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: PKDCC

Gene summary for PKDCC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PKDCC

Gene ID

91461

Gene nameprotein kinase domain containing, cytoplasmic
Gene AliasRLSDF
Cytomap2p21
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q504Y2


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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
91461PKDCCHTA11_1938_2000001011HumanColorectumAD2.61e-024.55e-01-0.0811
91461PKDCCHTA11_347_2000001011HumanColorectumAD2.45e-053.96e-01-0.1954
91461PKDCCHTA11_1391_2000001011HumanColorectumAD4.17e-076.31e-01-0.059
91461PKDCCHTA11_8622_2000001021HumanColorectumSER6.06e-035.62e-010.0528
91461PKDCCHTA11_7663_2000001011HumanColorectumSER1.47e-088.69e-010.0131
91461PKDCCHTA11_99999970781_79442HumanColorectumMSS5.11e-08-2.92e-010.294
91461PKDCCHTA11_99999971662_82457HumanColorectumMSS3.65e-076.38e-010.3859
91461PKDCCF007HumanColorectumFAP1.08e-03-3.12e-010.1176
91461PKDCCA002-C-010HumanColorectumFAP4.36e-08-3.07e-010.242
91461PKDCCA001-C-207HumanColorectumFAP1.76e-07-3.50e-010.1278
91461PKDCCA015-C-203HumanColorectumFAP6.02e-11-2.71e-01-0.1294
91461PKDCCA014-C-040HumanColorectumFAP1.51e-02-3.62e-01-0.1184
91461PKDCCA002-C-201HumanColorectumFAP1.61e-09-3.12e-010.0324
91461PKDCCA002-C-203HumanColorectumFAP2.83e-05-1.86e-010.2786
91461PKDCCA001-C-119HumanColorectumFAP9.63e-06-3.44e-01-0.1557
91461PKDCCA001-C-108HumanColorectumFAP8.47e-13-3.27e-01-0.0272
91461PKDCCA002-C-021HumanColorectumFAP5.08e-04-2.51e-010.1171
91461PKDCCA002-C-205HumanColorectumFAP3.78e-14-3.62e-01-0.1236
91461PKDCCA001-C-104HumanColorectumFAP3.68e-07-2.85e-010.0184
91461PKDCCA015-C-005HumanColorectumFAP3.72e-05-2.96e-01-0.0336
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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
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:19907781ColorectumSERprotein localization to cell periphery98/2897333/187236.09e-119.57e-0998
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:19030761ColorectumSERregulation of protein localization to plasma membrane36/2897104/187231.12e-065.18e-0536
GO:19054751ColorectumSERregulation of protein localization to membrane52/2897175/187231.31e-066.04e-0552
GO:19043751ColorectumSERregulation of protein localization to cell periphery40/2897125/187232.85e-061.16e-0440
GO:00901501ColorectumSERestablishment of protein localization to membrane68/2897260/187235.55e-062.01e-0468
GO:00068921ColorectumSERpost-Golgi vesicle-mediated transport31/2897104/187231.59e-043.08e-0331
GO:00988761ColorectumSERvesicle-mediated transport to the plasma membrane37/2897136/187233.08e-045.00e-0337
GO:00619511ColorectumSERestablishment of protein localization to plasma membrane20/289760/187234.60e-046.65e-0320
GO:0051051ColorectumSERnegative regulation of transport98/2897470/187231.01e-031.19e-0298
GO:00487361ColorectumSERappendage development42/2897172/187231.43e-031.55e-0242
GO:00601731ColorectumSERlimb development42/2897172/187231.43e-031.55e-0242
GO:00430011ColorectumSERGolgi to plasma membrane protein transport14/289740/187231.88e-031.90e-0214
GO:19038281ColorectumSERnegative regulation of cellular protein localization30/2897117/187232.96e-032.62e-0230
GO:0035107ColorectumSERappendage morphogenesis33/2897138/187236.10e-034.42e-0233
GO:0035108ColorectumSERlimb morphogenesis33/2897138/187236.10e-034.42e-0233
GO:00015031ColorectumSERossification82/2897408/187236.76e-034.78e-0282
GO:19030771ColorectumSERnegative regulation of protein localization to plasma membrane9/289724/187237.19e-034.99e-029
GO:00726592ColorectumMSSprotein localization to plasma membrane113/3467284/187233.23e-171.55e-14113
GO:19907782ColorectumMSSprotein localization to cell periphery120/3467333/187232.02e-145.47e-12120
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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
PKDCCSNVMissense_Mutationnovelc.712C>Ap.Pro238Thrp.P238TQ504Y2protein_codingdeleterious(0)probably_damaging(0.993)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
PKDCCSNVMissense_Mutationc.787N>Gp.Leu263Valp.L263VQ504Y2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
PKDCCinsertionNonsense_Mutationnovelc.713_714insAAAAATTAGCTGGGCATAGp.Val239LysfsTer6p.V239Kfs*6Q504Y2protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
PKDCCdeletionFrame_Shift_Delnovelc.1097delGp.Ser366ThrfsTer124p.S366Tfs*124Q504Y2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PKDCCSNVMissense_Mutationrs749783255c.1012C>Tp.Arg338Trpp.R338WQ504Y2protein_codingdeleterious(0)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PKDCCSNVMissense_Mutationc.478G>Ap.Gly160Serp.G160SQ504Y2protein_codingtolerated(0.47)benign(0.154)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PKDCCSNVMissense_Mutationc.1270N>Ap.Cys424Serp.C424SQ504Y2protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PKDCCSNVMissense_Mutationrs144832959c.782G>Ap.Arg261Hisp.R261HQ504Y2protein_codingdeleterious(0.03)probably_damaging(0.921)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PKDCCSNVMissense_Mutationc.569G>Tp.Arg190Leup.R190LQ504Y2protein_codingdeleterious(0.02)possibly_damaging(0.478)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PKDCCSNVMissense_Mutationrs374316779c.820N>Ap.Val274Ilep.V274IQ504Y2protein_codingtolerated(0.27)benign(0.12)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=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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