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: TIMM22

Gene summary for TIMM22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIMM22

Gene ID

29928

Gene nametranslocase of inner mitochondrial membrane 22
Gene AliasCOXPD43
Cytomap17p13.3
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q9Y584


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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
29928TIMM22LZE4THumanEsophagusESCC6.75e-082.73e-010.0811
29928TIMM22LZE7THumanEsophagusESCC3.41e-143.81e-010.0667
29928TIMM22LZE8THumanEsophagusESCC2.95e-037.55e-020.067
29928TIMM22LZE22THumanEsophagusESCC2.05e-065.27e-010.068
29928TIMM22LZE24THumanEsophagusESCC9.25e-193.64e-010.0596
29928TIMM22LZE21THumanEsophagusESCC1.52e-021.97e-010.0655
29928TIMM22LZE6THumanEsophagusESCC8.10e-072.60e-010.0845
29928TIMM22P1T-EHumanEsophagusESCC2.11e-042.50e-010.0875
29928TIMM22P2T-EHumanEsophagusESCC1.24e-273.14e-010.1177
29928TIMM22P4T-EHumanEsophagusESCC6.11e-286.92e-010.1323
29928TIMM22P5T-EHumanEsophagusESCC1.58e-163.01e-010.1327
29928TIMM22P8T-EHumanEsophagusESCC5.58e-142.48e-010.0889
29928TIMM22P9T-EHumanEsophagusESCC7.47e-112.46e-010.1131
29928TIMM22P10T-EHumanEsophagusESCC8.07e-203.09e-010.116
29928TIMM22P11T-EHumanEsophagusESCC1.32e-143.09e-010.1426
29928TIMM22P12T-EHumanEsophagusESCC9.84e-194.23e-010.1122
29928TIMM22P15T-EHumanEsophagusESCC5.31e-222.56e-010.1149
29928TIMM22P16T-EHumanEsophagusESCC1.84e-234.30e-010.1153
29928TIMM22P17T-EHumanEsophagusESCC1.91e-083.21e-010.1278
29928TIMM22P19T-EHumanEsophagusESCC1.08e-048.19e-010.1662
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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
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:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
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:000700619EsophagusESCCmitochondrial membrane organization93/8552116/187232.16e-141.11e-1293
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:005120515EsophagusESCCprotein insertion into membrane46/855257/187235.90e-081.04e-0646
GO:00718069EsophagusESCCprotein transmembrane transport47/855259/187239.02e-081.51e-0647
GO:009015118EsophagusESCCestablishment of protein localization to mitochondrial membrane26/855230/187233.79e-064.12e-0526
GO:000700713EsophagusESCCinner mitochondrial membrane organization31/855238/187235.93e-066.10e-0531
GO:005120416EsophagusESCCprotein insertion into mitochondrial membrane21/855225/187239.12e-056.54e-0421
GO:00450393EsophagusESCCprotein insertion into mitochondrial inner membrane11/855212/187231.26e-036.06e-0311
GO:007259418Oral cavityOSCCestablishment of protein localization to organelle284/7305422/187231.50e-321.35e-29284
GO:000660520Oral cavityOSCCprotein targeting204/7305314/187236.78e-211.13e-18204
GO:000683918Oral cavityOSCCmitochondrial transport162/7305254/187238.96e-166.52e-14162
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:007058518Oral cavityOSCCprotein localization to mitochondrion91/7305125/187231.60e-149.27e-1391
GO:007265518Oral cavityOSCCestablishment of protein localization to mitochondrion88/7305120/187232.10e-141.19e-1288
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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
TIMM22SNVMissense_Mutationc.118N>Tp.Arg40Trpp.R40WQ9Y584protein_codingtolerated(0.17)benign(0)TCGA-BH-A0HN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TIMM22SNVMissense_Mutationnovelc.172G>Ap.Glu58Lysp.E58KQ9Y584protein_codingdeleterious(0.01)benign(0.409)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TIMM22SNVMissense_Mutationc.322N>Gp.Thr108Alap.T108AQ9Y584protein_codingtolerated(0.22)benign(0.044)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TIMM22SNVMissense_Mutationnovelc.128A>Cp.Glu43Alap.E43AQ9Y584protein_codingtolerated(0.74)benign(0.018)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TIMM22SNVMissense_Mutationnovelc.517N>Cp.Lys173Glnp.K173QQ9Y584protein_codingdeleterious(0.02)benign(0.071)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TIMM22SNVMissense_Mutationnovelc.467N>Gp.Val156Glyp.V156GQ9Y584protein_codingdeleterious(0.01)possibly_damaging(0.522)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TIMM22SNVMissense_Mutationrs142652142c.274N>Ap.Ala92Thrp.A92TQ9Y584protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
TIMM22SNVMissense_Mutationc.121N>Tp.Leu41Phep.L41FQ9Y584protein_codingdeleterious(0.05)benign(0.033)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
TIMM22SNVMissense_Mutationnovelc.305N>Ap.Pro102Hisp.P102HQ9Y584protein_codingdeleterious(0.01)probably_damaging(0.938)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TIMM22SNVMissense_Mutationrs372574724c.146N>Ap.Gly49Glup.G49EQ9Y584protein_codingtolerated(0.1)possibly_damaging(0.784)TCGA-AP-A1DK-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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