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: 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


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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
7289TULP3LZE4THumanEsophagusESCC2.81e-021.41e-010.0811
7289TULP3LZE7THumanEsophagusESCC5.11e-083.42e-010.0667
7289TULP3LZE8THumanEsophagusESCC1.75e-042.34e-010.067
7289TULP3LZE24THumanEsophagusESCC9.27e-132.82e-010.0596
7289TULP3LZE21THumanEsophagusESCC5.27e-052.80e-010.0655
7289TULP3P1T-EHumanEsophagusESCC1.82e-052.18e-010.0875
7289TULP3P2T-EHumanEsophagusESCC1.50e-346.80e-010.1177
7289TULP3P4T-EHumanEsophagusESCC1.81e-275.88e-010.1323
7289TULP3P5T-EHumanEsophagusESCC1.42e-091.30e-010.1327
7289TULP3P8T-EHumanEsophagusESCC1.85e-203.08e-010.0889
7289TULP3P9T-EHumanEsophagusESCC2.04e-163.20e-010.1131
7289TULP3P10T-EHumanEsophagusESCC2.60e-172.81e-010.116
7289TULP3P11T-EHumanEsophagusESCC6.52e-136.85e-010.1426
7289TULP3P12T-EHumanEsophagusESCC2.20e-356.39e-010.1122
7289TULP3P15T-EHumanEsophagusESCC4.84e-153.54e-010.1149
7289TULP3P16T-EHumanEsophagusESCC5.67e-173.23e-010.1153
7289TULP3P17T-EHumanEsophagusESCC3.33e-064.14e-010.1278
7289TULP3P19T-EHumanEsophagusESCC1.81e-087.49e-010.1662
7289TULP3P20T-EHumanEsophagusESCC3.21e-244.57e-010.1124
7289TULP3P21T-EHumanEsophagusESCC1.13e-193.48e-010.1617
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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
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:006056219ThyroidPTCepithelial tube morphogenesis141/5968325/187237.52e-068.73e-05141
GO:007217515ThyroidPTCepithelial tube formation66/5968132/187231.08e-051.19e-0466
GO:00163318ThyroidPTCmorphogenesis of embryonic epithelium71/5968147/187232.31e-052.29e-0471
GO:00603486ThyroidPTCbone development90/5968205/187231.89e-041.42e-0390
GO:003032317ThyroidPTCrespiratory tube development80/5968181/187233.23e-042.23e-0380
GO:006054115ThyroidPTCrespiratory system development86/5968203/187231.02e-036.08e-0386
GO:0045879ThyroidPTCnegative regulation of smoothened signaling pathway17/596832/187231.02e-024.11e-0217
GO:006056222ThyroidATCepithelial tube morphogenesis156/6293325/187234.48e-088.14e-07156
GO:000184119ThyroidATCneural tube formation59/6293102/187234.28e-076.25e-0659
GO:003032321ThyroidATCrespiratory tube development93/6293181/187235.67e-078.02e-0693
GO:002191515ThyroidATCneural tube development80/6293152/187239.87e-071.29e-0580
GO:006034813ThyroidATCbone development102/6293205/187231.18e-061.52e-05102
GO:006054121ThyroidATCrespiratory system development100/6293203/187232.66e-063.08e-05100
GO:000183823ThyroidATCembryonic epithelial tube formation65/6293121/187234.02e-064.43e-0565
GO:001402017ThyroidATCprimary neural tube formation53/629394/187234.69e-065.11e-0553
GO:000184316ThyroidATCneural tube closure50/629388/187236.43e-066.68e-0550
GO:006060616ThyroidATCtube closure50/629389/187239.90e-069.87e-0550
GO:007217522ThyroidATCepithelial tube formation68/6293132/187231.59e-051.48e-0468
GO:001633114ThyroidATCmorphogenesis of embryonic epithelium74/6293147/187231.96e-051.77e-0474
GO:003514823ThyroidATCtube formation74/6293148/187232.65e-052.27e-0474
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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
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
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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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