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: PDK3

Gene summary for PDK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDK3

Gene ID

5165

Gene namepyruvate dehydrogenase kinase 3
Gene AliasCMTX6
CytomapXp22.11
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

Q15120


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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
5165PDK3LZE4THumanEsophagusESCC1.47e-071.92e-010.0811
5165PDK3LZE7THumanEsophagusESCC9.32e-083.14e-010.0667
5165PDK3LZE8THumanEsophagusESCC4.41e-021.01e-010.067
5165PDK3LZE20THumanEsophagusESCC4.88e-051.55e-010.0662
5165PDK3LZE24THumanEsophagusESCC1.48e-082.18e-010.0596
5165PDK3P2T-EHumanEsophagusESCC2.07e-224.32e-010.1177
5165PDK3P4T-EHumanEsophagusESCC9.47e-142.89e-010.1323
5165PDK3P5T-EHumanEsophagusESCC1.25e-061.35e-010.1327
5165PDK3P8T-EHumanEsophagusESCC7.34e-122.58e-010.0889
5165PDK3P10T-EHumanEsophagusESCC5.07e-141.57e-010.116
5165PDK3P11T-EHumanEsophagusESCC4.80e-154.57e-010.1426
5165PDK3P12T-EHumanEsophagusESCC1.65e-163.44e-010.1122
5165PDK3P15T-EHumanEsophagusESCC2.31e-152.95e-010.1149
5165PDK3P16T-EHumanEsophagusESCC3.85e-091.15e-010.1153
5165PDK3P17T-EHumanEsophagusESCC2.60e-062.33e-010.1278
5165PDK3P19T-EHumanEsophagusESCC6.53e-042.93e-010.1662
5165PDK3P20T-EHumanEsophagusESCC7.88e-102.29e-010.1124
5165PDK3P21T-EHumanEsophagusESCC2.34e-035.94e-020.1617
5165PDK3P22T-EHumanEsophagusESCC6.99e-397.00e-010.1236
5165PDK3P23T-EHumanEsophagusESCC2.13e-092.56e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0071453110EsophagusESCCcellular response to oxygen levels114/8552177/187233.63e-075.06e-06114
GO:0036294110EsophagusESCCcellular response to decreased oxygen levels105/8552161/187234.20e-075.73e-06105
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0046390110EsophagusESCCribose phosphate biosynthetic process119/8552190/187231.73e-062.06e-05119
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:007145616EsophagusESCCcellular response to hypoxia97/8552151/187233.12e-063.51e-0597
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa0541538EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa0541516LungIACDiabetic cardiomyopathy38/1053203/84656.01e-032.57e-021.71e-0238
hsa0541517LungIACDiabetic cardiomyopathy38/1053203/84656.01e-032.57e-021.71e-0238
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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
PDK3insertionIn_Frame_Insnovelc.629_630insTACp.Gln210delinsHisThrp.Q210delinsHTQ15120protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PDK3insertionFrame_Shift_Insnovelc.630_631insAAAATCAATAAACAp.Tyr211LysfsTer9p.Y211Kfs*9Q15120protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PDK3SNVMissense_Mutationc.1133N>Ap.Arg378Hisp.R378HQ15120protein_codingdeleterious(0)possibly_damaging(0.759)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDK3SNVMissense_Mutationrs775948695c.1153N>Ap.Glu385Lysp.E385KQ15120protein_codingtolerated(0.16)benign(0.015)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PDK3SNVMissense_Mutationnovelc.689A>Cp.Lys230Thrp.K230TQ15120protein_codingtolerated(0.06)benign(0.01)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PDK3SNVMissense_Mutationnovelc.1219G>Ap.Asp407Asnp.D407NQ15120protein_codingtolerated_low_confidence(0.38)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PDK3SNVMissense_Mutationc.335N>Ap.Leu112Glnp.L112QQ15120protein_codingdeleterious(0)probably_damaging(0.964)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDK3SNVMissense_Mutationc.895C>Tp.Arg299Cysp.R299CQ15120protein_codingtolerated(0.05)benign(0.253)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PDK3SNVMissense_Mutationnovelc.838N>Tp.Asp280Tyrp.D280YQ15120protein_codingdeleterious(0)probably_damaging(0.992)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PDK3SNVMissense_Mutationc.1238N>Tp.Arg413Ilep.R413IQ15120protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.695)TCGA-F5-6814-01Colorectumrectum 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
5165PDK3KINASE, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASECPI-613
5165PDK3KINASE, ENZYME, DRUGGABLE GENOME, SERINE THREONINE KINASEinhibitor328083452
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