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: TFB1M

Gene summary for TFB1M

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFB1M

Gene ID

51106

Gene nametranscription factor B1, mitochondrial
Gene AliasCGI-75
Cytomap6q25.3
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

E5KTM5


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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
51106TFB1MLZE4THumanEsophagusESCC8.22e-154.62e-010.0811
51106TFB1MLZE7THumanEsophagusESCC5.12e-052.97e-010.0667
51106TFB1MLZE8THumanEsophagusESCC2.85e-031.47e-010.067
51106TFB1MLZE22THumanEsophagusESCC4.06e-042.88e-010.068
51106TFB1MLZE24THumanEsophagusESCC1.78e-052.19e-010.0596
51106TFB1MLZE21THumanEsophagusESCC1.60e-044.29e-010.0655
51106TFB1MP2T-EHumanEsophagusESCC1.17e-173.16e-010.1177
51106TFB1MP4T-EHumanEsophagusESCC3.97e-194.12e-010.1323
51106TFB1MP5T-EHumanEsophagusESCC2.63e-132.94e-010.1327
51106TFB1MP8T-EHumanEsophagusESCC5.00e-091.93e-010.0889
51106TFB1MP9T-EHumanEsophagusESCC1.06e-072.01e-010.1131
51106TFB1MP10T-EHumanEsophagusESCC1.40e-163.53e-010.116
51106TFB1MP11T-EHumanEsophagusESCC8.02e-052.02e-010.1426
51106TFB1MP12T-EHumanEsophagusESCC7.07e-235.74e-010.1122
51106TFB1MP15T-EHumanEsophagusESCC5.94e-295.96e-010.1149
51106TFB1MP16T-EHumanEsophagusESCC2.23e-418.41e-010.1153
51106TFB1MP17T-EHumanEsophagusESCC1.77e-021.37e-010.1278
51106TFB1MP20T-EHumanEsophagusESCC2.20e-112.42e-010.1124
51106TFB1MP21T-EHumanEsophagusESCC2.75e-173.82e-010.1617
51106TFB1MP22T-EHumanEsophagusESCC9.60e-111.65e-010.1236
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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
∗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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00009592EsophagusESCCmitochondrial RNA metabolic process39/855249/187231.20e-061.49e-0539
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00015101EsophagusESCCRNA methylation58/855283/187236.87e-066.94e-0558
GO:0000154EsophagusESCCrRNA modification26/855237/187232.16e-039.62e-0326
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
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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
TFB1MSNVMissense_Mutationnovelc.522G>Cp.Leu174Phep.L174FQ8WVM0protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
TFB1MinsertionNonsense_Mutationnovelc.435_436insAAACCCTCCAGGGTAAGCAGGGGTGGTGCTTGAGCTGCAAAGGp.Val146LysfsTer11p.V146Kfs*11Q8WVM0protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TFB1MinsertionNonsense_Mutationnovelc.191_192insCATTCCAGAGATTTTGATTCCATAGTCTGGAGAAATCTGGAAp.Pro64_Gly65insIleProGluIleLeuIleProTerSerGlyGluIleTrpAsnp.P64_G65insIPEILIP*SGEIWNQ8WVM0protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TFB1MSNVMissense_Mutationnovelc.56N>Ap.Arg19Glnp.R19QQ8WVM0protein_codingtolerated(0.1)benign(0.217)TCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TFB1MSNVMissense_Mutationc.187G>Ap.Gly63Serp.G63SQ8WVM0protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4308-01Colorectumcolon adenocarcinomaFemale<65III/IVTargeted Molecular therapyavastinCR
TFB1MSNVMissense_Mutationrs149125723c.1021N>Ap.Ala341Thrp.A341TQ8WVM0protein_codingtolerated(0.57)benign(0)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
TFB1MSNVMissense_Mutationnovelc.430N>Cp.Phe144Leup.F144LQ8WVM0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TFB1MSNVMissense_Mutationrs201634865c.878G>Ap.Arg293Hisp.R293HQ8WVM0protein_codingtolerated(0.28)benign(0)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
TFB1MSNVMissense_Mutationnovelc.546N>Tp.Glu182Aspp.E182DQ8WVM0protein_codingdeleterious(0.02)possibly_damaging(0.631)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TFB1MSNVMissense_Mutationrs751725239c.812C>Tp.Ala271Valp.A271VQ8WVM0protein_codingtolerated(0.24)benign(0.105)TCGA-AX-A0J1-01Endometriumuterine 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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