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: TYMS

Gene summary for TYMS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TYMS

Gene ID

7298

Gene namethymidylate synthetase
Gene AliasHST422
Cytomap18p11.32
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P04818


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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
7298TYMSGSM4909281HumanBreastIDC4.26e-134.04e-010.21
7298TYMSGSM4909282HumanBreastIDC3.33e-611.00e+00-0.0288
7298TYMSGSM4909287HumanBreastIDC2.16e-236.13e-010.2057
7298TYMSGSM4909288HumanBreastIDC5.53e-044.83e-010.0988
7298TYMSM2HumanBreastIDC6.15e-034.18e-010.21
7298TYMSHTA11_78_2000001011HumanColorectumAD1.20e-043.47e-01-0.1088
7298TYMSHTA11_347_2000001011HumanColorectumAD4.99e-021.87e-01-0.1954
7298TYMSHTA11_1391_2000001011HumanColorectumAD1.91e-032.74e-01-0.059
7298TYMSHTA11_7663_2000001011HumanColorectumSER2.96e-032.89e-010.0131
7298TYMSHTA11_10623_2000001011HumanColorectumAD4.39e-023.17e-01-0.0177
7298TYMSHTA11_6818_2000001021HumanColorectumAD2.33e-042.85e-010.0588
7298TYMSHTA11_99999970781_79442HumanColorectumMSS1.84e-052.84e-010.294
7298TYMSHTA11_99999965062_69753HumanColorectumMSI-H5.52e-036.96e-010.3487
7298TYMSLZE2THumanEsophagusESCC5.50e-081.25e+000.082
7298TYMSLZE7THumanEsophagusESCC1.43e-021.44e-010.0667
7298TYMSLZE6THumanEsophagusESCC3.94e-021.23e-010.0845
7298TYMSP2T-EHumanEsophagusESCC1.28e-241.51e+000.1177
7298TYMSP4T-EHumanEsophagusESCC5.39e-321.12e+000.1323
7298TYMSP5T-EHumanEsophagusESCC1.20e-421.24e+000.1327
7298TYMSP8T-EHumanEsophagusESCC4.87e-075.17e-010.0889
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:004854514BreastIDCresponse to steroid hormone70/1434339/187231.34e-144.23e-1270
GO:000914214BreastIDCnucleoside triphosphate biosynthetic process26/143485/187234.72e-105.06e-0826
GO:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
GO:003196013BreastIDCresponse to corticosteroid37/1434167/187233.10e-092.63e-0737
GO:000914114BreastIDCnucleoside triphosphate metabolic process29/1434112/187233.68e-093.03e-0729
GO:005138413BreastIDCresponse to glucocorticoid32/1434148/187236.52e-084.07e-0632
GO:004873214BreastIDCgland development64/1434436/187233.47e-071.74e-0564
GO:000963613BreastIDCresponse to toxic substance44/1434262/187236.33e-073.00e-0544
GO:000756813BreastIDCaging52/1434339/187231.14e-065.10e-0552
GO:000675313BreastIDCnucleoside phosphate metabolic process68/1434497/187232.01e-068.23e-0568
GO:000911713BreastIDCnucleotide metabolic process67/1434489/187232.28e-069.05e-0567
GO:190129313BreastIDCnucleoside phosphate biosynthetic process41/1434256/187235.15e-061.73e-0441
GO:000916513BreastIDCnucleotide biosynthetic process40/1434254/187231.01e-052.81e-0440
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:190165414BreastIDCresponse to ketone33/1434194/187231.17e-053.13e-0433
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:003110012BreastIDCanimal organ regeneration17/143476/187234.85e-051.07e-0317
GO:004668312BreastIDCresponse to organophosphorus24/1434131/187235.22e-051.12e-0324
GO:000758412BreastIDCresponse to nutrient29/1434174/187235.69e-051.20e-0329
GO:003109912BreastIDCregeneration31/1434198/187231.08e-042.03e-0331
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa002405EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa015232EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0024012EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa0152311EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa002403LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa002404Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0024011Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
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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
TYMSSNVMissense_Mutationc.604N>Cp.Tyr202Hisp.Y202HP04818protein_codingdeleterious(0.03)possibly_damaging(0.83)TCGA-EW-A1PD-01Breastbreast invasive carcinomaMale<65I/IIChemotherapydocetaxelSD
TYMSinsertionNonsense_Mutationnovelc.576_577insGGCTGGAGTGCAGTGGTGTGATCTCCGCTCACGGCAAp.Pro193GlyfsTer7p.P193Gfs*7P04818protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TYMSSNVMissense_Mutationc.687N>Gp.Ser229Argp.S229RP04818protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TYMSSNVMissense_Mutationc.700N>Gp.Thr234Alap.T234AP04818protein_codingdeleterious(0.04)benign(0.356)TCGA-CA-6719-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TYMSSNVMissense_Mutationc.197N>Ap.Ser66Asnp.S66NP04818protein_codingtolerated(0.37)benign(0.003)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TYMSSNVMissense_Mutationc.527N>Ap.Arg176Lysp.R176KP04818protein_codingdeleterious(0)possibly_damaging(0.805)TCGA-AH-6544-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
TYMSdeletionFrame_Shift_Delc.486_487delAAp.Arg163SerfsTer3p.R163Sfs*3P04818protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TYMSSNVMissense_Mutationnovelc.724N>Ap.Gly242Serp.G242SP04818protein_codingdeleterious(0.02)benign(0.395)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TYMSSNVMissense_Mutationnovelc.233G>Ap.Arg78Hisp.R78HP04818protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
TYMSSNVMissense_Mutationnovelc.369C>Ap.Phe123Leup.F123LP04818protein_codingtolerated(1)benign(0.017)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCEinhibitorCHEMBL1200373
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCECAPECITABINECAPECITABINE
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCEOSI-7904LOSI-7904
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCEirinotecanIRINOTECAN21273624,16456808
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCEHYDROCORTISONEHYDROCORTISONE2707640
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCEMETHOTREXATEMETHOTREXATE23652803
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCEFLUOROURACILFLUOROURACIL24450514
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCETEGAFURTEGAFUR
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCEPEMETREXEDPEMETREXED
7298TYMSENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DRUG RESISTANCEINDOMETHACININDOMETHACIN2707640
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