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: LAMTOR2

Gene summary for LAMTOR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LAMTOR2

Gene ID

28956

Gene namelate endosomal/lysosomal adaptor, MAPK and MTOR activator 2
Gene AliasENDAP
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9Y2Q5


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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
28956LAMTOR2GSM4909285HumanBreastIDC3.63e-215.14e-010.21
28956LAMTOR2GSM4909287HumanBreastIDC2.63e-063.96e-010.2057
28956LAMTOR2GSM4909291HumanBreastIDC1.40e-054.20e-010.1753
28956LAMTOR2GSM4909293HumanBreastIDC2.73e-114.16e-010.1581
28956LAMTOR2GSM4909294HumanBreastIDC3.19e-084.02e-010.2022
28956LAMTOR2GSM4909296HumanBreastIDC6.32e-123.49e-010.1524
28956LAMTOR2GSM4909297HumanBreastIDC1.49e-04-1.01e-010.1517
28956LAMTOR2GSM4909302HumanBreastIDC4.44e-094.07e-010.1545
28956LAMTOR2GSM4909304HumanBreastIDC2.94e-073.95e-010.1636
28956LAMTOR2GSM4909306HumanBreastIDC7.49e-124.96e-010.1564
28956LAMTOR2GSM4909307HumanBreastIDC5.07e-104.63e-010.1569
28956LAMTOR2GSM4909308HumanBreastIDC1.01e-286.53e-010.158
28956LAMTOR2GSM4909311HumanBreastIDC8.61e-262.63e-020.1534
28956LAMTOR2GSM4909312HumanBreastIDC3.57e-102.24e-010.1552
28956LAMTOR2GSM4909313HumanBreastIDC4.83e-031.70e-010.0391
28956LAMTOR2GSM4909315HumanBreastIDC8.04e-084.36e-010.21
28956LAMTOR2GSM4909316HumanBreastIDC1.56e-053.77e-010.21
28956LAMTOR2GSM4909317HumanBreastIDC2.69e-043.36e-010.1355
28956LAMTOR2GSM4909318HumanBreastIDC4.48e-075.21e-010.2031
28956LAMTOR2GSM4909319HumanBreastIDC5.04e-34-1.01e-010.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00016678BreastPrecancerameboidal-type cell migration47/1080475/187232.19e-043.35e-0347
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:00015587BreastPrecancerregulation of cell growth39/1080414/187231.81e-031.78e-0239
GO:00011015BreastPrecancerresponse to acid chemical16/1080135/187234.85e-033.67e-0216
GO:01501158BreastPrecancercell-substrate junction organization13/1080101/187235.30e-033.94e-0213
GO:01501168BreastPrecancerregulation of cell-substrate junction organization10/108071/187237.33e-034.88e-0210
GO:000166714BreastIDCameboidal-type cell migration64/1434475/187236.65e-062.05e-0464
GO:001604913BreastIDCcell growth56/1434482/187231.16e-031.26e-0256
GO:000155813BreastIDCregulation of cell growth49/1434414/187231.55e-031.55e-0249
GO:000110112BreastIDCresponse to acid chemical20/1434135/187233.28e-032.75e-0220
GO:00432003BreastIDCresponse to amino acid17/1434116/187237.13e-034.92e-0217
GO:000166723BreastDCISameboidal-type cell migration62/1390475/187239.60e-062.56e-0462
GO:001604923BreastDCIScell growth54/1390482/187231.60e-031.59e-0254
GO:000155822BreastDCISregulation of cell growth47/1390414/187232.39e-032.16e-0247
GO:000110121BreastDCISresponse to acid chemical19/1390135/187235.17e-033.81e-0219
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:01501159CervixCCcell-substrate junction organization37/2311101/187233.20e-104.46e-0837
GO:01501169CervixCCregulation of cell-substrate junction organization25/231171/187235.58e-072.06e-0525
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
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
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
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
LAMTOR2SNVMissense_Mutationc.46N>Gp.Thr16Alap.T16AQ9Y2Q5protein_codingdeleterious(0)possibly_damaging(0.449)TCGA-BH-A0B5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
LAMTOR2insertionNonsense_Mutationnovelc.297_298insAATAACATCACTCATTTGGACAACTGTTGGCAGATATGAAATTTCATp.Gly100AsnfsTer13p.G100Nfs*13Q9Y2Q5protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
LAMTOR2SNVMissense_Mutationc.177C>Gp.Asn59Lysp.N59KQ9Y2Q5protein_codingdeleterious(0.03)possibly_damaging(0.51)TCGA-CM-4747-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfluorouracilSD
LAMTOR2SNVMissense_Mutationc.97G>Tp.Ala33Serp.A33SQ9Y2Q5protein_codingdeleterious(0.03)benign(0.39)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
LAMTOR2SNVMissense_Mutationnovelc.215T>Cp.Ile72Thrp.I72TQ9Y2Q5protein_codingdeleterious(0.01)possibly_damaging(0.873)TCGA-AG-A014-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
LAMTOR2SNVMissense_Mutationnovelc.178G>Tp.Gly60Trpp.G60WQ9Y2Q5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-05-4396-01Lunglung adenocarcinomaMale>=65III/IVUnknownUnknownSD
LAMTOR2SNVMissense_Mutationc.298G>Tp.Gly100Cysp.G100CQ9Y2Q5protein_codingtolerated(0.06)benign(0.088)TCGA-86-8358-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
LAMTOR2SNVMissense_Mutationc.284C>Ap.Ala95Aspp.A95DQ9Y2Q5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-33-4583-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
LAMTOR2SNVMissense_Mutationc.152A>Cp.Asn51Thrp.N51TQ9Y2Q5protein_codingdeleterious(0)possibly_damaging(0.749)TCGA-66-2785-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
LAMTOR2insertionFrame_Shift_Insnovelc.308_309insAp.Met103IlefsTer37p.M103Ifs*37Q9Y2Q5protein_codingTCGA-66-2763-01Lunglung squamous cell 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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