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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TIMM44

Gene summary for TIMM44

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIMM44

Gene ID

10469

Gene nametranslocase of inner mitochondrial membrane 44
Gene AliasTIM44
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

O43615


Top

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
10469TIMM44LZE4THumanEsophagusESCC1.26e-081.85e-010.0811
10469TIMM44LZE7THumanEsophagusESCC3.67e-093.66e-010.0667
10469TIMM44LZE8THumanEsophagusESCC1.43e-041.38e-010.067
10469TIMM44LZE20THumanEsophagusESCC2.65e-044.68e-020.0662
10469TIMM44LZE22THumanEsophagusESCC8.88e-041.56e-010.068
10469TIMM44LZE24THumanEsophagusESCC2.24e-173.49e-010.0596
10469TIMM44LZE21THumanEsophagusESCC4.39e-052.70e-010.0655
10469TIMM44P1T-EHumanEsophagusESCC2.38e-093.36e-010.0875
10469TIMM44P2T-EHumanEsophagusESCC5.15e-161.76e-010.1177
10469TIMM44P4T-EHumanEsophagusESCC2.30e-163.59e-010.1323
10469TIMM44P5T-EHumanEsophagusESCC4.59e-163.48e-010.1327
10469TIMM44P8T-EHumanEsophagusESCC2.71e-172.98e-010.0889
10469TIMM44P9T-EHumanEsophagusESCC1.82e-204.31e-010.1131
10469TIMM44P10T-EHumanEsophagusESCC5.43e-275.40e-010.116
10469TIMM44P11T-EHumanEsophagusESCC1.50e-153.33e-010.1426
10469TIMM44P12T-EHumanEsophagusESCC1.67e-223.89e-010.1122
10469TIMM44P15T-EHumanEsophagusESCC1.56e-183.53e-010.1149
10469TIMM44P16T-EHumanEsophagusESCC4.13e-181.49e-010.1153
10469TIMM44P17T-EHumanEsophagusESCC2.08e-104.01e-010.1278
10469TIMM44P19T-EHumanEsophagusESCC2.09e-045.78e-010.1662
Page: 1 2 3 4 5 6 7 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
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
GO:00705857LiverCirrhoticprotein localization to mitochondrion65/4634125/187234.91e-112.77e-0965
GO:00726557LiverCirrhoticestablishment of protein localization to mitochondrion63/4634120/187235.70e-113.19e-0963
GO:00066267LiverCirrhoticprotein targeting to mitochondrion53/4634100/187231.19e-095.27e-0853
GO:00718063LiverCirrhoticprotein transmembrane transport31/463459/187234.10e-066.90e-0531
GO:00170387LiverCirrhoticprotein import77/4634206/187233.56e-054.32e-0477
Page: 1 2 3 4 5 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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
TIMM44SMCEsophagusESCCSLC7A5,CLDN1,DSP, etc.3.40e-02The 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.
∗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.
Page: 1 

Top

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
TIMM44SNVMissense_Mutationnovelc.1324N>Ap.Asp442Asnp.D442NO43615protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
TIMM44SNVMissense_Mutationc.543N>Tp.Gln181Hisp.Q181HO43615protein_codingdeleterious(0.05)benign(0.106)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TIMM44SNVMissense_Mutationnovelc.890C>Tp.Ser297Leup.S297LO43615protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TIMM44SNVMissense_Mutationrs143337629c.1307N>Tp.Ala436Valp.A436VO43615protein_codingtolerated(0.12)benign(0.305)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TIMM44SNVMissense_Mutationc.783N>Ap.Met261Ilep.M261IO43615protein_codingtolerated(0.24)benign(0.269)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TIMM44SNVMissense_Mutationrs764491703c.605G>Ap.Arg202Glnp.R202QO43615protein_codingtolerated(0.23)benign(0.048)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TIMM44SNVMissense_Mutationnovelc.303N>Tp.Arg101Serp.R101SO43615protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TIMM44SNVMissense_Mutationrs774365744c.622N>Tp.Arg208Trpp.R208WO43615protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
TIMM44deletionFrame_Shift_Delc.249delAp.Lys83AsnfsTer9p.K83Nfs*9O43615protein_codingTCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TIMM44deletionFrame_Shift_Delc.249delNp.Lys83AsnfsTer9p.K83Nfs*9O43615protein_codingTCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
Page: 1