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: TMBIM6

Gene summary for TMBIM6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMBIM6

Gene ID

7009

Gene nametransmembrane BAX inhibitor motif containing 6
Gene AliasBAXI1
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P55061


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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
7009TMBIM6GSM4909280HumanBreastPrecancer1.29e-07-8.90e-010.0305
7009TMBIM6GSM4909281HumanBreastIDC1.53e-06-2.34e-010.21
7009TMBIM6GSM4909282HumanBreastIDC9.95e-20-4.93e-01-0.0288
7009TMBIM6GSM4909285HumanBreastIDC3.54e-06-1.27e-010.21
7009TMBIM6GSM4909286HumanBreastIDC5.55e-33-5.97e-010.1081
7009TMBIM6GSM4909287HumanBreastIDC5.22e-19-6.25e-010.2057
7009TMBIM6GSM4909288HumanBreastIDC1.89e-03-4.27e-010.0988
7009TMBIM6GSM4909290HumanBreastIDC5.50e-04-3.51e-010.2096
7009TMBIM6GSM4909293HumanBreastIDC4.77e-05-1.58e-010.1581
7009TMBIM6GSM4909294HumanBreastIDC3.54e-20-5.40e-010.2022
7009TMBIM6GSM4909295HumanBreastIDC1.88e-05-4.91e-010.0898
7009TMBIM6GSM4909296HumanBreastIDC1.65e-12-3.53e-010.1524
7009TMBIM6GSM4909297HumanBreastIDC3.15e-21-5.33e-010.1517
7009TMBIM6GSM4909298HumanBreastIDC6.27e-03-6.25e-020.1551
7009TMBIM6GSM4909299HumanBreastIDC2.09e-02-2.49e-010.035
7009TMBIM6GSM4909305HumanBreastIDC3.74e-02-2.64e-010.0436
7009TMBIM6GSM4909307HumanBreastIDC5.44e-04-3.25e-010.1569
7009TMBIM6GSM4909308HumanBreastIDC1.71e-02-1.51e-010.158
7009TMBIM6GSM4909309HumanBreastIDC1.07e-02-2.46e-010.0483
7009TMBIM6GSM4909311HumanBreastIDC1.02e-44-5.39e-010.1534
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00704825StomachSIMresponse to oxygen levels28/708347/187231.45e-043.25e-0328
GO:19058975StomachSIMregulation of response to endoplasmic reticulum stress11/70882/187232.54e-044.96e-0311
GO:00026835StomachSIMnegative regulation of immune system process32/708434/187232.63e-045.10e-0332
GO:003311951StomachSIMnegative regulation of RNA splicing6/70825/187232.74e-045.21e-036
GO:004348451StomachSIMregulation of RNA splicing15/708148/187234.97e-048.08e-0315
GO:00011012StomachSIMresponse to acid chemical14/708135/187236.01e-049.14e-0314
GO:00362944StomachSIMcellular response to decreased oxygen levels14/708161/187233.24e-033.08e-0214
GO:00511004StomachSIMnegative regulation of binding14/708162/187233.43e-033.23e-0214
GO:00432001StomachSIMresponse to amino acid11/708116/187234.50e-033.94e-0211
GO:19022365StomachSIMnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway4/70820/187236.06e-034.83e-024
GO:004348430ThyroidHTregulation of RNA splicing46/1272148/187234.82e-196.71e-1646
GO:000838028ThyroidHTRNA splicing84/1272434/187231.23e-181.14e-1584
GO:200123330ThyroidHTregulation of apoptotic signaling pathway63/1272356/187231.87e-124.01e-1063
GO:000698627ThyroidHTresponse to unfolded protein34/1272137/187232.36e-113.75e-0934
GO:200124230ThyroidHTregulation of intrinsic apoptotic signaling pathway37/1272164/187236.39e-119.11e-0937
GO:009719330ThyroidHTintrinsic apoptotic signaling pathway52/1272288/187237.65e-111.06e-0852
GO:003596627ThyroidHTresponse to topologically incorrect protein35/1272159/187234.27e-104.95e-0835
GO:005109828ThyroidHTregulation of binding56/1272363/187236.41e-095.75e-0756
GO:004361828ThyroidHTregulation of transcription from RNA polymerase II promoter in response to stress16/127247/187233.77e-082.65e-0616
GO:004362029ThyroidHTregulation of DNA-templated transcription in response to stress17/127253/187233.90e-082.65e-0617
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0513019BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0513024BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0513034BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0513043BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
hsa0513053BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
hsa0513020CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa05130110CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa0513044CervixN_HPVPathogenic Escherichia coli infection25/349197/84654.71e-078.00e-066.25e-0625
hsa0513054CervixN_HPVPathogenic Escherichia coli infection25/349197/84654.71e-078.00e-066.25e-0625
hsa05130ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa051301ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa051302ColorectumSERPathogenic Escherichia coli infection60/1580197/84653.63e-054.31e-043.13e-0460
hsa051303ColorectumSERPathogenic Escherichia coli infection60/1580197/84653.63e-054.31e-043.13e-0460
hsa051304ColorectumMSSPathogenic Escherichia coli infection73/1875197/84651.10e-061.48e-059.06e-0673
hsa051305ColorectumMSSPathogenic Escherichia coli infection73/1875197/84651.10e-061.48e-059.06e-0673
hsa051306ColorectumMSI-HPathogenic Escherichia coli infection31/797197/84652.90e-032.93e-022.46e-0231
hsa051307ColorectumMSI-HPathogenic Escherichia coli infection31/797197/84652.90e-032.93e-022.46e-0231
hsa051308ColorectumFAPPathogenic Escherichia coli infection62/1404197/84651.37e-073.08e-061.87e-0662
hsa051309ColorectumFAPPathogenic Escherichia coli infection62/1404197/84651.37e-073.08e-061.87e-0662
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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
TMBIM6SNVMissense_Mutationnovelc.104G>Tp.Arg35Leup.R35LP55061protein_codingtolerated_low_confidence(0.08)benign(0.001)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TMBIM6deletionFrame_Shift_Delnovelc.702delNp.Gly235AspfsTer36p.G235Dfs*36P55061protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TMBIM6SNVMissense_Mutationc.35N>Tp.Gln12Leup.Q12LP55061protein_codingdeleterious_low_confidence(0)benign(0)TCGA-AZ-5407-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMBIM6SNVMissense_Mutationc.728N>Ap.Val243Aspp.V243DP55061protein_codingdeleterious(0)probably_damaging(0.989)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMBIM6SNVMissense_Mutationc.185T>Cp.Phe62Serp.F62SP55061protein_codingdeleterious(0)possibly_damaging(0.677)TCGA-D5-7000-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMBIM6SNVMissense_Mutationnovelc.675N>Gp.Ile225Metp.I225MP55061protein_codingtolerated(0.23)benign(0.012)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMBIM6SNVMissense_Mutationnovelc.497N>Ap.Ala166Aspp.A166DP55061protein_codingtolerated(0.53)benign(0.007)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TMBIM6SNVMissense_Mutationc.521N>Tp.Thr174Ilep.T174IP55061protein_codingdeleterious(0)probably_damaging(0.992)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMBIM6insertionFrame_Shift_Insnovelc.731_732insAp.Asp246Terp.D246*P55061protein_codingTCGA-A5-A0R9-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMBIM6insertionNonsense_Mutationnovelc.732_733insGAAGGATAATGGGAAGGCp.Leu244_Phe245insGluGlyTerTrpGluGlyp.L244_F245insEG*WEGP55061protein_codingTCGA-A5-A0R9-01Endometriumuterine corpus endometrioid carcinomaFemale<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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