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:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0031668ColorectumADcellular response to extracellular stimulus71/3918246/187231.86e-031.52e-0271
GO:0070198ColorectumADprotein localization to chromosome, telomeric region13/391829/187233.26e-032.39e-0213
GO:0007033ColorectumADvacuole organization53/3918180/187234.18e-032.89e-0253
GO:00091171ColorectumSERnucleotide metabolic process122/2897489/187232.50e-081.76e-06122
GO:00091411ColorectumSERnucleoside triphosphate metabolic process41/2897112/187233.46e-082.31e-0641
GO:00067531ColorectumSERnucleoside phosphate metabolic process122/2897497/187236.64e-084.33e-06122
GO:00018941ColorectumSERtissue homeostasis66/2897268/187235.87e-051.37e-0366
GO:00602491ColorectumSERanatomical structure homeostasis74/2897314/187231.01e-042.13e-0374
GO:00442701ColorectumSERcellular nitrogen compound catabolic process99/2897451/187231.46e-042.86e-0399
GO:00701981ColorectumSERprotein localization to chromosome, telomeric region13/289729/187231.66e-043.15e-0313
GO:00467001ColorectumSERheterocycle catabolic process97/2897445/187232.20e-043.89e-0397
GO:19013611ColorectumSERorganic cyclic compound catabolic process104/2897495/187235.46e-047.63e-03104
GO:00346551ColorectumSERnucleobase-containing compound catabolic process88/2897407/187235.53e-047.71e-0388
GO:00194391ColorectumSERaromatic compound catabolic process98/2897467/187238.09e-041.01e-0298
GO:00714961ColorectumSERcellular response to external stimulus70/2897320/187231.40e-031.53e-0270
GO:0009200ColorectumSERdeoxyribonucleoside triphosphate metabolic process8/289717/187232.12e-032.06e-028
GO:00316681ColorectumSERcellular response to extracellular stimulus54/2897246/187234.26e-033.45e-0254
GO:0009166ColorectumSERnucleotide catabolic process20/289773/187236.34e-034.56e-0220
GO:00442702ColorectumMSScellular nitrogen compound catabolic process141/3467451/187232.95e-113.83e-09141
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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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