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: TPP1

Gene summary for TPP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TPP1

Gene ID

1200

Gene nametripeptidyl peptidase 1
Gene AliasCLN2
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

O14773


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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
1200TPP1HTA11_2487_2000001011HumanColorectumSER1.41e-094.39e-01-0.1808
1200TPP1HTA11_347_2000001011HumanColorectumAD8.07e-123.49e-01-0.1954
1200TPP1HTA11_83_2000001011HumanColorectumSER2.87e-022.36e-01-0.1526
1200TPP1HTA11_1391_2000001011HumanColorectumAD1.32e-053.09e-01-0.059
1200TPP1HTA11_5216_2000001011HumanColorectumSER2.42e-023.16e-01-0.1462
1200TPP1HTA11_866_3004761011HumanColorectumAD6.14e-093.37e-010.096
1200TPP1HTA11_99999970781_79442HumanColorectumMSS1.40e-052.64e-010.294
1200TPP1HTA11_99999965104_69814HumanColorectumMSS3.01e-103.92e-010.281
1200TPP1HTA11_99999971662_82457HumanColorectumMSS1.01e-124.00e-010.3859
1200TPP1HTA11_99999973899_84307HumanColorectumMSS3.08e-021.95e-010.2585
1200TPP1HTA11_99999974143_84620HumanColorectumMSS1.11e-031.97e-010.3005
1200TPP1LZE4THumanEsophagusESCC8.73e-042.18e-010.0811
1200TPP1LZE7THumanEsophagusESCC1.18e-092.82e-010.0667
1200TPP1LZE8THumanEsophagusESCC1.55e-061.48e-010.067
1200TPP1LZE20THumanEsophagusESCC2.82e-02-3.85e-030.0662
1200TPP1LZE22D1HumanEsophagusHGIN1.16e-02-1.66e-020.0595
1200TPP1LZE22THumanEsophagusESCC7.75e-061.29e-010.068
1200TPP1LZE24THumanEsophagusESCC1.12e-206.31e-010.0596
1200TPP1LZE21THumanEsophagusESCC3.29e-037.45e-020.0655
1200TPP1P1T-EHumanEsophagusESCC3.95e-072.19e-010.0875
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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
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:00091418BreastPrecancernucleoside triphosphate metabolic process26/1080112/187237.72e-106.66e-0826
GO:00091179BreastPrecancernucleotide metabolic process56/1080489/187237.40e-073.00e-0556
GO:00067539BreastPrecancernucleoside phosphate metabolic process56/1080497/187231.24e-064.70e-0556
GO:00346558BreastPrecancernucleobase-containing compound catabolic process42/1080407/187231.91e-043.06e-0342
GO:00467007BreastPrecancerheterocycle catabolic process44/1080445/187233.49e-044.88e-0344
GO:00442708BreastPrecancercellular nitrogen compound catabolic process44/1080451/187234.64e-046.12e-0344
GO:00714969BreastPrecancercellular response to external stimulus33/1080320/187239.01e-041.03e-0233
GO:00194397BreastPrecanceraromatic compound catabolic process44/1080467/187239.55e-041.07e-0244
GO:00316688BreastPrecancercellular response to extracellular stimulus27/1080246/187231.02e-031.13e-0227
GO:19013617BreastPrecancerorganic cyclic compound catabolic process45/1080495/187231.73e-031.74e-0245
GO:000914114BreastIDCnucleoside triphosphate metabolic process29/1434112/187233.68e-093.03e-0729
GO:000675313BreastIDCnucleoside phosphate metabolic process68/1434497/187232.01e-068.23e-0568
GO:000911713BreastIDCnucleotide metabolic process67/1434489/187232.28e-069.05e-0567
GO:007149614BreastIDCcellular response to external stimulus45/1434320/187235.40e-051.15e-0345
GO:003166814BreastIDCcellular response to extracellular stimulus35/1434246/187232.79e-044.26e-0335
GO:190136112BreastIDCorganic cyclic compound catabolic process56/1434495/187232.12e-031.99e-0256
GO:004670012BreastIDCheterocycle catabolic process51/1434445/187232.51e-032.25e-0251
GO:003465513BreastIDCnucleobase-containing compound catabolic process47/1434407/187233.12e-032.63e-0247
GO:004427012BreastIDCcellular nitrogen compound catabolic process50/1434451/187235.29e-033.93e-0250
GO:001943912BreastIDCaromatic compound catabolic process51/1434467/187236.54e-034.59e-0251
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041426EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414213EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
TPP1SNVMissense_Mutationc.508G>Ap.Val170Metp.V170MO14773protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TPP1SNVMissense_Mutationc.1514N>Tp.Pro505Leup.P505LO14773protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
TPP1SNVMissense_Mutationnovelc.312N>Tp.Leu104Phep.L104FO14773protein_codingdeleterious(0.05)benign(0.165)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
TPP1SNVMissense_Mutationrs149529997c.1526N>Gp.Gln509Argp.Q509RO14773protein_codingtolerated(0.12)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TPP1SNVMissense_Mutationrs778410642c.802N>Tp.Arg268Trpp.R268WO14773protein_codingdeleterious(0.02)possibly_damaging(0.812)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TPP1SNVMissense_Mutationrs769487055c.1279A>Tp.Thr427Serp.T427SO14773protein_codingtolerated(0.84)benign(0)TCGA-E2-A14S-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
TPP1SNVMissense_Mutationrs368914445c.1123C>Tp.Arg375Cysp.R375CO14773protein_codingtolerated(0.06)probably_damaging(0.99)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TPP1SNVMissense_Mutationrs140176031c.776N>Ap.Arg259Hisp.R259HO14773protein_codingtolerated(0.09)benign(0.003)TCGA-AA-A024-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TPP1SNVMissense_Mutationc.1157N>Ap.Thr386Asnp.T386NO14773protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
TPP1SNVMissense_Mutationc.800N>Cp.Gly267Alap.G267AO14773protein_codingtolerated(0.13)benign(0.14)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=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
1200TPP1PROTEASE, ENZYME, DRUGGABLE GENOMECerliponase Alfa
1200TPP1PROTEASE, ENZYME, DRUGGABLE GENOMEcerliponase alfa
1200TPP1PROTEASE, ENZYME, DRUGGABLE GENOMECerliponase Alfa
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