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: NRD1

Gene summary for NRD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NRD1

Gene ID

4898

Gene namenardilysin convertase
Gene AliasNRD1
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

O43847


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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
4898NRD1GSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor4.40e-034.25e-010.1557
4898NRD1GSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor1.29e-045.48e-010.159
4898NRD1GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor9.04e-149.28e-010.1479
4898NRD1GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor2.44e-145.02e-010.1633
4898NRD1GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor1.37e-134.47e-010.1608
4898NRD1GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor4.78e-165.61e-010.1604
4898NRD1GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor1.12e-196.27e-010.1621
4898NRD1GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor3.27e-044.17e-010.1619
4898NRD1GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor1.03e-116.97e-010.159
4898NRD1GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor2.89e-063.28e-010.1602
4898NRD1GSM5353232_PA_PR5249_T1_S3_L001HumanProstateTumor1.73e-036.92e-010.1439
4898NRD1GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor5.58e-075.00e-010.1608
4898NRD1GSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor6.72e-086.16e-010.1622
4898NRD1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor1.98e-114.40e-010.1575
4898NRD1GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor1.92e-104.64e-010.1545
4898NRD1GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor1.82e-053.56e-010.1569
4898NRD1P1_cSCCHumanSkincSCC8.59e-289.34e-010.0292
4898NRD1P2_cSCCHumanSkincSCC2.03e-206.02e-01-0.024
4898NRD1P4_cSCCHumanSkincSCC5.50e-509.68e-01-0.00290000000000005
4898NRD1P10_cSCCHumanSkincSCC1.21e-451.20e+000.1017
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00988699CervixCCcellular oxidant detoxification30/2311101/187232.72e-067.93e-0530
GO:19907489CervixCCcellular detoxification30/2311116/187235.34e-057.94e-0430
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:00972379CervixCCcellular response to toxic substance31/2311124/187238.09e-051.10e-0331
GO:00096369CervixCCresponse to toxic substance52/2311262/187233.34e-043.52e-0352
GO:00987549CervixCCdetoxification33/2311152/187237.97e-047.00e-0333
GO:0001704CervixCCformation of primary germ layer27/2311121/187231.49e-031.16e-0227
GO:00454549CervixCCcell redox homeostasis10/231135/187237.99e-034.18e-0210
GO:009723710EndometriumAEHcellular response to toxic substance34/2100124/187235.02e-071.97e-0534
GO:199074810EndometriumAEHcellular detoxification30/2100116/187238.40e-061.98e-0430
GO:000963610EndometriumAEHresponse to toxic substance52/2100262/187232.89e-055.40e-0452
GO:009886910EndometriumAEHcellular oxidant detoxification26/2100101/187233.57e-056.26e-0426
GO:004545410EndometriumAEHcell redox homeostasis12/210035/187232.69e-043.12e-0312
GO:009875410EndometriumAEHdetoxification31/2100152/187236.85e-046.62e-0331
GO:009723715EndometriumEECcellular response to toxic substance35/2168124/187233.44e-071.37e-0535
GO:199074815EndometriumEECcellular detoxification31/2168116/187235.54e-061.36e-0431
GO:000963615EndometriumEECresponse to toxic substance54/2168262/187231.65e-053.18e-0454
GO:009886915EndometriumEECcellular oxidant detoxification27/2168101/187232.17e-053.89e-0427
GO:004545414EndometriumEECcell redox homeostasis12/216835/187233.63e-043.95e-0312
GO:009875415EndometriumEECdetoxification32/2168152/187235.52e-045.52e-0332
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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
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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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