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: TGFB1I1

Gene summary for TGFB1I1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TGFB1I1

Gene ID

7041

Gene nametransforming growth factor beta 1 induced transcript 1
Gene AliasARA55
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0001837

UniProtAcc

O43294


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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
7041TGFB1I1LZE4THumanEsophagusESCC1.54e-061.41e-010.0811
7041TGFB1I1LZE8THumanEsophagusESCC2.91e-026.81e-020.067
7041TGFB1I1LZE24THumanEsophagusESCC2.84e-025.01e-020.0596
7041TGFB1I1P2T-EHumanEsophagusESCC1.57e-213.97e-010.1177
7041TGFB1I1P4T-EHumanEsophagusESCC1.50e-177.04e-010.1323
7041TGFB1I1P5T-EHumanEsophagusESCC5.36e-215.33e-010.1327
7041TGFB1I1P8T-EHumanEsophagusESCC1.81e-184.03e-010.0889
7041TGFB1I1P9T-EHumanEsophagusESCC2.87e-074.27e-010.1131
7041TGFB1I1P10T-EHumanEsophagusESCC1.81e-184.65e-010.116
7041TGFB1I1P11T-EHumanEsophagusESCC6.81e-181.03e+000.1426
7041TGFB1I1P12T-EHumanEsophagusESCC1.20e-511.01e+000.1122
7041TGFB1I1P16T-EHumanEsophagusESCC6.37e-468.82e-010.1153
7041TGFB1I1P17T-EHumanEsophagusESCC9.24e-035.80e-010.1278
7041TGFB1I1P19T-EHumanEsophagusESCC7.92e-101.66e+000.1662
7041TGFB1I1P21T-EHumanEsophagusESCC9.66e-378.31e-010.1617
7041TGFB1I1P22T-EHumanEsophagusESCC8.08e-285.33e-010.1236
7041TGFB1I1P23T-EHumanEsophagusESCC3.20e-095.02e-010.108
7041TGFB1I1P24T-EHumanEsophagusESCC3.28e-327.92e-010.1287
7041TGFB1I1P26T-EHumanEsophagusESCC2.21e-214.44e-010.1276
7041TGFB1I1P27T-EHumanEsophagusESCC6.99e-031.46e-010.1055
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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
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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:0009408110EsophagusESCCresponse to heat77/8552110/187232.01e-073.11e-0677
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:00715609EsophagusESCCcellular response to transforming growth factor beta stimulus151/8552250/187231.78e-062.10e-05151
GO:00107184EsophagusESCCpositive regulation of epithelial to mesenchymal transition40/855252/187234.25e-064.56e-0540
GO:00071799EsophagusESCCtransforming growth factor beta receptor signaling pathway121/8552198/187238.26e-068.03e-05121
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00018378EsophagusESCCepithelial to mesenchymal transition95/8552157/187231.25e-048.56e-0495
GO:000926619EsophagusESCCresponse to temperature stimulus106/8552178/187231.30e-048.84e-04106
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:00487628EsophagusESCCmesenchymal cell differentiation133/8552236/187235.94e-043.22e-03133
GO:00305115EsophagusESCCpositive regulation of transforming growth factor beta receptor signaling pathway24/855232/187237.22e-043.77e-0324
GO:19038465EsophagusESCCpositive regulation of cellular response to transforming growth factor beta stimulus24/855232/187237.22e-043.77e-0324
GO:00107174EsophagusESCCregulation of epithelial to mesenchymal transition61/855299/187231.01e-035.09e-0361
GO:00170156EsophagusESCCregulation of transforming growth factor beta receptor signaling pathway75/8552128/187232.19e-039.71e-0375
GO:19038447EsophagusESCCregulation of cellular response to transforming growth factor beta stimulus76/8552131/187232.96e-031.24e-0276
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
GO:00455984EsophagusESCCregulation of fat cell differentiation79/8552139/187235.23e-031.97e-0279
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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
TGFB1I1SNVMissense_Mutationc.960N>Gp.Phe320Leup.F320LO43294protein_codingtolerated(0.06)possibly_damaging(0.874)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TGFB1I1SNVMissense_Mutationnovelc.1232N>Tp.Pro411Leup.P411LO43294protein_codingdeleterious(0)probably_damaging(0.929)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
TGFB1I1SNVMissense_Mutationc.661N>Tp.Pro221Serp.P221SO43294protein_codingtolerated(0.51)benign(0.014)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TGFB1I1SNVMissense_Mutationrs199836545c.250G>Ap.Gly84Serp.G84SO43294protein_codingtolerated(0.72)benign(0.011)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
TGFB1I1SNVMissense_Mutationrs201803234c.185N>Tp.Thr62Metp.T62MO43294protein_codingtolerated(0.25)probably_damaging(0.98)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TGFB1I1SNVMissense_Mutationnovelc.802N>Ap.Glu268Lysp.E268KO43294protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TGFB1I1SNVMissense_Mutationnovelc.338C>Ap.Ser113Tyrp.S113YO43294protein_codingdeleterious(0.02)probably_damaging(0.979)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TGFB1I1SNVMissense_Mutationc.1182G>Tp.Glu394Aspp.E394DO43294protein_codingdeleterious(0.02)possibly_damaging(0.893)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TGFB1I1SNVMissense_Mutationrs753388681c.249N>Ap.Ser83Argp.S83RO43294protein_codingtolerated(0.06)possibly_damaging(0.632)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TGFB1I1SNVMissense_Mutationc.704T>Ap.Ile235Asnp.I235NO43294protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
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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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