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: LAMTOR1

Gene summary for LAMTOR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LAMTOR1

Gene ID

55004

Gene namelate endosomal/lysosomal adaptor, MAPK and MTOR activator 1
Gene AliasC11orf59
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q6IAA8


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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
55004LAMTOR1GSM4909282HumanBreastIDC2.28e-033.48e-01-0.0288
55004LAMTOR1GSM4909290HumanBreastIDC3.14e-145.39e-010.2096
55004LAMTOR1GSM4909294HumanBreastIDC8.16e-051.60e-010.2022
55004LAMTOR1GSM4909296HumanBreastIDC1.44e-182.46e-010.1524
55004LAMTOR1GSM4909297HumanBreastIDC2.24e-18-2.21e-010.1517
55004LAMTOR1GSM4909301HumanBreastIDC1.02e-027.06e-020.1577
55004LAMTOR1GSM4909304HumanBreastIDC1.24e-094.98e-010.1636
55004LAMTOR1GSM4909305HumanBreastIDC1.16e-032.90e-010.0436
55004LAMTOR1GSM4909307HumanBreastIDC4.22e-063.79e-010.1569
55004LAMTOR1GSM4909308HumanBreastIDC3.82e-245.68e-010.158
55004LAMTOR1GSM4909311HumanBreastIDC2.42e-35-2.77e-010.1534
55004LAMTOR1GSM4909312HumanBreastIDC7.15e-191.16e-010.1552
55004LAMTOR1GSM4909313HumanBreastIDC2.85e-052.46e-010.0391
55004LAMTOR1GSM4909316HumanBreastIDC2.46e-072.54e-010.21
55004LAMTOR1GSM4909319HumanBreastIDC7.76e-51-6.57e-020.1563
55004LAMTOR1GSM4909320HumanBreastIDC9.82e-081.28e-010.1575
55004LAMTOR1GSM4909321HumanBreastIDC3.59e-231.32e-010.1559
55004LAMTOR1brca2HumanBreastPrecancer3.20e-073.74e-01-0.024
55004LAMTOR1brca3HumanBreastPrecancer3.67e-022.72e-01-0.0263
55004LAMTOR1NCCBC11HumanBreastDCIS2.53e-062.98e-010.1232
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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
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:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:00550882LiverHCClipid homeostasis103/7958167/187234.27e-077.18e-06103
GO:003025821LiverHCClipid modification123/7958212/187233.50e-064.58e-05123
GO:00192162LiverHCCregulation of lipid metabolic process181/7958331/187234.58e-065.79e-05181
GO:00319291LiverHCCTOR signaling78/7958126/187238.49e-069.97e-0578
GO:004311221LiverHCCreceptor metabolic process96/7958166/187234.69e-054.50e-0496
GO:000110111LiverHCCresponse to acid chemical79/7958135/187231.24e-041.03e-0379
GO:0032006LiverHCCregulation of TOR signaling63/7958104/187231.50e-041.20e-0363
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:005509221LiverHCCsterol homeostasis59/795897/187232.06e-041.58e-0359
GO:00070401LiverHCClysosome organization47/795874/187232.13e-041.63e-0347
GO:00801711LiverHCClytic vacuole organization47/795874/187232.13e-041.63e-0347
GO:004263221LiverHCCcholesterol homeostasis58/795896/187232.99e-042.13e-0358
GO:004320011LiverHCCresponse to amino acid68/7958116/187233.31e-042.33e-0368
GO:0032008LiverHCCpositive regulation of TOR signaling31/795847/187239.90e-045.71e-0331
GO:000686921LiverHCClipid transport198/7958398/187231.92e-039.78e-03198
GO:00353761LiverHCCsterol import9/795810/187232.79e-031.31e-029
GO:00705081LiverHCCcholesterol import9/795810/187232.79e-031.31e-029
GO:00303012LiverHCCcholesterol transport65/7958117/187232.95e-031.38e-0265
GO:00159182LiverHCCsterol transport71/7958130/187233.49e-031.58e-0271
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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
LAMTOR1SNVMissense_Mutationc.24N>Cp.Glu8Aspp.E8DQ6IAA8protein_codingtolerated(0.53)benign(0)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
LAMTOR1SNVMissense_Mutationc.55N>Tp.Arg19Trpp.R19WQ6IAA8protein_codingtolerated(0.2)benign(0.047)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
LAMTOR1SNVMissense_Mutationrs761347517c.271N>Tp.Arg91Cysp.R91CQ6IAA8protein_codingtolerated(0.09)benign(0.018)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LAMTOR1insertionFrame_Shift_Insnovelc.86dupCp.Thr30TyrfsTer20p.T30Yfs*20Q6IAA8protein_codingTCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LAMTOR1SNVMissense_Mutationc.272N>Ap.Arg91Hisp.R91HQ6IAA8protein_codingtolerated(0.07)benign(0.018)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LAMTOR1SNVMissense_Mutationnovelc.98N>Cp.Leu33Prop.L33PQ6IAA8protein_codingtolerated(0.28)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LAMTOR1SNVMissense_Mutationrs370533903c.251N>Ap.Arg84Hisp.R84HQ6IAA8protein_codingdeleterious(0)probably_damaging(0.984)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LAMTOR1SNVMissense_Mutationrs564426310c.136N>Ap.Ala46Thrp.A46TQ6IAA8protein_codingtolerated(0.72)benign(0)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LAMTOR1SNVMissense_Mutationc.272N>Ap.Arg91Hisp.R91HQ6IAA8protein_codingtolerated(0.07)benign(0.018)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LAMTOR1SNVMissense_Mutationrs564426310c.136G>Ap.Ala46Thrp.A46TQ6IAA8protein_codingtolerated(0.72)benign(0)TCGA-EO-A22U-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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