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: TIMM21

Gene summary for TIMM21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIMM21

Gene ID

29090

Gene nametranslocase of inner mitochondrial membrane 21
Gene AliasC18orf55
Cytomap18q22.3
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A8K1K8


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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
29090TIMM21LZE7THumanEsophagusESCC1.66e-034.24e-010.0667
29090TIMM21LZE24THumanEsophagusESCC2.54e-062.09e-010.0596
29090TIMM21P2T-EHumanEsophagusESCC1.95e-234.51e-010.1177
29090TIMM21P4T-EHumanEsophagusESCC6.74e-256.86e-010.1323
29090TIMM21P5T-EHumanEsophagusESCC1.41e-111.49e-010.1327
29090TIMM21P8T-EHumanEsophagusESCC9.96e-085.51e-020.0889
29090TIMM21P9T-EHumanEsophagusESCC1.04e-112.26e-010.1131
29090TIMM21P10T-EHumanEsophagusESCC2.86e-294.35e-010.116
29090TIMM21P11T-EHumanEsophagusESCC3.26e-113.71e-010.1426
29090TIMM21P12T-EHumanEsophagusESCC7.68e-304.96e-010.1122
29090TIMM21P15T-EHumanEsophagusESCC3.02e-112.69e-010.1149
29090TIMM21P16T-EHumanEsophagusESCC4.42e-223.62e-010.1153
29090TIMM21P17T-EHumanEsophagusESCC4.23e-031.71e-010.1278
29090TIMM21P20T-EHumanEsophagusESCC1.60e-112.59e-010.1124
29090TIMM21P21T-EHumanEsophagusESCC1.08e-264.21e-010.1617
29090TIMM21P22T-EHumanEsophagusESCC5.06e-284.15e-010.1236
29090TIMM21P23T-EHumanEsophagusESCC6.40e-215.16e-010.108
29090TIMM21P24T-EHumanEsophagusESCC2.83e-082.29e-010.1287
29090TIMM21P26T-EHumanEsophagusESCC3.96e-335.37e-010.1276
29090TIMM21P27T-EHumanEsophagusESCC1.83e-142.73e-010.1055
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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
∗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:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
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:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:0010257110EsophagusESCCNADH dehydrogenase complex assembly50/855257/187233.78e-111.24e-0950
GO:0032981110EsophagusESCCmitochondrial respiratory chain complex I assembly50/855257/187233.78e-111.24e-0950
GO:001700413EsophagusESCCcytochrome complex assembly34/855236/187235.08e-101.31e-0834
GO:00718069EsophagusESCCprotein transmembrane transport47/855259/187239.02e-081.51e-0647
GO:1990542110EsophagusESCCmitochondrial transmembrane transport72/8552102/187232.94e-074.23e-0672
GO:000853512EsophagusESCCrespiratory chain complex IV assembly24/855226/187236.87e-078.99e-0624
GO:003361712EsophagusESCCmitochondrial cytochrome c oxidase assembly21/855222/187238.75e-071.13e-0521
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:00331087LiverCirrhoticmitochondrial respiratory chain complex assembly64/463493/187233.85e-197.79e-1764
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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
TIMM21SNVMissense_Mutationc.172N>Ap.Leu58Ilep.L58IQ9BVV7protein_codingtolerated(0.11)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TIMM21SNVMissense_Mutationnovelc.176N>Cp.Gly59Alap.G59AQ9BVV7protein_codingtolerated(0.23)benign(0.015)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TIMM21SNVMissense_Mutationrs750523747c.236G>Ap.Gly79Aspp.G79DQ9BVV7protein_codingtolerated(0.41)benign(0)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
TIMM21insertionIn_Frame_Insnovelc.168_169insGATCAGAGCCTGTTAATTAAAp.Cys56_Ile57insAspGlnSerLeuLeuIleLysp.C56_I57insDQSLLIKQ9BVV7protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TIMM21SNVMissense_Mutationrs553191760c.523N>Tp.Arg175Trpp.R175WQ9BVV7protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TIMM21SNVMissense_Mutationc.424T>Gp.Tyr142Aspp.Y142DQ9BVV7protein_codingdeleterious(0)probably_damaging(0.989)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
TIMM21SNVMissense_Mutationrs776869928c.70C>Tp.Leu24Phep.L24FQ9BVV7protein_codingtolerated_low_confidence(0.57)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TIMM21SNVMissense_Mutationc.343N>Ap.Leu115Ilep.L115IQ9BVV7protein_codingtolerated(0.14)benign(0.195)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TIMM21SNVMissense_Mutationnovelc.43N>Ap.Leu15Metp.L15MQ9BVV7protein_codingtolerated_low_confidence(0.05)probably_damaging(0.997)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TIMM21SNVMissense_Mutationnovelc.256C>Ap.His86Asnp.H86NQ9BVV7protein_codingtolerated(0.14)benign(0.001)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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