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: TUSC3

Gene summary for TUSC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUSC3

Gene ID

7991

Gene nametumor suppressor candidate 3
Gene AliasD8S1992
Cytomap8p22
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q13454


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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
7991TUSC3LZE2THumanEsophagusESCC3.77e-057.75e-010.082
7991TUSC3LZE4THumanEsophagusESCC9.92e-176.66e-010.0811
7991TUSC3LZE20THumanEsophagusESCC4.22e-061.52e-010.0662
7991TUSC3LZE22THumanEsophagusESCC1.11e-087.03e-010.068
7991TUSC3P2T-EHumanEsophagusESCC2.70e-1302.69e+000.1177
7991TUSC3P4T-EHumanEsophagusESCC7.47e-772.19e+000.1323
7991TUSC3P5T-EHumanEsophagusESCC2.39e-245.69e-010.1327
7991TUSC3P8T-EHumanEsophagusESCC6.71e-601.23e+000.0889
7991TUSC3P9T-EHumanEsophagusESCC2.14e-095.08e-010.1131
7991TUSC3P10T-EHumanEsophagusESCC6.60e-1112.37e+000.116
7991TUSC3P11T-EHumanEsophagusESCC2.77e-077.21e-010.1426
7991TUSC3P12T-EHumanEsophagusESCC9.13e-357.76e-010.1122
7991TUSC3P16T-EHumanEsophagusESCC7.46e-1011.99e+000.1153
7991TUSC3P17T-EHumanEsophagusESCC2.55e-088.01e-010.1278
7991TUSC3P19T-EHumanEsophagusESCC3.90e-038.29e-010.1662
7991TUSC3P20T-EHumanEsophagusESCC1.80e-224.23e-010.1124
7991TUSC3P21T-EHumanEsophagusESCC2.18e-511.11e+000.1617
7991TUSC3P22T-EHumanEsophagusESCC8.16e-751.36e+000.1236
7991TUSC3P23T-EHumanEsophagusESCC6.50e-229.25e-010.108
7991TUSC3P24T-EHumanEsophagusESCC9.15e-561.39e+000.1287
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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
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:000648714EsophagusESCCprotein N-linked glycosylation51/855265/187236.41e-081.13e-0651
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00181969EsophagusESCCpeptidyl-asparagine modification22/855224/187232.82e-063.21e-0522
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00182799EsophagusESCCprotein N-linked glycosylation via asparagine21/855223/187235.69e-065.90e-0521
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00182795LiverCirrhoticprotein N-linked glycosylation via asparagine16/463423/187237.54e-061.15e-0416
GO:00181965LiverCirrhoticpeptidyl-asparagine modification16/463424/187231.74e-052.37e-0416
GO:00064873LiverCirrhoticprotein N-linked glycosylation30/463465/187231.40e-041.36e-0330
GO:000648711LiverHCCprotein N-linked glycosylation48/795865/187232.85e-075.00e-0648
GO:001819611LiverHCCpeptidyl-asparagine modification21/795824/187236.62e-067.97e-0521
GO:001827911LiverHCCprotein N-linked glycosylation via asparagine20/795823/187231.37e-051.51e-0420
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00064875Oral cavityOSCCprotein N-linked glycosylation44/730565/187232.63e-063.26e-0544
GO:00181968Oral cavityOSCCpeptidyl-asparagine modification20/730524/187231.10e-051.14e-0420
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa005136EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051313EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa005104LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa005134LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0051011LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0051311LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa005105Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa005135Oral cavityOSCCVarious types of N-glycan biosynthesis29/370442/84658.03e-042.32e-031.18e-0329
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
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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
TUSC3SNVMissense_Mutationc.344C>Gp.Ser115Cysp.S115CQ13454protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TUSC3SNVMissense_Mutationnovelc.731N>Gp.Ser244Cysp.S244CQ13454protein_codingdeleterious(0)probably_damaging(1)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TUSC3insertionFrame_Shift_Insnovelc.910_911insTTCAGTGTTTTTCAAGCTGTGTAGCATGGATCTCTAAAAGTTTAGAGp.Ser304PhefsTer26p.S304Ffs*26Q13454protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TUSC3SNVMissense_Mutationnovelc.614C>Tp.Ala205Valp.A205VQ13454protein_codingtolerated(0.72)benign(0.034)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
TUSC3SNVMissense_Mutationnovelc.258G>Ap.Met86Ilep.M86IQ13454protein_codingtolerated(0.16)benign(0.019)TCGA-VS-A954-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TUSC3SNVMissense_Mutationrs755902777c.289N>Tp.Arg97Trpp.R97WQ13454protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TUSC3SNVMissense_Mutationrs576144260c.200N>Ap.Arg67Glnp.R67QQ13454protein_codingdeleterious(0.03)possibly_damaging(0.532)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TUSC3SNVMissense_Mutationc.684N>Tp.Lys228Asnp.K228NQ13454protein_codingdeleterious(0)possibly_damaging(0.876)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TUSC3SNVMissense_Mutationc.245G>Ap.Arg82Glnp.R82QQ13454protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TUSC3SNVMissense_Mutationc.601A>Gp.Thr201Alap.T201AQ13454protein_codingtolerated(0.33)benign(0.06)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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