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: QDPR

Gene summary for QDPR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

QDPR

Gene ID

5860

Gene namequinoid dihydropteridine reductase
Gene AliasDHPR
Cytomap4p15.32
Gene Typeprotein-coding
GO ID

GO:0001889

UniProtAcc

A0A140VKA9


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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
5860QDPRGSM4909293HumanBreastIDC4.02e-062.82e-010.1581
5860QDPRGSM4909297HumanBreastIDC6.20e-05-9.48e-020.1517
5860QDPRGSM4909307HumanBreastIDC1.44e-022.64e-010.1569
5860QDPRGSM4909308HumanBreastIDC4.26e-114.12e-010.158
5860QDPRGSM4909311HumanBreastIDC3.63e-08-1.01e-010.1534
5860QDPRGSM4909312HumanBreastIDC6.94e-051.51e-010.1552
5860QDPRGSM4909319HumanBreastIDC2.69e-13-1.37e-010.1563
5860QDPRGSM4909321HumanBreastIDC1.33e-02-1.12e-010.1559
5860QDPRM5HumanBreastIDC1.41e-066.82e-010.1598
5860QDPRNCCBC14HumanBreastDCIS1.31e-034.18e-020.2021
5860QDPRNCCBC5HumanBreastDCIS3.31e-051.58e-010.2046
5860QDPRP1HumanBreastIDC1.42e-07-1.68e-010.1527
5860QDPRDCIS2HumanBreastDCIS1.58e-32-2.46e-020.0085
5860QDPRLZE4THumanEsophagusESCC4.32e-032.65e-020.0811
5860QDPRLZE7THumanEsophagusESCC1.04e-032.62e-010.0667
5860QDPRLZE8THumanEsophagusESCC5.90e-059.58e-020.067
5860QDPRLZE24THumanEsophagusESCC3.78e-101.48e-010.0596
5860QDPRP2T-EHumanEsophagusESCC5.81e-337.34e-010.1177
5860QDPRP4T-EHumanEsophagusESCC1.04e-164.55e-010.1323
5860QDPRP5T-EHumanEsophagusESCC2.48e-102.85e-010.1327
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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
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
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
∗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:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:002290013BreastIDCelectron transport chain51/1434175/187232.23e-178.43e-1551
GO:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:004873214BreastIDCgland development64/1434436/187233.47e-071.74e-0564
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:00434348BreastIDCresponse to peptide hormone54/1434414/187238.25e-051.61e-0354
GO:000188913BreastIDCliver development24/1434147/187233.29e-044.92e-0324
GO:006100813BreastIDChepaticobiliary system development24/1434150/187234.46e-046.04e-0324
GO:190136112BreastIDCorganic cyclic compound catabolic process56/1434495/187232.12e-031.99e-0256
GO:001943912BreastIDCaromatic compound catabolic process51/1434467/187236.54e-034.59e-0251
GO:000609123BreastDCISgeneration of precursor metabolites and energy103/1390490/187231.46e-221.65e-19103
GO:002290023BreastDCISelectron transport chain51/1390175/187236.01e-182.62e-1551
GO:001003824BreastDCISresponse to metal ion65/1390373/187238.03e-119.88e-0965
GO:004873223BreastDCISgland development60/1390436/187232.50e-068.74e-0560
GO:000941023BreastDCISresponse to xenobiotic stimulus59/1390462/187233.00e-056.61e-0459
GO:004343414BreastDCISresponse to peptide hormone52/1390414/187231.33e-042.28e-0352
GO:000188923BreastDCISliver development23/1390147/187235.21e-046.76e-0323
GO:006100823BreastDCIShepaticobiliary system development23/1390150/187236.96e-048.47e-0323
GO:190136122BreastDCISorganic cyclic compound catabolic process55/1390495/187231.75e-031.71e-0255
GO:001943922BreastDCISaromatic compound catabolic process51/1390467/187233.58e-032.92e-0251
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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
QDPRSNVMissense_Mutationc.457N>Ap.Ala153Thrp.A153TP09417protein_codingtolerated(0.1)possibly_damaging(0.486)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
QDPRinsertionFrame_Shift_Insnovelc.671_672insCTGTGTCCTCTGGCCTAGGGTTAAGTGTGCAp.Gly225CysfsTer68p.G225Cfs*68P09417protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
QDPRSNVMissense_Mutationc.616G>Ap.Glu206Lysp.E206KP09417protein_codingtolerated(0.06)possibly_damaging(0.527)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
QDPRdeletionIn_Frame_Delnovelc.484_498delNNNNNNNNNNNNNNNp.Gln162_Gly166delp.Q162_G166delP09417protein_codingTCGA-AG-3999-01Colorectumrectum adenocarcinomaFemale<65III/IVUnspecificPD
QDPRSNVMissense_Mutationnovelc.700G>Ap.Glu234Lysp.E234KP09417protein_codingtolerated(0.47)benign(0)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
QDPRSNVMissense_Mutationrs865953344c.283N>Ap.Ala95Thrp.A95TP09417protein_codingdeleterious(0.02)possibly_damaging(0.785)TCGA-BG-A220-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
QDPRSNVMissense_Mutationrs778631854c.409N>Ap.Ala137Thrp.A137TP09417protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
QDPRSNVMissense_Mutationnovelc.142N>Ap.Ala48Thrp.A48TP09417protein_codingdeleterious(0.02)probably_damaging(0.972)TCGA-SJ-A6ZI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
QDPRSNVMissense_Mutationc.662N>Tp.Arg221Leup.R221LP09417protein_codingdeleterious(0)benign(0.344)TCGA-44-7670-01Lunglung adenocarcinomaFemale<65I/IIChemotherapydocetaxelSD
QDPRSNVMissense_Mutationc.209N>Tp.Glu70Valp.E70VP09417protein_codingtolerated(0.1)benign(0.011)TCGA-49-4507-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapytaxolPD
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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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