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: LAMTOR3

Gene summary for LAMTOR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LAMTOR3

Gene ID

8649

Gene namelate endosomal/lysosomal adaptor, MAPK and MTOR activator 3
Gene AliasMAP2K1IP1
Cytomap4q23
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9UHA4


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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
8649LAMTOR3LZE2THumanEsophagusESCC2.48e-022.03e-010.082
8649LAMTOR3LZE4THumanEsophagusESCC1.01e-133.00e-010.0811
8649LAMTOR3LZE5THumanEsophagusESCC1.49e-022.03e-010.0514
8649LAMTOR3LZE7THumanEsophagusESCC2.64e-031.21e-010.0667
8649LAMTOR3LZE8THumanEsophagusESCC3.42e-122.36e-010.067
8649LAMTOR3LZE20THumanEsophagusESCC7.92e-061.08e-010.0662
8649LAMTOR3LZE22THumanEsophagusESCC8.03e-062.28e-010.068
8649LAMTOR3LZE24THumanEsophagusESCC1.65e-123.46e-010.0596
8649LAMTOR3LZE22D3HumanEsophagusHGIN4.09e-032.52e-010.0653
8649LAMTOR3LZE21THumanEsophagusESCC5.55e-064.12e-010.0655
8649LAMTOR3LZE6THumanEsophagusESCC2.87e-032.15e-010.0845
8649LAMTOR3P1T-EHumanEsophagusESCC3.60e-044.48e-010.0875
8649LAMTOR3P2T-EHumanEsophagusESCC6.68e-548.57e-010.1177
8649LAMTOR3P4T-EHumanEsophagusESCC1.02e-297.93e-010.1323
8649LAMTOR3P5T-EHumanEsophagusESCC1.64e-111.84e-010.1327
8649LAMTOR3P8T-EHumanEsophagusESCC1.40e-344.84e-010.0889
8649LAMTOR3P9T-EHumanEsophagusESCC6.13e-122.59e-010.1131
8649LAMTOR3P10T-EHumanEsophagusESCC1.26e-355.40e-010.116
8649LAMTOR3P11T-EHumanEsophagusESCC5.02e-145.74e-010.1426
8649LAMTOR3P12T-EHumanEsophagusESCC3.38e-416.89e-010.1122
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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:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00432007EsophagusESCCresponse to amino acid74/8552116/187236.23e-054.76e-0474
GO:000110110EsophagusESCCresponse to acid chemical84/8552135/187237.70e-055.74e-0484
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:00712305EsophagusESCCcellular response to amino acid stimulus48/855271/187231.55e-041.03e-0348
GO:00712296EsophagusESCCcellular response to acid chemical52/855280/187233.79e-042.20e-0352
GO:00320061EsophagusESCCregulation of TOR signaling63/8552104/187231.55e-037.29e-0363
GO:00320082EsophagusESCCpositive regulation of TOR signaling31/855247/187234.01e-031.62e-0231
GO:00011013LiverCirrhoticresponse to acid chemical52/4634135/187232.65e-042.36e-0352
GO:00432002LiverCirrhoticresponse to amino acid45/4634116/187235.54e-044.36e-0345
GO:0071229LiverCirrhoticcellular response to acid chemical31/463480/187233.83e-032.10e-0231
GO:00319292LiverCirrhoticTOR signaling44/4634126/187236.69e-033.30e-0244
GO:0071230LiverCirrhoticcellular response to amino acid stimulus27/463471/187238.90e-034.11e-0227
GO:00319291LiverHCCTOR signaling78/7958126/187238.49e-069.97e-0578
GO:000110111LiverHCCresponse to acid chemical79/7958135/187231.24e-041.03e-0379
GO:0032006LiverHCCregulation of TOR signaling63/7958104/187231.50e-041.20e-0363
GO:004320011LiverHCCresponse to amino acid68/7958116/187233.31e-042.33e-0368
GO:0032008LiverHCCpositive regulation of TOR signaling31/795847/187239.90e-045.71e-0331
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:00712291LiverHCCcellular response to acid chemical45/795880/187239.02e-033.48e-0245
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
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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
LAMTOR3SNVMissense_Mutationnovelc.253N>Tp.Arg85Cysp.R85CQ9UHA4protein_codingtolerated(0.11)possibly_damaging(0.797)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LAMTOR3SNVMissense_Mutationnovelc.131N>Ap.Ala44Aspp.A44DQ9UHA4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
LAMTOR3SNVMissense_Mutationnovelc.32A>Cp.Lys11Thrp.K11TQ9UHA4protein_codingtolerated(0.32)benign(0.279)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LAMTOR3SNVMissense_Mutationrs780467121c.137G>Ap.Arg46Glnp.R46QQ9UHA4protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LAMTOR3SNVMissense_Mutationc.167N>Tp.Ala56Valp.A56VQ9UHA4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D1-A17R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LAMTOR3SNVMissense_Mutationc.88N>Tp.Val30Leup.V30LQ9UHA4protein_codingdeleterious(0.01)benign(0.014)TCGA-CC-A3M9-01Liverliver hepatocellular carcinomaMale<65III/IVUnknownUnknownPD
LAMTOR3SNVMissense_Mutationc.112N>Cp.Asp38Hisp.D38HQ9UHA4protein_codingdeleterious(0)possibly_damaging(0.881)TCGA-86-8073-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
LAMTOR3SNVMissense_Mutationnovelc.85N>Ap.Gly29Argp.G29RQ9UHA4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BA-5558-01Oral cavityhead & neck squamous cell carcinomaMale>=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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