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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PTS

Gene summary for PTS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTS

Gene ID

5805

Gene name6-pyruvoyltetrahydropterin synthase
Gene AliasPTPS
Cytomap11q23.1
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

Q03393


Top

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
5805PTSLZE2THumanEsophagusESCC4.09e-03-7.51e-020.082
5805PTSLZE3DHumanEsophagusHGIN1.14e-021.02e-010.0668
5805PTSLZE4THumanEsophagusESCC2.80e-141.23e-010.0811
5805PTSLZE5THumanEsophagusESCC5.27e-06-4.76e-020.0514
5805PTSLZE7THumanEsophagusESCC6.07e-053.16e-010.0667
5805PTSLZE8THumanEsophagusESCC3.06e-11-6.64e-020.067
5805PTSLZE20THumanEsophagusESCC3.99e-072.02e-010.0662
5805PTSLZE24THumanEsophagusESCC5.04e-165.93e-010.0596
5805PTSLZE6THumanEsophagusESCC3.08e-05-5.27e-040.0845
5805PTSP1T-EHumanEsophagusESCC7.75e-052.16e-010.0875
5805PTSP2T-EHumanEsophagusESCC1.41e-234.57e-020.1177
5805PTSP4T-EHumanEsophagusESCC8.10e-501.43e+000.1323
5805PTSP5T-EHumanEsophagusESCC1.19e-491.17e+000.1327
5805PTSP8T-EHumanEsophagusESCC2.48e-061.38e-010.0889
5805PTSP9T-EHumanEsophagusESCC5.80e-329.28e-010.1131
5805PTSP10T-EHumanEsophagusESCC5.87e-306.13e-010.116
5805PTSP11T-EHumanEsophagusESCC1.86e-087.40e-010.1426
5805PTSP12T-EHumanEsophagusESCC1.94e-298.40e-010.1122
5805PTSP15T-EHumanEsophagusESCC1.43e-141.56e-010.1149
5805PTSP16T-EHumanEsophagusESCC3.60e-181.72e-010.1153
Page: 1 2 3 4 5 6 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00425584EsophagusESCCpteridine-containing compound metabolic process25/855233/187234.30e-042.43e-0325
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:00425595EsophagusESCCpteridine-containing compound biosynthetic process13/855215/187231.31e-036.26e-0313
GO:00301481EsophagusESCCsphingolipid biosynthetic process62/8552103/187232.10e-039.38e-0362
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:0046513EsophagusESCCceramide biosynthetic process40/855265/187237.25e-032.63e-0240
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:00060666LiverNAFLDalcohol metabolic process62/1882353/187239.01e-062.96e-0462
GO:00425582LiverNAFLDpteridine-containing compound metabolic process11/188233/187232.45e-044.09e-0311
GO:00425593LiverNAFLDpteridine-containing compound biosynthetic process6/188215/187232.30e-032.19e-026
GO:1901617LiverNAFLDorganic hydroxy compound biosynthetic process37/1882237/187234.58e-033.68e-0237
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:0046165LiverCirrhoticalcohol biosynthetic process55/4634140/187239.74e-051.03e-0355
Page: 1 2 3 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PTSSNVMissense_Mutationc.100N>Ap.Glu34Lysp.E34KQ03393protein_codingdeleterious(0.04)possibly_damaging(0.535)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PTSSNVMissense_Mutationrs779681799c.400G>Ap.Glu134Lysp.E134KQ03393protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PTSSNVMissense_Mutationrs779681799c.400N>Ap.Glu134Lysp.E134KQ03393protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PTSSNVMissense_Mutationnovelc.316A>Gp.Thr106Alap.T106AQ03393protein_codingdeleterious(0)probably_damaging(0.985)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
PTSSNVMissense_Mutationnovelc.391N>Cp.Lys131Glnp.K131QQ03393protein_codingtolerated(0.06)benign(0.114)TCGA-EY-A1GD-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PTSSNVMissense_Mutationnovelc.186G>Tp.Glu62Aspp.E62DQ03393protein_codingtolerated(0.17)benign(0.011)TCGA-78-7155-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinPD
PTSinsertionFrame_Shift_Insnovelc.308_309insGGTGAp.Ser105ArgfsTer2p.S105Rfs*2Q03393protein_codingTCGA-39-5027-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
PTSSNVMissense_Mutationrs765406631c.260N>Tp.Pro87Leup.P87LQ03393protein_codingtolerated(0.18)benign(0.117)TCGA-VQ-A91Z-01Stomachstomach adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilPD
Page: 1 

Top

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
Page: 1