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: PDPK1

Gene summary for PDPK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDPK1

Gene ID

5170

Gene name3-phosphoinositide dependent protein kinase 1
Gene AliasPDK1
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

O15530


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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
5170PDPK1CCI_1HumanCervixCC6.89e-035.25e-010.528
5170PDPK1CCI_2HumanCervixCC9.28e-036.57e-010.5249
5170PDPK1LZE4THumanEsophagusESCC1.69e-061.57e-010.0811
5170PDPK1LZE7THumanEsophagusESCC8.66e-083.91e-010.0667
5170PDPK1LZE8THumanEsophagusESCC5.07e-041.48e-010.067
5170PDPK1LZE24THumanEsophagusESCC1.80e-103.06e-010.0596
5170PDPK1P1T-EHumanEsophagusESCC2.33e-062.63e-010.0875
5170PDPK1P2T-EHumanEsophagusESCC1.97e-366.37e-010.1177
5170PDPK1P4T-EHumanEsophagusESCC6.53e-204.69e-010.1323
5170PDPK1P5T-EHumanEsophagusESCC8.09e-162.00e-010.1327
5170PDPK1P8T-EHumanEsophagusESCC1.34e-163.38e-010.0889
5170PDPK1P9T-EHumanEsophagusESCC2.42e-061.61e-010.1131
5170PDPK1P10T-EHumanEsophagusESCC2.66e-161.81e-010.116
5170PDPK1P11T-EHumanEsophagusESCC2.75e-065.00e-010.1426
5170PDPK1P12T-EHumanEsophagusESCC1.43e-214.33e-010.1122
5170PDPK1P15T-EHumanEsophagusESCC3.99e-163.01e-010.1149
5170PDPK1P16T-EHumanEsophagusESCC7.32e-152.52e-010.1153
5170PDPK1P17T-EHumanEsophagusESCC1.88e-052.14e-010.1278
5170PDPK1P19T-EHumanEsophagusESCC5.11e-064.33e-010.1662
5170PDPK1P20T-EHumanEsophagusESCC4.73e-142.67e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:003286824ThyroidATCresponse to insulin126/6293264/187231.24e-061.59e-05126
GO:003286923ThyroidATCcellular response to insulin stimulus101/6293203/187231.34e-061.69e-05101
GO:007084926ThyroidATCresponse to epidermal growth factor33/629349/187231.42e-061.77e-0533
GO:001063231ThyroidATCregulation of epithelial cell migration137/6293292/187231.44e-061.77e-05137
GO:003432924ThyroidATCcell junction assembly187/6293420/187231.71e-062.08e-05187
GO:005165133ThyroidATCmaintenance of location in cell105/6293214/187231.92e-062.31e-05105
GO:004352323ThyroidATCregulation of neuron apoptotic process104/6293212/187232.16e-062.58e-05104
GO:001810718ThyroidATCpeptidyl-threonine phosphorylation63/6293116/187233.47e-063.89e-0563
GO:009028721ThyroidATCregulation of cellular response to growth factor stimulus140/6293304/187233.91e-064.33e-05140
GO:007136426ThyroidATCcellular response to epidermal growth factor stimulus30/629345/187235.89e-066.18e-0530
GO:1905477111ThyroidATCpositive regulation of protein localization to membrane58/6293106/187236.14e-066.42e-0558
GO:009009214ThyroidATCregulation of transmembrane receptor protein serine/threonine kinase signaling pathway120/6293256/187236.62e-066.85e-05120
GO:001821018ThyroidATCpeptidyl-threonine modification66/6293125/187237.36e-067.56e-0566
GO:004354231ThyroidATCendothelial cell migration127/6293279/187232.14e-051.91e-04127
GO:000206428ThyroidATCepithelial cell development103/6293220/187233.06e-052.55e-04103
GO:001059531ThyroidATCpositive regulation of endothelial cell migration67/6293133/187234.61e-053.70e-0467
GO:199009023ThyroidATCcellular response to nerve growth factor stimulus32/629353/187235.83e-054.48e-0432
GO:190121519ThyroidATCnegative regulation of neuron death97/6293208/187236.19e-054.73e-0497
GO:190437725ThyroidATCpositive regulation of protein localization to cell periphery39/629369/187237.62e-055.76e-0439
GO:199008924ThyroidATCresponse to nerve growth factor33/629356/187238.86e-056.58e-0433
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520820CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa0541720CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0514514CervixCCToxoplasmosis34/1267112/84652.42e-051.82e-041.08e-0434
hsa0407110CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa043609CervixCCAxon guidance47/1267182/84658.13e-055.38e-043.18e-0447
hsa04664CervixCCFc epsilon RI signaling pathway22/126768/84652.35e-041.31e-037.77e-0422
hsa0491918CervixCCThyroid hormone signaling pathway33/1267121/84653.11e-041.65e-039.78e-0433
hsa042109CervixCCApoptosis36/1267136/84653.21e-041.68e-039.91e-0436
hsa0472214CervixCCNeurotrophin signaling pathway32/1267119/84655.01e-042.42e-031.43e-0332
hsa052157CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa0521310CervixCCEndometrial cancer18/126758/84651.46e-036.30e-033.73e-0318
hsa052234CervixCCNon-small cell lung cancer21/126772/84651.48e-036.32e-033.74e-0321
hsa046604CervixCCT cell receptor signaling pathway25/1267104/84659.52e-032.94e-021.74e-0225
hsa05208110CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa05417110CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0514515CervixCCToxoplasmosis34/1267112/84652.42e-051.82e-041.08e-0434
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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
PDPK1SNVMissense_Mutationc.1199N>Ap.Ser400Tyrp.S400YO15530protein_codingdeleterious(0.04)benign(0.044)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PDPK1deletionFrame_Shift_Delnovelc.1618delCp.Gln540ArgfsTer65p.Q540Rfs*65O15530protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PDPK1SNVMissense_Mutationc.191N>Tp.Ser64Phep.S64FO15530protein_codingdeleterious(0.01)benign(0.172)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDPK1SNVMissense_Mutationc.1542N>Ap.Phe514Leup.F514LO15530protein_codingdeleterious(0)probably_damaging(0.99)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDPK1SNVMissense_Mutationc.191C>Tp.Ser64Phep.S64FO15530protein_codingdeleterious(0.01)benign(0.172)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PDPK1SNVMissense_Mutationrs753919385c.169G>Ap.Glu57Lysp.E57KO15530protein_codingtolerated_low_confidence(0.6)benign(0.028)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PDPK1SNVMissense_Mutationnovelc.1565N>Tp.Thr522Metp.T522MO15530protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PDPK1SNVMissense_Mutationrs753410336c.1396C>Tp.Arg466Trpp.R466WO15530protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AG-3725-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PDPK1SNVMissense_Mutationc.1514N>Ap.Arg505Glnp.R505QO15530protein_codingtolerated(0.05)benign(0.177)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PDPK1SNVMissense_Mutationc.742T>Cp.Tyr248Hisp.Y248HO15530protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AP-A051-01Endometriumuterine 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
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEinhibitor249565687
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEAR-12AR-12
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMESOTRASTAURINSOTRASTAURIN
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMERG-1530RG-1530
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMETOZASERTIBTOZASERTIB
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEinhibitor249565590CHEMBL1236539
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMECYC-116CYC-116
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEinhibitor249565685AR-12
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMEPF-562271PF-00562271
5170PDPK1CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, SERINE THREONINE KINASE, ENZYMETAE-684TAE-684
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