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: TIMM23

Gene summary for TIMM23

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIMM23

Gene ID

100287932

Gene nametranslocase of inner mitochondrial membrane 23
Gene AliasTIM23
Cytomap10q11.22
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

O14925


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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
100287932TIMM23LZE2THumanEsophagusESCC3.43e-046.98e-010.082
100287932TIMM23LZE4THumanEsophagusESCC9.41e-112.28e-010.0811
100287932TIMM23LZE5THumanEsophagusESCC3.81e-043.67e-010.0514
100287932TIMM23LZE7THumanEsophagusESCC3.67e-073.40e-010.0667
100287932TIMM23LZE8THumanEsophagusESCC3.45e-084.07e-010.067
100287932TIMM23LZE20THumanEsophagusESCC3.89e-061.76e-010.0662
100287932TIMM23LZE24THumanEsophagusESCC8.33e-258.17e-010.0596
100287932TIMM23LZE21THumanEsophagusESCC2.92e-033.71e-010.0655
100287932TIMM23LZE6THumanEsophagusESCC1.42e-073.08e-010.0845
100287932TIMM23P1T-EHumanEsophagusESCC4.04e-044.61e-010.0875
100287932TIMM23P2T-EHumanEsophagusESCC4.64e-235.24e-010.1177
100287932TIMM23P4T-EHumanEsophagusESCC2.23e-341.10e+000.1323
100287932TIMM23P5T-EHumanEsophagusESCC2.27e-408.10e-010.1327
100287932TIMM23P8T-EHumanEsophagusESCC1.00e-245.97e-010.0889
100287932TIMM23P9T-EHumanEsophagusESCC1.10e-223.00e-010.1131
100287932TIMM23P10T-EHumanEsophagusESCC5.14e-234.45e-010.116
100287932TIMM23P11T-EHumanEsophagusESCC3.94e-158.64e-010.1426
100287932TIMM23P12T-EHumanEsophagusESCC8.11e-337.10e-010.1122
100287932TIMM23P15T-EHumanEsophagusESCC1.04e-287.43e-010.1149
100287932TIMM23P16T-EHumanEsophagusESCC1.32e-173.55e-010.1153
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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
∗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:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
GO:19905422ColorectumMSSmitochondrial transmembrane transport41/3467102/187232.70e-071.11e-0541
GO:00705852ColorectumMSSprotein localization to mitochondrion47/3467125/187233.98e-071.58e-0547
GO:00726552ColorectumMSSestablishment of protein localization to mitochondrion44/3467120/187232.03e-066.28e-0544
GO:00170382ColorectumMSSprotein import65/3467206/187234.28e-061.22e-0465
GO:00066262ColorectumMSSprotein targeting to mitochondrion36/3467100/187232.65e-055.46e-0436
GO:00718062ColorectumMSSprotein transmembrane transport20/346759/187233.53e-032.63e-0220
GO:0065002ColorectumMSSintracellular protein transmembrane transport17/346751/187238.28e-034.99e-0217
GO:00725944ColorectumFAPestablishment of protein localization to organelle96/2622422/187236.63e-073.20e-0596
GO:00066054ColorectumFAPprotein targeting74/2622314/187233.21e-061.17e-0474
GO:19905423ColorectumFAPmitochondrial transmembrane transport29/2622102/187231.09e-041.80e-0329
GO:00170384ColorectumFAPprotein import47/2622206/187234.10e-044.94e-0347
GO:00068394ColorectumFAPmitochondrial transport55/2622254/187235.58e-046.24e-0355
GO:00650021ColorectumFAPintracellular protein transmembrane transport14/262251/187238.70e-034.98e-0214
GO:00725945ColorectumCRCestablishment of protein localization to organelle74/2078422/187234.38e-051.05e-0374
GO:00066055ColorectumCRCprotein targeting54/2078314/187237.17e-049.28e-0354
GO:00170385ColorectumCRCprotein import38/2078206/187231.14e-031.31e-0238
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
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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
TIMM23SNVMissense_Mutationnovelc.82C>Tp.His28Tyrp.H28YO14925protein_codingdeleterious(0.03)benign(0.139)TCGA-C5-A2M2-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TIMM23SNVMissense_Mutationnovelc.335N>Tp.Arg112Ilep.R112IO14925protein_codingdeleterious(0)possibly_damaging(0.701)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TIMM23SNVMissense_Mutationnovelc.266N>Tp.Ala89Valp.A89VO14925protein_codingtolerated(0.07)benign(0.027)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TIMM23SNVMissense_Mutationnovelc.415A>Gp.Ser139Glyp.S139GO14925protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
TIMM23SNVMissense_Mutationnovelc.215G>Ap.Arg72Lysp.R72KO14925protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-AP-A0LE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TIMM23SNVMissense_Mutationnovelc.520N>Ap.Leu174Ilep.L174IO14925protein_codingtolerated(0.1)benign(0.084)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TIMM23SNVMissense_Mutationnovelc.113N>Tp.Gly38Valp.G38VO14925protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AX-A05T-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TIMM23SNVMissense_Mutationnovelc.338A>Tp.Asn113Ilep.N113IO14925protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TIMM23SNVMissense_Mutationnovelc.524N>Ap.Arg175Glnp.R175QO14925protein_codingtolerated(0.29)benign(0.009)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TIMM23SNVMissense_Mutationnovelc.260N>Ap.Gly87Glup.G87EO14925protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FA-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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