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: TIAL1

Gene summary for TIAL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIAL1

Gene ID

7073

Gene nameTIA1 cytotoxic granule associated RNA binding protein like 1
Gene AliasTCBP
Cytomap10q26.11
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q01085


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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
7073TIAL1LZE4THumanEsophagusESCC8.26e-113.71e-010.0811
7073TIAL1LZE5THumanEsophagusESCC4.34e-021.89e-010.0514
7073TIAL1LZE7THumanEsophagusESCC8.14e-062.47e-010.0667
7073TIAL1LZE8THumanEsophagusESCC2.09e-113.26e-010.067
7073TIAL1LZE20THumanEsophagusESCC8.59e-101.00e-010.0662
7073TIAL1LZE22THumanEsophagusESCC1.12e-064.44e-010.068
7073TIAL1LZE24THumanEsophagusESCC4.01e-238.66e-010.0596
7073TIAL1LZE21THumanEsophagusESCC4.65e-031.36e-010.0655
7073TIAL1LZE6THumanEsophagusESCC4.43e-033.68e-010.0845
7073TIAL1P1T-EHumanEsophagusESCC4.97e-125.02e-010.0875
7073TIAL1P2T-EHumanEsophagusESCC2.88e-511.03e+000.1177
7073TIAL1P4T-EHumanEsophagusESCC2.47e-248.10e-010.1323
7073TIAL1P5T-EHumanEsophagusESCC1.66e-226.88e-010.1327
7073TIAL1P8T-EHumanEsophagusESCC9.43e-215.18e-010.0889
7073TIAL1P9T-EHumanEsophagusESCC1.47e-132.59e-010.1131
7073TIAL1P10T-EHumanEsophagusESCC1.91e-172.73e-010.116
7073TIAL1P11T-EHumanEsophagusESCC1.20e-197.58e-010.1426
7073TIAL1P12T-EHumanEsophagusESCC1.55e-347.59e-010.1122
7073TIAL1P15T-EHumanEsophagusESCC1.67e-348.69e-010.1149
7073TIAL1P16T-EHumanEsophagusESCC4.73e-368.67e-010.1153
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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
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:00601487EsophagusESCCpositive regulation of posttranscriptional gene silencing24/855231/187233.19e-041.89e-0324
GO:00609667EsophagusESCCregulation of gene silencing by RNA37/855253/187233.25e-041.92e-0337
GO:00601479EsophagusESCCregulation of posttranscriptional gene silencing36/855252/187235.05e-042.79e-0336
GO:20006377EsophagusESCCpositive regulation of gene silencing by miRNA23/855230/187235.47e-043.00e-0323
GO:006096410EsophagusESCCregulation of gene silencing by miRNA34/855249/187236.74e-043.56e-0334
GO:00609686EsophagusESCCregulation of gene silencing48/855281/187239.54e-033.30e-0248
GO:00353297EsophagusESCChippo signaling26/855240/187231.08e-023.66e-0226
GO:200063711LiverCirrhoticpositive regulation of gene silencing by miRNA18/463430/187234.27e-055.03e-0418
GO:00609645LiverCirrhoticregulation of gene silencing by miRNA25/463449/187236.57e-057.47e-0425
GO:006014711LiverCirrhoticregulation of posttranscriptional gene silencing26/463452/187237.35e-058.23e-0426
GO:006014811LiverCirrhoticpositive regulation of posttranscriptional gene silencing18/463431/187237.83e-058.61e-0418
GO:006096611LiverCirrhoticregulation of gene silencing by RNA26/463453/187231.11e-041.12e-0326
GO:00609681LiverCirrhoticregulation of gene silencing31/463481/187234.76e-032.50e-0231
GO:00601482LiverHCCpositive regulation of posttranscriptional gene silencing23/795831/187233.47e-042.42e-0323
GO:006096621LiverHCCregulation of gene silencing by RNA35/795853/187234.59e-043.04e-0335
GO:200063721LiverHCCpositive regulation of gene silencing by miRNA22/795830/187236.14e-043.82e-0322
GO:006014721LiverHCCregulation of posttranscriptional gene silencing34/795852/187237.24e-044.42e-0334
GO:006096411LiverHCCregulation of gene silencing by miRNA31/795849/187232.70e-031.29e-0231
GO:20006376Oral cavityOSCCpositive regulation of gene silencing by miRNA21/730530/187235.75e-043.30e-0321
GO:00601486Oral cavityOSCCpositive regulation of posttranscriptional gene silencing21/730531/187231.13e-035.75e-0321
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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
TIAL1SNVMissense_Mutationc.136N>Ap.Asp46Asnp.D46NQ01085protein_codingtolerated(0.16)probably_damaging(0.948)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TIAL1SNVMissense_Mutationc.746T>Gp.Met249Argp.M249RQ01085protein_codingtolerated(0.05)benign(0.044)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
TIAL1SNVMissense_Mutationc.91N>Gp.Gln31Glup.Q31EQ01085protein_codingdeleterious(0.03)possibly_damaging(0.8)TCGA-EW-A1PD-01Breastbreast invasive carcinomaMale<65I/IIChemotherapydocetaxelSD
TIAL1SNVMissense_Mutationrs866256086c.1001C>Tp.Pro334Leup.P334LQ01085protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TIAL1SNVMissense_Mutationc.227N>Cp.Arg76Thrp.R76TQ01085protein_codingtolerated(0.25)benign(0.015)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TIAL1SNVMissense_Mutationnovelc.1069N>Tp.Ala357Serp.A357SQ01085protein_codingtolerated(0.08)benign(0.114)TCGA-VS-A950-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TIAL1SNVMissense_Mutationnovelc.755N>Cp.Arg252Thrp.R252TQ01085protein_codingdeleterious(0)probably_damaging(0.98)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TIAL1SNVMissense_Mutationc.298N>Ap.Ala100Thrp.A100TQ01085protein_codingdeleterious(0)possibly_damaging(0.642)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TIAL1SNVMissense_Mutationc.448N>Ap.Ala150Thrp.A150TQ01085protein_codingtolerated(0.54)benign(0.003)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TIAL1SNVMissense_Mutationc.629N>Cp.Phe210Serp.F210SQ01085protein_codingtolerated(0.2)possibly_damaging(0.519)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=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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