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: PDHB

Gene summary for PDHB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDHB

Gene ID

5162

Gene namepyruvate dehydrogenase E1 subunit beta
Gene AliasPDHBD
Cytomap3p14.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P11177


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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
5162PDHBHTA11_3410_2000001011HumanColorectumAD6.41e-047.03e-020.0155
5162PDHBHTA11_1938_2000001011HumanColorectumAD3.25e-083.81e-01-0.0811
5162PDHBHTA11_78_2000001011HumanColorectumAD2.53e-092.77e-01-0.1088
5162PDHBHTA11_347_2000001011HumanColorectumAD4.81e-153.41e-01-0.1954
5162PDHBHTA11_1391_2000001011HumanColorectumAD4.26e-123.44e-01-0.059
5162PDHBHTA11_2992_2000001011HumanColorectumSER6.20e-043.56e-01-0.1706
5162PDHBHTA11_546_2000001011HumanColorectumAD2.85e-031.37e-01-0.0842
5162PDHBHTA11_866_3004761011HumanColorectumAD3.84e-062.11e-010.096
5162PDHBHTA11_6801_2000001011HumanColorectumSER5.10e-033.61e-010.0171
5162PDHBHTA11_7696_3000711011HumanColorectumAD8.86e-031.29e-010.0674
5162PDHBHTA11_99999970781_79442HumanColorectumMSS4.83e-083.83e-010.294
5162PDHBHTA11_99999965062_69753HumanColorectumMSI-H1.37e-067.79e-010.3487
5162PDHBHTA11_99999965104_69814HumanColorectumMSS7.29e-062.41e-010.281
5162PDHBHTA11_99999971662_82457HumanColorectumMSS1.22e-083.52e-010.3859
5162PDHBLZE4THumanEsophagusESCC2.46e-132.51e-010.0811
5162PDHBLZE8THumanEsophagusESCC1.99e-058.24e-020.067
5162PDHBLZE20THumanEsophagusESCC3.77e-02-5.29e-020.0662
5162PDHBLZE22THumanEsophagusESCC1.13e-041.36e-010.068
5162PDHBLZE24THumanEsophagusESCC4.27e-173.40e-010.0596
5162PDHBLZE6THumanEsophagusESCC4.24e-046.32e-020.0845
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0046390111SkincSCCribose phosphate biosynthetic process79/4864190/187231.86e-063.10e-0579
GO:000911724SkincSCCnucleotide metabolic process173/4864489/187232.03e-063.35e-05173
GO:0072521112SkincSCCpurine-containing compound metabolic process150/4864416/187232.88e-064.54e-05150
GO:0009259112SkincSCCribonucleotide metabolic process138/4864385/187231.00e-051.30e-04138
GO:0006163112SkincSCCpurine nucleotide metabolic process140/4864396/187231.93e-052.27e-04140
GO:0009260111SkincSCCribonucleotide biosynthetic process73/4864182/187232.01e-052.36e-0473
GO:0009150112SkincSCCpurine ribonucleotide metabolic process131/4864368/187232.42e-052.76e-04131
GO:007252218SkincSCCpurine-containing compound biosynthetic process78/4864200/187233.44e-053.74e-0478
GO:190129310SkincSCCnucleoside phosphate biosynthetic process95/4864256/187235.21e-055.31e-0495
GO:000916510SkincSCCnucleotide biosynthetic process94/4864254/187236.40e-056.25e-0494
GO:0009152111SkincSCCpurine ribonucleotide biosynthetic process67/4864169/187236.60e-056.43e-0467
GO:000616418SkincSCCpurine nucleotide biosynthetic process73/4864191/187231.28e-041.17e-0373
GO:000599610SkincSCCmonosaccharide metabolic process85/4864257/187236.43e-033.14e-0285
GO:00060844SkincSCCacetyl-CoA metabolic process16/486435/187239.09e-034.16e-0216
GO:000600610SkincSCCglucose metabolic process66/4864196/187239.75e-034.32e-0266
GO:0009060112ThyroidPTCaerobic respiration126/5968189/187237.07e-231.78e-20126
GO:0006091112ThyroidPTCgeneration of precursor metabolites and energy252/5968490/187238.24e-201.13e-17252
GO:0045333112ThyroidPTCcellular respiration140/5968230/187239.60e-201.26e-17140
GO:0015980111ThyroidPTCenergy derivation by oxidation of organic compounds176/5968318/187232.67e-182.90e-16176
GO:001969327ThyroidPTCribose phosphate metabolic process176/5968396/187238.28e-081.70e-06176
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00620ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa00020ColorectumADCitrate cycle (TCA cycle)20/209230/84651.43e-061.77e-051.13e-0520
hsa00010ColorectumADGlycolysis / Gluconeogenesis34/209267/84653.63e-064.34e-052.77e-0534
hsa04066ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa05230ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa04922ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa006201ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa000201ColorectumADCitrate cycle (TCA cycle)20/209230/84651.43e-061.77e-051.13e-0520
hsa000101ColorectumADGlycolysis / Gluconeogenesis34/209267/84653.63e-064.34e-052.77e-0534
hsa040661ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa052301ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa049221ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa054152ColorectumSERDiabetic cardiomyopathy103/1580203/84651.45e-251.61e-231.17e-23103
hsa006202ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa000202ColorectumSERCitrate cycle (TCA cycle)16/158030/84652.06e-052.74e-041.99e-0416
hsa049222ColorectumSERGlucagon signaling pathway38/1580107/84652.57e-053.28e-042.38e-0438
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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
PDHBSNVMissense_Mutationnovelc.947N>Cp.Asn316Thrp.N316TP11177protein_codingdeleterious(0.01)benign(0.259)TCGA-E2-A15A-06Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
PDHBSNVMissense_Mutationc.985G>Ap.Asp329Asnp.D329NP11177protein_codingdeleterious(0.01)probably_damaging(0.942)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDHBSNVMissense_Mutationnovelc.445N>Ap.Gly149Serp.G149SP11177protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PDHBSNVMissense_Mutationnovelc.959N>Tp.Ala320Valp.A320VP11177protein_codingdeleterious(0)possibly_damaging(0.829)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PDHBSNVMissense_Mutationc.157N>Ap.Val53Ilep.V53IP11177protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PDHBSNVMissense_Mutationnovelc.787N>Cp.Cys263Argp.C263RP11177protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PDHBSNVMissense_Mutationc.794N>Cp.Val265Alap.V265AP11177protein_codingdeleterious(0)probably_damaging(0.978)TCGA-A5-A0GW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PDHBSNVMissense_Mutationnovelc.839N>Cp.Glu280Alap.E280AP11177protein_codingtolerated(0.33)benign(0.019)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PDHBSNVMissense_Mutationnovelc.970N>Tp.Arg324Cysp.R324CP11177protein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PDHBSNVMissense_Mutationnovelc.345N>Ap.Phe115Leup.F115LP11177protein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A3EL-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
5162PDHBENZYMECPI-613
5162PDHBENZYMEDEXLIPOTAM
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