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: TMBIM1

Gene summary for TMBIM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMBIM1

Gene ID

64114

Gene nametransmembrane BAX inhibitor motif containing 1
Gene AliasLFG3
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0001974

UniProtAcc

A0A024R472


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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
64114TMBIM1HTA11_3410_2000001011HumanColorectumAD2.60e-021.74e-010.0155
64114TMBIM1HTA11_2487_2000001011HumanColorectumSER2.91e-321.54e+00-0.1808
64114TMBIM1HTA11_1938_2000001011HumanColorectumAD1.44e-291.07e+00-0.0811
64114TMBIM1HTA11_78_2000001011HumanColorectumAD9.68e-156.37e-01-0.1088
64114TMBIM1HTA11_347_2000001011HumanColorectumAD1.92e-421.05e+00-0.1954
64114TMBIM1HTA11_411_2000001011HumanColorectumSER2.07e-162.20e+00-0.2602
64114TMBIM1HTA11_2112_2000001011HumanColorectumSER3.75e-181.69e+00-0.2196
64114TMBIM1HTA11_3361_2000001011HumanColorectumAD2.58e-096.51e-01-0.1207
64114TMBIM1HTA11_83_2000001011HumanColorectumSER2.74e-136.94e-01-0.1526
64114TMBIM1HTA11_696_2000001011HumanColorectumAD1.78e-308.14e-01-0.1464
64114TMBIM1HTA11_866_2000001011HumanColorectumAD9.90e-175.90e-01-0.1001
64114TMBIM1HTA11_1391_2000001011HumanColorectumAD9.03e-219.70e-01-0.059
64114TMBIM1HTA11_2992_2000001011HumanColorectumSER3.15e-109.01e-01-0.1706
64114TMBIM1HTA11_5212_2000001011HumanColorectumAD9.61e-161.29e+00-0.2061
64114TMBIM1HTA11_5216_2000001011HumanColorectumSER5.05e-045.60e-01-0.1462
64114TMBIM1HTA11_546_2000001011HumanColorectumAD2.23e-054.77e-01-0.0842
64114TMBIM1HTA11_866_3004761011HumanColorectumAD7.42e-073.45e-010.096
64114TMBIM1HTA11_8622_2000001021HumanColorectumSER1.36e-056.04e-010.0528
64114TMBIM1HTA11_7663_2000001011HumanColorectumSER3.15e-044.71e-010.0131
64114TMBIM1HTA11_10711_2000001011HumanColorectumAD2.92e-054.82e-010.0338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:19030777Oral cavityOSCCnegative regulation of protein localization to plasma membrane16/730524/187235.63e-032.17e-0216
GO:00487713Oral cavityOSCCtissue remodeling84/7305175/187239.39e-033.36e-0284
GO:19054764Oral cavityOSCCnegative regulation of protein localization to membrane19/730532/187231.56e-025.00e-0219
GO:2001233110Oral cavityLPregulation of apoptotic signaling pathway168/4623356/187231.35e-203.02e-18168
GO:2001234110Oral cavityLPnegative regulation of apoptotic signaling pathway102/4623224/187237.22e-125.58e-10102
GO:007265919Oral cavityLPprotein localization to plasma membrane119/4623284/187231.11e-106.44e-09119
GO:199077817Oral cavityLPprotein localization to cell periphery133/4623333/187234.42e-102.21e-08133
GO:0097191110Oral cavityLPextrinsic apoptotic signaling pathway91/4623219/187232.69e-089.80e-0791
GO:190547517Oral cavityLPregulation of protein localization to membrane74/4623175/187232.26e-076.81e-0674
GO:190307618Oral cavityLPregulation of protein localization to plasma membrane48/4623104/187231.51e-063.62e-0548
GO:190437517Oral cavityLPregulation of protein localization to cell periphery55/4623125/187231.77e-064.11e-0555
GO:2001236110Oral cavityLPregulation of extrinsic apoptotic signaling pathway63/4623151/187232.98e-066.47e-0563
GO:190382813Oral cavityLPnegative regulation of cellular protein localization49/4623117/187233.18e-054.89e-0449
GO:000862517Oral cavityLPextrinsic apoptotic signaling pathway via death domain receptors37/462382/187234.28e-056.15e-0437
GO:2001237110Oral cavityLPnegative regulation of extrinsic apoptotic signaling pathway38/462397/187231.11e-039.13e-0338
GO:190204116Oral cavityLPregulation of extrinsic apoptotic signaling pathway via death domain receptors21/462349/187234.00e-032.59e-0221
GO:190547612Oral cavityLPnegative regulation of protein localization to membrane15/462332/187235.23e-033.19e-0215
GO:190307712Oral cavityLPnegative regulation of protein localization to plasma membrane12/462324/187236.44e-033.78e-0212
GO:200123329SkincSCCregulation of apoptotic signaling pathway173/4864356/187232.25e-203.44e-18173
GO:200123429SkincSCCnegative regulation of apoptotic signaling pathway101/4864224/187234.17e-101.70e-08101
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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
TMBIM1SNVMissense_Mutationnovelc.792N>Ap.Phe264Leup.F264LQ969X1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
TMBIM1SNVMissense_Mutationnovelc.806N>Tp.Thr269Ilep.T269IQ969X1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMBIM1SNVMissense_Mutationc.523N>Gp.Met175Valp.M175VQ969X1protein_codingdeleterious(0)benign(0.217)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
TMBIM1insertionFrame_Shift_Insnovelc.803_804insTGTGGTGTp.Thr269ValfsTer41p.T269Vfs*41Q969X1protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMBIM1deletionFrame_Shift_Delnovelc.534delNp.Met178IlefsTer18p.M178Ifs*18Q969X1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TMBIM1SNVMissense_Mutationnovelc.260G>Cp.Gly87Alap.G87AQ969X1protein_codingtolerated(0.62)benign(0.012)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMBIM1SNVMissense_Mutationrs143173370c.929G>Ap.Arg310Hisp.R310HQ969X1protein_codingtolerated(0.06)benign(0.018)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMBIM1SNVMissense_Mutationnovelc.707T>Cp.Val236Alap.V236AQ969X1protein_codingdeleterious(0.05)benign(0.012)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TMBIM1SNVMissense_Mutationc.682A>Gp.Ile228Valp.I228VQ969X1protein_codingtolerated(0.38)benign(0.086)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMBIM1SNVMissense_Mutationnovelc.767N>Cp.Leu256Prop.L256PQ969X1protein_codingdeleterious(0)probably_damaging(0.969)TCGA-D5-6928-01Colorectumcolon 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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