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: TOMM34

Gene summary for TOMM34

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOMM34

Gene ID

10953

Gene nametranslocase of outer mitochondrial membrane 34
Gene AliasHTOM34P
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q15785


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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
10953TOMM34HTA11_1391_2000001011HumanColorectumAD3.01e-053.60e-01-0.059
10953TOMM34HTA11_866_3004761011HumanColorectumAD5.93e-073.21e-010.096
10953TOMM34HTA11_99999970781_79442HumanColorectumMSS4.31e-032.30e-010.294
10953TOMM34HTA11_99999971662_82457HumanColorectumMSS1.35e-451.10e+000.3859
10953TOMM34HTA11_99999973899_84307HumanColorectumMSS7.60e-127.01e-010.2585
10953TOMM34HTA11_99999974143_84620HumanColorectumMSS2.46e-175.02e-010.3005
10953TOMM34LZE4THumanEsophagusESCC3.18e-041.84e-010.0811
10953TOMM34LZE24THumanEsophagusESCC6.98e-031.60e-010.0596
10953TOMM34LZE6THumanEsophagusESCC2.55e-031.75e-010.0845
10953TOMM34P1T-EHumanEsophagusESCC5.44e-032.07e-010.0875
10953TOMM34P2T-EHumanEsophagusESCC4.10e-214.14e-010.1177
10953TOMM34P4T-EHumanEsophagusESCC3.39e-154.59e-010.1323
10953TOMM34P5T-EHumanEsophagusESCC2.51e-142.62e-010.1327
10953TOMM34P8T-EHumanEsophagusESCC1.85e-143.23e-010.0889
10953TOMM34P9T-EHumanEsophagusESCC6.64e-131.66e-010.1131
10953TOMM34P10T-EHumanEsophagusESCC1.54e-254.72e-010.116
10953TOMM34P11T-EHumanEsophagusESCC3.93e-093.35e-010.1426
10953TOMM34P12T-EHumanEsophagusESCC5.25e-235.08e-010.1122
10953TOMM34P15T-EHumanEsophagusESCC9.60e-183.84e-010.1149
10953TOMM34P16T-EHumanEsophagusESCC6.44e-317.22e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0070585ColorectumADprotein localization to mitochondrion51/3918125/187233.40e-071.33e-0551
GO:0072655ColorectumADestablishment of protein localization to mitochondrion47/3918120/187233.76e-061.04e-0447
GO:0006626ColorectumADprotein targeting to mitochondrion37/3918100/187231.58e-042.20e-0337
GO:00725942ColorectumMSSestablishment of protein localization to organelle139/3467422/187235.75e-131.12e-10139
GO:00068392ColorectumMSSmitochondrial transport93/3467254/187236.14e-129.82e-1093
GO:00066052ColorectumMSSprotein targeting97/3467314/187236.76e-083.46e-0697
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:00066262ColorectumMSSprotein targeting to mitochondrion36/3467100/187232.65e-055.46e-0436
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:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
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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
TOMM34SNVMissense_Mutationc.148N>Ap.Glu50Lysp.E50KQ15785protein_codingdeleterious(0.03)benign(0.047)TCGA-B6-A0WZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TOMM34SNVMissense_Mutationnovelc.203N>Ap.Arg68Lysp.R68KQ15785protein_codingtolerated(0.08)benign(0.003)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
TOMM34SNVMissense_Mutationc.557N>Gp.Ser186Cysp.S186CQ15785protein_codingdeleterious(0.03)possibly_damaging(0.628)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TOMM34SNVMissense_Mutationc.415N>Cp.Glu139Glnp.E139QQ15785protein_codingtolerated(0.13)benign(0.003)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TOMM34SNVMissense_Mutationnovelc.502N>Ap.Glu168Lysp.E168KQ15785protein_codingtolerated(0.33)benign(0.001)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TOMM34SNVMissense_Mutationc.262N>Gp.Leu88Valp.L88VQ15785protein_codingdeleterious(0)benign(0.262)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TOMM34SNVMissense_Mutationrs756307089c.422N>Tp.Arg141Leup.R141LQ15785protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TOMM34SNVMissense_Mutationc.262N>Ap.Leu88Metp.L88MQ15785protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-3844-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapycapecitabinePD
TOMM34SNVMissense_Mutationc.897G>Tp.Lys299Asnp.K299NQ15785protein_codingtolerated(0.07)benign(0.012)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TOMM34SNVMissense_Mutationc.492N>Tp.Glu164Aspp.E164DQ15785protein_codingtolerated(0.45)benign(0)TCGA-AZ-4315-01Colorectumcolon 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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