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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TULP3

Gene summary for TULP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TULP3

Gene ID

7289

Gene nameTUB like protein 3
Gene AliasTUBL3
Cytomap12p13.33
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

O75386


Top

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
7289TULP3HCC1_MengHumanLiverHCC4.79e-14-4.57e-020.0246
7289TULP3HCC2_MengHumanLiverHCC4.43e-082.72e-020.0107
7289TULP3Pt13.bHumanLiverHCC1.94e-038.65e-020.0251
7289TULP3S014HumanLiverHCC2.84e-125.05e-010.2254
7289TULP3S015HumanLiverHCC6.39e-125.13e-010.2375
7289TULP3S016HumanLiverHCC3.01e-135.24e-010.2243
7289TULP3S027HumanLiverHCC1.67e-067.54e-010.2446
7289TULP3S028HumanLiverHCC2.84e-157.13e-010.2503
7289TULP3S029HumanLiverHCC1.78e-179.72e-010.2581
7289TULP3C04HumanOral cavityOSCC8.04e-072.55e-010.2633
7289TULP3C21HumanOral cavityOSCC2.50e-082.72e-010.2678
7289TULP3C30HumanOral cavityOSCC9.03e-144.17e-010.3055
7289TULP3C38HumanOral cavityOSCC9.48e-161.29e+000.172
7289TULP3C43HumanOral cavityOSCC9.07e-123.35e-010.1704
7289TULP3C46HumanOral cavityOSCC5.58e-163.53e-010.1673
7289TULP3C51HumanOral cavityOSCC1.88e-031.71e-010.2674
7289TULP3C57HumanOral cavityOSCC3.13e-051.84e-010.1679
7289TULP3C08HumanOral cavityOSCC5.90e-072.14e-010.1919
7289TULP3LN38HumanOral cavityOSCC4.36e-047.63e-010.168
7289TULP3LN46HumanOral cavityOSCC6.06e-144.41e-010.1666
Page: 1 2 3 4 5 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000183814EsophagusESCCembryonic epithelial tube formation83/8552121/187232.78e-074.08e-0683
GO:003514815EsophagusESCCtube formation96/8552148/187231.86e-062.16e-0596
GO:00721759EsophagusESCCepithelial tube formation86/8552132/187234.81e-065.10e-0586
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:00487367EsophagusESCCappendage development98/8552172/187231.83e-038.37e-0398
GO:00601737EsophagusESCClimb development98/8552172/187231.83e-038.37e-0398
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:19048881EsophagusESCCcranial skeletal system development41/855268/187231.07e-023.66e-0241
GO:00018415LiverHCCneural tube formation62/7958102/187231.47e-041.18e-0362
GO:00018433LiverHCCneural tube closure53/795888/187235.95e-043.75e-0353
Page: 1 2 3 4 5 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
TULP3SNVMissense_Mutationrs368526026c.934G>Ap.Val312Ilep.V312IO75386protein_codingtolerated(0.07)benign(0.167)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TULP3SNVMissense_Mutationc.539A>Gp.Asn180Serp.N180SO75386protein_codingtolerated(0.5)benign(0.053)TCGA-AN-A0XT-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TULP3SNVMissense_Mutationnovelc.592N>Gp.Gln198Glup.Q198EO75386protein_codingdeleterious(0.04)benign(0.022)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
TULP3insertionNonsense_Mutationnovelc.1375_1376insTACGGATCCATTAGTGAGGAGp.Ser459delinsLeuArgIleHisTerTerGlyAlap.S459delinsLRIH**GAO75386protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TULP3deletionFrame_Shift_Delc.121delNp.Lys42SerfsTer31p.K42Sfs*31O75386protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TULP3deletionFrame_Shift_Delnovelc.934delNp.Val312TyrfsTer12p.V312Yfs*12O75386protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TULP3SNVMissense_Mutationrs115288066c.1195N>Tp.Pro399Serp.P399SO75386protein_codingdeleterious(0.04)benign(0.117)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TULP3SNVMissense_Mutationc.703N>Ap.Leu235Ilep.L235IO75386protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TULP3SNVMissense_Mutationrs770408342c.1099N>Ap.Val367Ilep.V367IO75386protein_codingtolerated(0.05)benign(0.146)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TULP3SNVMissense_Mutationc.68N>Cp.Met23Thrp.M23TO75386protein_codingdeleterious(0)benign(0.196)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
Page: 1