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: PRKN

Gene summary for PRKN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKN

Gene ID

5071

Gene nameparkin RBR E3 ubiquitin protein ligase
Gene AliasAR-JP
Cytomap6q26
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O60260


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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
5071PRKNHTA11_3410_2000001011HumanColorectumAD3.72e-13-5.10e-010.0155
5071PRKNHTA11_347_2000001011HumanColorectumAD1.03e-034.89e-01-0.1954
5071PRKNHTA11_5212_2000001011HumanColorectumAD8.75e-03-6.73e-01-0.2061
5071PRKNHTA11_866_3004761011HumanColorectumAD7.71e-13-5.68e-010.096
5071PRKNHTA11_8622_2000001021HumanColorectumSER3.72e-02-4.72e-010.0528
5071PRKNHTA11_7696_3000711011HumanColorectumAD2.23e-02-3.73e-010.0674
5071PRKNHTA11_99999970781_79442HumanColorectumMSS1.08e-70-1.11e+000.294
5071PRKNHTA11_99999965062_69753HumanColorectumMSI-H1.29e-02-1.11e+000.3487
5071PRKNHTA11_99999965104_69814HumanColorectumMSS4.40e-25-1.11e+000.281
5071PRKNHTA11_99999971662_82457HumanColorectumMSS3.63e-63-1.11e+000.3859
5071PRKNHTA11_99999973899_84307HumanColorectumMSS8.83e-20-1.11e+000.2585
5071PRKNHTA11_99999974143_84620HumanColorectumMSS1.09e-63-1.11e+000.3005
5071PRKNA001-C-207HumanColorectumFAP3.66e-03-3.81e-010.1278
5071PRKNA015-C-203HumanColorectumFAP3.17e-24-4.62e-01-0.1294
5071PRKNA015-C-204HumanColorectumFAP1.58e-02-2.43e-01-0.0228
5071PRKNA014-C-040HumanColorectumFAP6.56e-08-7.94e-01-0.1184
5071PRKNA002-C-201HumanColorectumFAP1.46e-18-6.31e-010.0324
5071PRKNA001-C-119HumanColorectumFAP2.81e-09-5.94e-01-0.1557
5071PRKNA001-C-108HumanColorectumFAP2.00e-17-5.19e-01-0.0272
5071PRKNA002-C-205HumanColorectumFAP4.68e-27-7.19e-01-0.1236
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:20012423ColorectumMSI-Hregulation of intrinsic apoptotic signaling pathway40/1319164/187232.39e-124.91e-1040
GO:00421763ColorectumMSI-Hregulation of protein catabolic process65/1319391/187236.96e-111.29e-0865
GO:20012333ColorectumMSI-Hregulation of apoptotic signaling pathway61/1319356/187237.62e-111.37e-0861
GO:19033623ColorectumMSI-Hregulation of cellular protein catabolic process49/1319255/187239.82e-111.66e-0849
GO:00510993ColorectumMSI-Hpositive regulation of binding38/1319173/187232.34e-103.60e-0838
GO:00971933ColorectumMSI-Hintrinsic apoptotic signaling pathway52/1319288/187232.82e-104.23e-0852
GO:19030503ColorectumMSI-Hregulation of proteolysis involved in cellular protein catabolic process43/1319221/187239.16e-101.27e-0743
GO:00069793ColorectumMSI-Hresponse to oxidative stress68/1319446/187231.17e-091.59e-0768
GO:00190583ColorectumMSI-Hviral life cycle53/1319317/187233.27e-094.32e-0753
GO:00104983ColorectumMSI-Hproteasomal protein catabolic process71/1319490/187234.67e-096.03e-0771
GO:20000583ColorectumMSI-Hregulation of ubiquitin-dependent protein catabolic process34/1319164/187239.82e-091.21e-0634
GO:00725943ColorectumMSI-Hestablishment of protein localization to organelle63/1319422/187231.10e-081.33e-0663
GO:20012343ColorectumMSI-Hnegative regulation of apoptotic signaling pathway41/1319224/187231.43e-081.69e-0641
GO:19033203ColorectumMSI-Hregulation of protein modification by small protein conjugation or removal43/1319242/187231.60e-081.85e-0643
GO:00313963ColorectumMSI-Hregulation of protein ubiquitination39/1319210/187232.12e-082.36e-0639
GO:00190793ColorectumMSI-Hviral genome replication29/1319131/187232.57e-082.80e-0629
GO:00510983ColorectumMSI-Hregulation of binding54/1319363/187231.38e-071.30e-0554
GO:00621973ColorectumMSI-Hcellular response to chemical stress51/1319337/187231.78e-071.52e-0551
GO:20012433ColorectumMSI-Hnegative regulation of intrinsic apoptotic signaling pathway23/131998/187232.29e-071.93e-0523
GO:19021753ColorectumMSI-Hregulation of oxidative stress-induced intrinsic apoptotic signaling pathway12/131929/187232.39e-071.95e-0512
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa04120ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041201ColorectumADUbiquitin mediated proteolysis58/2092142/84651.46e-051.53e-049.76e-0558
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050142ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041202ColorectumSERUbiquitin mediated proteolysis39/1580142/84656.18e-033.66e-022.66e-0239
hsa050223ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050143ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041203ColorectumSERUbiquitin mediated proteolysis39/1580142/84656.18e-033.66e-022.66e-0239
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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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