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: PPT1

Gene summary for PPT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPT1

Gene ID

5538

Gene namepalmitoyl-protein thioesterase 1
Gene AliasCLN1
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

P50897


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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
5538PPT1P19T-EHumanEsophagusESCC5.35e-109.62e-010.1662
5538PPT1P20T-EHumanEsophagusESCC5.28e-339.43e-010.1124
5538PPT1P21T-EHumanEsophagusESCC2.04e-551.49e+000.1617
5538PPT1P22T-EHumanEsophagusESCC2.69e-195.22e-010.1236
5538PPT1P23T-EHumanEsophagusESCC5.56e-349.46e-010.108
5538PPT1P24T-EHumanEsophagusESCC7.92e-246.81e-010.1287
5538PPT1P26T-EHumanEsophagusESCC1.51e-591.37e+000.1276
5538PPT1P27T-EHumanEsophagusESCC1.32e-187.71e-010.1055
5538PPT1P28T-EHumanEsophagusESCC3.14e-391.12e+000.1149
5538PPT1P30T-EHumanEsophagusESCC9.98e-462.10e+000.137
5538PPT1P31T-EHumanEsophagusESCC2.77e-439.91e-010.1251
5538PPT1P32T-EHumanEsophagusESCC8.69e-671.63e+000.1666
5538PPT1P36T-EHumanEsophagusESCC5.15e-249.24e-010.1187
5538PPT1P37T-EHumanEsophagusESCC1.19e-471.49e+000.1371
5538PPT1P38T-EHumanEsophagusESCC7.80e-052.42e-010.127
5538PPT1P39T-EHumanEsophagusESCC6.73e-104.30e-010.0894
5538PPT1P40T-EHumanEsophagusESCC3.27e-189.26e-010.109
5538PPT1P42T-EHumanEsophagusESCC6.77e-207.04e-010.1175
5538PPT1P44T-EHumanEsophagusESCC8.88e-187.00e-010.1096
5538PPT1P47T-EHumanEsophagusESCC7.82e-094.36e-010.1067
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00196938BreastPrecancerribose phosphate metabolic process49/1080396/187233.81e-071.78e-0549
GO:00091528BreastPrecancerpurine ribonucleotide biosynthetic process28/1080169/187234.17e-071.89e-0528
GO:00463907BreastPrecancerribose phosphate biosynthetic process30/1080190/187234.75e-072.11e-0530
GO:00092607BreastPrecancerribonucleotide biosynthetic process29/1080182/187236.05e-072.55e-0529
GO:00091509BreastPrecancerpurine ribonucleotide metabolic process46/1080368/187236.47e-072.71e-0546
GO:00091179BreastPrecancernucleotide metabolic process56/1080489/187237.40e-073.00e-0556
GO:00092598BreastPrecancerribonucleotide metabolic process47/1080385/187239.69e-073.84e-0547
GO:00067539BreastPrecancernucleoside phosphate metabolic process56/1080497/187231.24e-064.70e-0556
GO:19012149BreastPrecancerregulation of neuron death41/1080319/187231.27e-064.80e-0541
GO:00435237BreastPrecancerregulation of neuron apoptotic process31/1080212/187231.69e-066.08e-0531
GO:00061639BreastPrecancerpurine nucleotide metabolic process47/1080396/187232.14e-067.50e-0547
GO:00061647BreastPrecancerpurine nucleotide biosynthetic process28/1080191/187235.04e-061.52e-0428
GO:00725219BreastPrecancerpurine-containing compound metabolic process47/1080416/187238.19e-062.20e-0447
GO:00725227BreastPrecancerpurine-containing compound biosynthetic process28/1080200/187231.23e-053.17e-0428
GO:00091655BreastPrecancernucleotide biosynthetic process32/1080254/187232.72e-056.21e-0432
GO:19012935BreastPrecancernucleoside phosphate biosynthetic process32/1080256/187233.18e-056.97e-0432
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:00435243BreastPrecancernegative regulation of neuron apoptotic process19/1080145/187236.83e-048.34e-0319
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa012129EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0121214EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa012122LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa012123LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa012124LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
hsa000622LiverHCCFatty acid elongation20/402027/84654.58e-031.36e-027.55e-0320
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa012125LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
hsa0006211LiverHCCFatty acid elongation20/402027/84654.58e-031.36e-027.55e-0320
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa012128Oral cavityOSCCFatty acid metabolism35/370457/84655.37e-031.29e-026.55e-0335
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0121213Oral cavityOSCCFatty acid metabolism35/370457/84655.37e-031.29e-026.55e-0335
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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
PPT1insertionFrame_Shift_Insnovelc.641_642insTTCTTTTGATAAAAAGGTTTTAAAACTAGCTp.Tyr215SerfsTer29p.Y215Sfs*29P50897protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
PPT1SNVMissense_Mutationc.304N>Tp.Asp102Tyrp.D102YP50897protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPT1deletionFrame_Shift_Delc.422delNp.Gly141AspfsTer27p.G141Dfs*27P50897protein_codingTCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PPT1SNVMissense_Mutationnovelc.92N>Tp.Ala31Valp.A31VP50897protein_codingtolerated(0.13)benign(0.134)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPT1SNVMissense_Mutationnovelc.374C>Ap.Ala125Aspp.A125DP50897protein_codingdeleterious(0)probably_damaging(0.91)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPT1SNVMissense_Mutationrs200813294c.802C>Tp.Arg268Cysp.R268CP50897protein_codingdeleterious(0.03)probably_damaging(0.988)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
PPT1SNVMissense_Mutationc.506C>Tp.Ala169Valp.A169VP50897protein_codingtolerated(0.5)benign(0)TCGA-AP-A0LP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIHormone TherapymegaceSD
PPT1SNVMissense_Mutationc.829N>Ap.Ala277Thrp.A277TP50897protein_codingtolerated(0.24)benign(0.075)TCGA-AX-A05S-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnspecificCarboplatin & PaclitaxelPD
PPT1SNVMissense_Mutationnovelc.243N>Tp.Glu81Aspp.E81DP50897protein_codingdeleterious(0.01)benign(0.403)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
PPT1SNVMissense_Mutationc.308C>Ap.Pro103Hisp.P103HP50897protein_codingdeleterious(0)probably_damaging(0.969)TCGA-BG-A0M4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
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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
5538PPT1ENZYME, DRUGGABLE GENOMELAMOTRIGINELAMOTRIGINE9151331
5538PPT1ENZYME, DRUGGABLE GENOMEPlitidepsinPLITIDEPSIN25867045
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