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: TIMM50

Gene summary for TIMM50

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIMM50

Gene ID

92609

Gene nametranslocase of inner mitochondrial membrane 50
Gene AliasMGCA9
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0001836

UniProtAcc

A0A024R0M6


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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
92609TIMM50LZE4THumanEsophagusESCC6.44e-112.36e-010.0811
92609TIMM50LZE7THumanEsophagusESCC1.02e-117.33e-010.0667
92609TIMM50LZE8THumanEsophagusESCC4.09e-094.07e-010.067
92609TIMM50LZE24THumanEsophagusESCC2.50e-135.09e-010.0596
92609TIMM50LZE6THumanEsophagusESCC1.10e-095.03e-010.0845
92609TIMM50P1T-EHumanEsophagusESCC2.43e-179.39e-010.0875
92609TIMM50P2T-EHumanEsophagusESCC1.43e-386.41e-010.1177
92609TIMM50P4T-EHumanEsophagusESCC4.07e-398.79e-010.1323
92609TIMM50P5T-EHumanEsophagusESCC3.92e-408.57e-010.1327
92609TIMM50P8T-EHumanEsophagusESCC3.86e-551.07e+000.0889
92609TIMM50P9T-EHumanEsophagusESCC6.76e-196.03e-010.1131
92609TIMM50P10T-EHumanEsophagusESCC1.79e-591.04e+000.116
92609TIMM50P11T-EHumanEsophagusESCC1.00e-228.90e-010.1426
92609TIMM50P12T-EHumanEsophagusESCC1.11e-408.07e-010.1122
92609TIMM50P15T-EHumanEsophagusESCC1.49e-409.24e-010.1149
92609TIMM50P16T-EHumanEsophagusESCC9.04e-365.33e-010.1153
92609TIMM50P17T-EHumanEsophagusESCC2.71e-189.01e-010.1278
92609TIMM50P19T-EHumanEsophagusESCC4.92e-121.34e+000.1662
92609TIMM50P20T-EHumanEsophagusESCC1.03e-266.33e-010.1124
92609TIMM50P21T-EHumanEsophagusESCC4.47e-276.28e-010.1617
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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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:000700619EsophagusESCCmitochondrial membrane organization93/8552116/187232.16e-141.11e-1293
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:0008637110EsophagusESCCapoptotic mitochondrial changes83/8552107/187231.43e-115.08e-1083
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:000183619EsophagusESCCrelease of cytochrome c from mitochondria47/855259/187239.02e-081.51e-0647
GO:00718069EsophagusESCCprotein transmembrane transport47/855259/187239.02e-081.51e-0647
GO:1990542110EsophagusESCCmitochondrial transmembrane transport72/8552102/187232.94e-074.23e-0672
GO:00650026EsophagusESCCintracellular protein transmembrane transport40/855251/187231.76e-062.08e-0540
GO:00447433EsophagusESCCprotein transmembrane import into intracellular organelle29/855236/187231.91e-051.67e-0429
GO:00301503EsophagusESCCprotein import into mitochondrial matrix16/855220/187231.85e-038.40e-0316
GO:007259412LiverCirrhoticestablishment of protein localization to organelle189/4634422/187231.01e-192.45e-17189
GO:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
GO:00068397LiverCirrhoticmitochondrial transport112/4634254/187231.03e-116.66e-10112
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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
TIMM50SNVMissense_Mutationc.184N>Cp.Asp62Hisp.D62HQ3ZCQ8protein_codingdeleterious_low_confidence(0)benign(0.154)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
TIMM50SNVMissense_Mutationrs755137391c.1336N>Cp.Thr446Prop.T446PQ3ZCQ8protein_codingdeleterious(0)possibly_damaging(0.698)TCGA-D8-A1JM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone TherapydoxorubicineSD
TIMM50SNVMissense_Mutationrs755137391c.1336N>Cp.Thr446Prop.T446PQ3ZCQ8protein_codingdeleterious(0)possibly_damaging(0.698)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TIMM50SNVMissense_Mutationrs202166024c.1355N>Ap.Arg452Hisp.R452HQ3ZCQ8protein_codingdeleterious_low_confidence(0)probably_damaging(0.917)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TIMM50SNVMissense_Mutationc.584N>Gp.Asp195Glyp.D195GQ3ZCQ8protein_codingdeleterious(0.01)benign(0.203)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TIMM50SNVMissense_Mutationrs371263769c.1283N>Ap.Arg428Hisp.R428HQ3ZCQ8protein_codingdeleterious(0.02)probably_damaging(0.917)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TIMM50SNVMissense_Mutationc.1096N>Ap.Ala366Thrp.A366TQ3ZCQ8protein_codingtolerated(0.13)possibly_damaging(0.675)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TIMM50SNVMissense_Mutationrs746734633c.1282N>Tp.Arg428Cysp.R428CQ3ZCQ8protein_codingdeleterious(0)probably_damaging(0.917)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
TIMM50SNVMissense_Mutationrs780195132c.691N>Ap.Glu231Lysp.E231KQ3ZCQ8protein_codingdeleterious(0.05)benign(0.41)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TIMM50SNVMissense_Mutationc.901N>Ap.Gly301Serp.G301SQ3ZCQ8protein_codingtolerated(0.17)possibly_damaging(0.834)TCGA-AG-A002-01Colorectumrectum 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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