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: PLOD1

Gene summary for PLOD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLOD1

Gene ID

5351

Gene nameprocollagen-lysine,2-oxoglutarate 5-dioxygenase 1
Gene AliasEDS6
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

A0A024R4H0


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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
5351PLOD1LZE4THumanEsophagusESCC3.15e-053.18e-010.0811
5351PLOD1LZE5THumanEsophagusESCC6.06e-063.53e-010.0514
5351PLOD1LZE7THumanEsophagusESCC1.61e-033.37e-010.0667
5351PLOD1LZE8THumanEsophagusESCC1.80e-043.72e-010.067
5351PLOD1LZE22THumanEsophagusESCC1.20e-045.00e-010.068
5351PLOD1LZE24THumanEsophagusESCC2.30e-053.11e-010.0596
5351PLOD1LZE22D3HumanEsophagusHGIN1.06e-024.53e-010.0653
5351PLOD1LZE6THumanEsophagusESCC2.06e-037.32e-010.0845
5351PLOD1P2T-EHumanEsophagusESCC1.01e-589.45e-010.1177
5351PLOD1P4T-EHumanEsophagusESCC1.16e-226.61e-010.1323
5351PLOD1P5T-EHumanEsophagusESCC6.52e-142.20e-010.1327
5351PLOD1P8T-EHumanEsophagusESCC6.45e-325.74e-010.0889
5351PLOD1P9T-EHumanEsophagusESCC2.26e-063.17e-010.1131
5351PLOD1P10T-EHumanEsophagusESCC1.57e-338.25e-010.116
5351PLOD1P11T-EHumanEsophagusESCC1.76e-251.40e+000.1426
5351PLOD1P12T-EHumanEsophagusESCC3.44e-366.23e-010.1122
5351PLOD1P15T-EHumanEsophagusESCC8.74e-401.07e+000.1149
5351PLOD1P16T-EHumanEsophagusESCC2.63e-418.54e-010.1153
5351PLOD1P17T-EHumanEsophagusESCC4.10e-199.56e-010.1278
5351PLOD1P19T-EHumanEsophagusESCC9.19e-191.89e+000.1662
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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
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:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:007048220EsophagusHGINresponse to oxygen levels76/2587347/187232.36e-056.25e-0476
GO:003629320EsophagusHGINresponse to decreased oxygen levels70/2587322/187236.23e-051.44e-0370
GO:000166620EsophagusHGINresponse to hypoxia67/2587307/187237.82e-051.75e-0367
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00181263EsophagusESCCprotein hydroxylation23/855227/187232.60e-052.19e-0423
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00704827LiverCirrhoticresponse to oxygen levels125/4634347/187231.55e-063.02e-05125
GO:00362937LiverCirrhoticresponse to decreased oxygen levels113/4634322/187231.87e-052.52e-04113
GO:00016667LiverCirrhoticresponse to hypoxia108/4634307/187232.51e-053.26e-04108
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:000166612LiverHCCresponse to hypoxia172/7958307/187231.06e-061.59e-05172
GO:003629312LiverHCCresponse to decreased oxygen levels179/7958322/187231.29e-061.87e-05179
GO:007048212LiverHCCresponse to oxygen levels191/7958347/187231.42e-062.03e-05191
GO:0018126LiverHCCprotein hydroxylation18/795827/187239.75e-033.66e-0218
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
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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
PLOD1SNVMissense_Mutationrs377406897c.2114N>Tp.Thr705Metp.T705MQ02809protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLOD1SNVMissense_Mutationrs760314787c.1871N>Tp.Thr624Metp.T624MQ02809protein_codingdeleterious(0)possibly_damaging(0.53)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
PLOD1SNVMissense_Mutationc.1825N>Cp.Glu609Glnp.E609QQ02809protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PLOD1insertionFrame_Shift_Insnovelc.133_134insGAGCCTCAAGCATGGTGTTGGGAGAATCTp.Lys45ArgfsTer26p.K45Rfs*26Q02809protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PLOD1insertionIn_Frame_Insnovelc.1276_1277insCCTTCCCCATCCCCAACCCCAGGAGCAp.Gly426delinsAlaPheProIleProAsnProArgSerSerp.G426delinsAFPIPNPRSSQ02809protein_codingTCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
PLOD1SNVMissense_Mutationrs199990859c.613C>Tp.Arg205Cysp.R205CQ02809protein_codingdeleterious(0)possibly_damaging(0.694)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLOD1SNVMissense_Mutationc.187N>Ap.Asp63Asnp.D63NQ02809protein_codingdeleterious(0.03)benign(0.034)TCGA-FU-A3NI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PLOD1SNVMissense_Mutationnovelc.1992N>Gp.Ile664Metp.I664MQ02809protein_codingdeleterious(0.04)benign(0.319)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
PLOD1SNVMissense_Mutationrs199567720c.1325N>Ap.Arg442Hisp.R442HQ02809protein_codingdeleterious(0)probably_damaging(0.997)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
PLOD1SNVMissense_Mutationc.676N>Ap.Val226Metp.V226MQ02809protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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
5351PLOD1ENZYME, DRUGGABLE GENOMEAscorbate
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