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: TPPP3

Gene summary for TPPP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TPPP3

Gene ID

51673

Gene nametubulin polymerization promoting protein family member 3
Gene AliasCGI-38
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R702


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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
51673TPPP3LZE4THumanEsophagusESCC1.21e-095.24e-010.0811
51673TPPP3LZE8THumanEsophagusESCC2.75e-074.37e-010.067
51673TPPP3P8T-EHumanEsophagusESCC3.53e-167.37e-010.0889
51673TPPP3P11T-EHumanEsophagusESCC8.31e-065.60e-010.1426
51673TPPP3P19T-EHumanEsophagusESCC2.85e-039.25e-010.1662
51673TPPP3P21T-EHumanEsophagusESCC2.85e-642.58e+000.1617
51673TPPP3P22T-EHumanEsophagusESCC1.06e-04-2.01e-020.1236
51673TPPP3P23T-EHumanEsophagusESCC1.02e-063.42e-010.108
51673TPPP3P26T-EHumanEsophagusESCC2.00e-093.73e-010.1276
51673TPPP3P31T-EHumanEsophagusESCC5.34e-561.71e+000.1251
51673TPPP3P48T-EHumanEsophagusESCC8.61e-124.29e-010.0959
51673TPPP3P54T-EHumanEsophagusESCC1.43e-055.18e-010.0975
51673TPPP3P74T-EHumanEsophagusESCC1.81e-155.08e-010.1479
51673TPPP3P82T-EHumanEsophagusESCC1.05e-068.41e-010.1072
51673TPPP3P89T-EHumanEsophagusESCC1.93e-081.32e+000.1752
51673TPPP3P91T-EHumanEsophagusESCC5.45e-041.91e+000.1828
51673TPPP3P104T-EHumanEsophagusESCC7.85e-075.36e-010.0931
51673TPPP3P107T-EHumanEsophagusESCC8.60e-471.91e+000.171
51673TPPP3P128T-EHumanEsophagusESCC1.70e-023.08e-010.1241
51673TPPP3P130T-EHumanEsophagusESCC3.14e-226.49e-010.1676
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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
∗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:0031334110Oral cavityLPpositive regulation of protein-containing complex assembly99/4623237/187234.83e-092.00e-0799
GO:0051258110Oral cavityLPprotein polymerization113/4623297/187231.90e-075.92e-06113
GO:0032273110Oral cavityLPpositive regulation of protein polymerization60/4623138/187231.00e-062.50e-0560
GO:0032271110Oral cavityLPregulation of protein polymerization89/4623233/187233.00e-066.47e-0589
GO:000189018Oral cavityLPplacenta development56/4623144/187231.09e-041.31e-0356
GO:000189314Oral cavityLPmaternal placenta development18/462335/187235.86e-045.39e-0318
GO:004678512Oral cavityLPmicrotubule polymerization34/462383/187237.88e-046.99e-0334
GO:004669712Oral cavityLPdecidualization14/462326/187231.33e-031.07e-0214
GO:006013515Oral cavityLPmaternal process involved in female pregnancy25/462362/187234.74e-033.00e-0225
GO:006145818Oral cavityLPreproductive system development128/4623427/187236.91e-033.96e-02128
GO:004860817Oral cavityLPreproductive structure development127/4623424/187237.31e-034.08e-02127
GO:000756515Oral cavityLPfemale pregnancy63/4623193/187237.56e-034.17e-0263
GO:004325432Oral cavityNEOLPregulation of protein-containing complex assembly95/2005428/187232.76e-125.29e-1095
GO:006145831Oral cavityNEOLPreproductive system development91/2005427/187238.18e-119.00e-0991
GO:004860831Oral cavityNEOLPreproductive structure development90/2005424/187231.30e-101.33e-0890
GO:000189031Oral cavityNEOLPplacenta development42/2005144/187238.01e-106.02e-0842
GO:003133433Oral cavityNEOLPpositive regulation of protein-containing complex assembly58/2005237/187231.09e-097.92e-0858
GO:003227133Oral cavityNEOLPregulation of protein polymerization57/2005233/187231.54e-091.03e-0757
GO:005125833Oral cavityNEOLPprotein polymerization67/2005297/187232.27e-091.40e-0767
GO:003227333Oral cavityNEOLPpositive regulation of protein polymerization37/2005138/187239.19e-083.43e-0637
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
TPPP3SNVMissense_Mutationrs562124643c.412N>Tp.Arg138Cysp.R138CQ9BW30protein_codingtolerated(0.08)probably_damaging(0.999)TCGA-AC-A3QP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
TPPP3SNVMissense_Mutationc.487G>Tp.Ala163Serp.A163SQ9BW30protein_codingtolerated(0.12)benign(0.039)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TPPP3SNVMissense_Mutationnovelc.431A>Cp.Lys144Thrp.K144TQ9BW30protein_codingdeleterious(0)possibly_damaging(0.846)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TPPP3SNVMissense_Mutationc.469G>Ap.Asp157Asnp.D157NQ9BW30protein_codingtolerated(1)benign(0.001)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
TPPP3SNVMissense_Mutationnovelc.476N>Ap.Gly159Aspp.G159DQ9BW30protein_codingtolerated(0.06)probably_damaging(0.941)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TPPP3SNVMissense_Mutationrs562124643c.412C>Tp.Arg138Cysp.R138CQ9BW30protein_codingtolerated(0.08)probably_damaging(0.999)TCGA-D5-6531-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TPPP3insertionFrame_Shift_Insnovelc.62_63insATGGCTGGGCTGGAGGAGAGCTTCCGCAAGTTTGTCATCCATGGp.Asp22TrpfsTer24p.D22Wfs*24Q9BW30protein_codingTCGA-EI-6510-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TPPP3SNVMissense_Mutationrs749753194c.511G>Ap.Asp171Asnp.D171NQ9BW30protein_codingdeleterious(0.04)benign(0.269)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TPPP3SNVMissense_Mutationc.125N>Ap.Cys42Tyrp.C42YQ9BW30protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D1-A0ZO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TPPP3SNVMissense_Mutationrs377234620c.44G>Ap.Arg15Hisp.R15HQ9BW30protein_codingtolerated(0.24)benign(0.021)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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