

Gene ID

23475

Gene namequinolinate phosphoribosyltransferase
Gene AliasHEL-S-90n
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

B4DDH4


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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
23475QPRTGSM4909281HumanBreastIDC1.17e-112.97e-010.21
23475QPRTGSM4909285HumanBreastIDC6.76e-183.02e-010.21
23475QPRTGSM4909290HumanBreastIDC7.58e-215.90e-010.2096
23475QPRTGSM4909291HumanBreastIDC5.46e-115.21e-010.1753
23475QPRTGSM4909293HumanBreastIDC9.97e-082.01e-010.1581
23475QPRTGSM4909298HumanBreastIDC3.98e-028.97e-020.1551
23475QPRTGSM4909306HumanBreastIDC8.48e-204.28e-010.1564
23475QPRTGSM4909307HumanBreastIDC2.13e-062.30e-010.1569
23475QPRTGSM4909308HumanBreastIDC9.51e-153.99e-010.158
23475QPRTGSM4909315HumanBreastIDC1.72e-123.18e-010.21
23475QPRTGSM4909317HumanBreastIDC3.35e-052.86e-010.1355
23475QPRTGSM4909321HumanBreastIDC1.03e-032.72e-010.1559
23475QPRTP2HumanBreastIDC1.59e-054.51e-010.21
23475QPRTHTA11_3410_2000001011HumanColorectumAD6.46e-042.30e-010.0155
23475QPRTHTA11_347_2000001011HumanColorectumAD1.54e-165.35e-01-0.1954
23475QPRTHTA11_696_2000001011HumanColorectumAD3.99e-104.51e-01-0.1464
23475QPRTHTA11_1391_2000001011HumanColorectumAD3.22e-023.48e-01-0.059
23475QPRTHTA11_2992_2000001011HumanColorectumSER4.27e-022.92e-01-0.1706
23475QPRTHTA11_5212_2000001011HumanColorectumAD3.66e-034.38e-01-0.2061
23475QPRTHTA11_866_3004761011HumanColorectumAD5.76e-176.79e-010.096
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:000675313BreastIDCnucleoside phosphate metabolic process68/1434497/187232.01e-068.23e-0568
GO:000911713BreastIDCnucleotide metabolic process67/1434489/187232.28e-069.05e-0567
GO:190129313BreastIDCnucleoside phosphate biosynthetic process41/1434256/187235.15e-061.73e-0441
GO:000916513BreastIDCnucleotide biosynthetic process40/1434254/187231.01e-052.81e-0440
GO:190136112BreastIDCorganic cyclic compound catabolic process56/1434495/187232.12e-031.99e-0256
GO:004670012BreastIDCheterocycle catabolic process51/1434445/187232.51e-032.25e-0251
GO:004427012BreastIDCcellular nitrogen compound catabolic process50/1434451/187235.29e-033.93e-0250
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:1901293ColorectumADnucleoside phosphate biosynthetic process80/3918256/187236.31e-051.05e-0380
GO:0009165ColorectumADnucleotide biosynthetic process79/3918254/187238.33e-051.30e-0379
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0019674ColorectumADNAD metabolic process15/391830/187233.85e-044.39e-0315
GO:0043648ColorectumADdicarboxylic acid metabolic process34/391896/187237.22e-047.28e-0334
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:00091171ColorectumSERnucleotide metabolic process122/2897489/187232.50e-081.76e-06122
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
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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
QPRTSNVMissense_Mutationnovelc.454N>Ap.Leu152Ilep.L152IQ15274protein_codingtolerated(0.07)probably_damaging(0.99)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
QPRTSNVMissense_Mutationc.215N>Gp.Ser72Cysp.S72CQ15274protein_codingdeleterious(0)possibly_damaging(0.646)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
QPRTSNVMissense_Mutationc.532N>Ap.Ala178Thrp.A178TQ15274protein_codingtolerated(0.48)benign(0.413)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
QPRTSNVMissense_Mutationnovelc.131C>Tp.Ala44Valp.A44VQ15274protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3862-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
QPRTSNVMissense_Mutationrs370631780c.7N>Ap.Ala3Thrp.A3TQ15274protein_codingtolerated(0.46)benign(0)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
QPRTinsertionFrame_Shift_Insrs757852504c.376_377insGp.Ala128GlyfsTer46p.A128Gfs*46Q15274protein_codingTCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
QPRTSNVMissense_Mutationrs761729022c.248N>Tp.Pro83Leup.P83LQ15274protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
QPRTSNVMissense_Mutationc.871N>Ap.Ala291Thrp.A291TQ15274protein_codingtolerated(1)benign(0)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
QPRTSNVMissense_Mutationrs769151674c.766C>Ap.Leu256Ilep.L256IQ15274protein_codingtolerated(0.57)probably_damaging(0.993)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
QPRTSNVMissense_Mutationnovelc.236C>Tp.Ser79Leup.S79LQ15274protein_codingdeleterious(0.04)benign(0.278)TCGA-AP-A1DV-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
23475QPRTENZYMEARI-3037MO
23475QPRTENZYMENIACINNIACIN
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