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:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
GO:0043534CervixCCblood vessel endothelial cell migration37/2311176/187237.59e-046.77e-0337
GO:00026973CervixCCregulation of immune effector process62/2311339/187239.25e-047.84e-0362
GO:00328688CervixCCresponse to insulin50/2311264/187231.28e-031.02e-0250
GO:19054758CervixCCregulation of protein localization to membrane36/2311175/187231.33e-031.05e-0236
GO:0043535CervixCCregulation of blood vessel endothelial cell migration32/2311151/187231.45e-031.13e-0232
GO:19040194CervixCCepithelial cell apoptotic process27/2311121/187231.49e-031.16e-0227
GO:00435238CervixCCregulation of neuron apoptotic process41/2311212/187232.23e-031.60e-0241
GO:00171574CervixCCregulation of exocytosis39/2311202/187232.90e-031.93e-0239
GO:00181076CervixCCpeptidyl-threonine phosphorylation25/2311116/187233.59e-032.30e-0225
GO:00071795CervixCCtransforming growth factor beta receptor signaling pathway38/2311198/187233.62e-032.31e-0238
GO:19900909CervixCCcellular response to nerve growth factor stimulus14/231153/187234.09e-032.54e-0214
GO:0002263CervixCCcell activation involved in immune response50/2311279/187234.16e-032.57e-0250
GO:0043536CervixCCpositive regulation of blood vessel endothelial cell migration18/231176/187234.45e-032.71e-0218
GO:19013423CervixCCregulation of vasculature development60/2311348/187234.48e-032.72e-0260
GO:00457653CervixCCregulation of angiogenesis59/2311342/187234.73e-032.83e-0259
GO:00182106CervixCCpeptidyl-threonine modification26/2311125/187234.98e-032.97e-0226
GO:0002443CervixCCleukocyte mediated immunity73/2311440/187235.01e-032.98e-0273
GO:0002699CervixCCpositive regulation of immune effector process43/2311235/187235.13e-033.02e-0243
GO:00022743CervixCCmyeloid leukocyte activation41/2311223/187235.66e-033.25e-0241
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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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