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: TBRG4

Gene summary for TBRG4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBRG4

Gene ID

9238

Gene nametransforming growth factor beta regulator 4
Gene AliasCPR2
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0000959

UniProtAcc

B3KRS4


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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
9238TBRG4P47T-EHumanEsophagusESCC7.07e-242.39e-010.1067
9238TBRG4P48T-EHumanEsophagusESCC6.07e-294.72e-010.0959
9238TBRG4P49T-EHumanEsophagusESCC8.52e-121.06e+000.1768
9238TBRG4P52T-EHumanEsophagusESCC3.02e-419.00e-010.1555
9238TBRG4P54T-EHumanEsophagusESCC1.32e-205.20e-010.0975
9238TBRG4P56T-EHumanEsophagusESCC2.68e-091.04e+000.1613
9238TBRG4P57T-EHumanEsophagusESCC4.22e-152.47e-010.0926
9238TBRG4P61T-EHumanEsophagusESCC4.32e-174.06e-010.099
9238TBRG4P62T-EHumanEsophagusESCC8.99e-458.15e-010.1302
9238TBRG4P65T-EHumanEsophagusESCC1.12e-272.39e-010.0978
9238TBRG4P74T-EHumanEsophagusESCC1.87e-288.38e-010.1479
9238TBRG4P75T-EHumanEsophagusESCC1.79e-335.70e-010.1125
9238TBRG4P76T-EHumanEsophagusESCC3.14e-396.42e-010.1207
9238TBRG4P79T-EHumanEsophagusESCC1.09e-244.36e-010.1154
9238TBRG4P80T-EHumanEsophagusESCC9.03e-391.13e+000.155
9238TBRG4P82T-EHumanEsophagusESCC6.16e-217.11e-010.1072
9238TBRG4P83T-EHumanEsophagusESCC1.37e-641.91e+000.1738
9238TBRG4P84T-EHumanEsophagusESCC2.34e-023.67e-010.0933
9238TBRG4P89T-EHumanEsophagusESCC9.23e-221.44e+000.1752
9238TBRG4P91T-EHumanEsophagusESCC3.53e-171.50e+000.1828
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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:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:006101319EsophagusESCCregulation of mRNA catabolic process115/8552166/187235.90e-101.49e-08115
GO:004348719EsophagusESCCregulation of RNA stability117/8552170/187237.91e-101.94e-08117
GO:004348819EsophagusESCCregulation of mRNA stability109/8552158/187232.40e-095.35e-08109
GO:00009592EsophagusESCCmitochondrial RNA metabolic process39/855249/187231.20e-061.49e-0539
GO:00009631EsophagusESCCmitochondrial RNA processing19/855220/187233.83e-064.14e-0519
GO:190136111LiverCirrhoticorganic cyclic compound catabolic process213/4634495/187231.58e-193.67e-17213
GO:001943911LiverCirrhoticaromatic compound catabolic process202/4634467/187236.93e-191.28e-16202
GO:190331111LiverCirrhoticregulation of mRNA metabolic process140/4634288/187231.07e-181.91e-16140
GO:004427011LiverCirrhoticcellular nitrogen compound catabolic process195/4634451/187232.99e-184.94e-16195
GO:004670011LiverCirrhoticheterocycle catabolic process192/4634445/187237.17e-181.12e-15192
GO:003465511LiverCirrhoticnucleobase-containing compound catabolic process171/4634407/187239.07e-159.33e-13171
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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
TBRG4SNVMissense_Mutationnovelc.1607N>Ap.Pro536Hisp.P536HQ969Z0protein_codingdeleterious(0.01)probably_damaging(0.915)TCGA-AR-A2LN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
TBRG4SNVMissense_Mutationnovelc.533N>Gp.Lys178Argp.K178RQ969Z0protein_codingtolerated(1)benign(0.001)TCGA-BH-A42T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBRG4SNVMissense_Mutationrs143689271c.811C>Tp.Arg271Trpp.R271WQ969Z0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TBRG4insertionIn_Frame_Insnovelc.68_69insCACp.Met23delinsIleThrp.M23delinsITQ969Z0protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
TBRG4insertionFrame_Shift_Insnovelc.67_68insGAATTCAp.Met23ArgfsTer17p.M23Rfs*17Q969Z0protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
TBRG4insertionIn_Frame_Insnovelc.1570_1571insGTCp.Ala524delinsGlyProp.A524delinsGPQ969Z0protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TBRG4insertionNonsense_Mutationnovelc.1568_1569insGGCTTCCTGATAGTGGACGTGAGTACCTCTTGGGCAGGp.Asp523GlufsTer4p.D523Efs*4Q969Z0protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TBRG4deletionIn_Frame_Delc.606_659delGCTGCTGGCTGAGCTGCTCACACACCTGGAAAGGCGTTGGACAGAAATTGAAGAp.Glu202_Glu219delp.E202_E219delQ969Z0protein_codingTCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TBRG4SNVMissense_Mutationnovelc.337G>Cp.Glu113Glnp.E113QQ969Z0protein_codingtolerated(0.16)benign(0.08)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
TBRG4SNVMissense_Mutationc.776N>Ap.Arg259Glnp.R259QQ969Z0protein_codingtolerated(0.05)probably_damaging(0.974)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=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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