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: LAMTOR4

Gene summary for LAMTOR4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LAMTOR4

Gene ID

389541

Gene namelate endosomal/lysosomal adaptor, MAPK and MTOR activator 4
Gene AliasC7orf59
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

Q0VGL1


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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
389541LAMTOR4HTA11_2992_2000001011HumanColorectumSER3.91e-065.01e-01-0.1706
389541LAMTOR4HTA11_5212_2000001011HumanColorectumAD1.66e-025.33e-01-0.2061
389541LAMTOR4HTA11_546_2000001011HumanColorectumAD4.03e-044.42e-01-0.0842
389541LAMTOR4HTA11_10623_2000001011HumanColorectumAD4.98e-025.29e-01-0.0177
389541LAMTOR4HTA11_6801_2000001011HumanColorectumSER3.65e-024.62e-010.0171
389541LAMTOR4HTA11_10711_2000001011HumanColorectumAD2.77e-033.66e-010.0338
389541LAMTOR4HTA11_7696_3000711011HumanColorectumAD4.92e-053.25e-010.0674
389541LAMTOR4HTA11_99999965104_69814HumanColorectumMSS1.85e-032.81e-010.281
389541LAMTOR4HTA11_99999971662_82457HumanColorectumMSS7.55e-063.25e-010.3859
389541LAMTOR4HTA11_99999974143_84620HumanColorectumMSS9.98e-073.28e-010.3005
389541LAMTOR4AEH-subject1HumanEndometriumAEH1.05e-09-3.93e-01-0.3059
389541LAMTOR4AEH-subject2HumanEndometriumAEH2.47e-15-4.00e-01-0.2525
389541LAMTOR4AEH-subject3HumanEndometriumAEH5.53e-14-2.98e-01-0.2576
389541LAMTOR4AEH-subject4HumanEndometriumAEH1.96e-19-4.89e-01-0.2657
389541LAMTOR4AEH-subject5HumanEndometriumAEH1.22e-12-4.27e-01-0.2953
389541LAMTOR4EEC-subject1HumanEndometriumEEC4.45e-27-4.86e-01-0.2682
389541LAMTOR4EEC-subject2HumanEndometriumEEC7.13e-12-3.97e-01-0.2607
389541LAMTOR4EEC-subject3HumanEndometriumEEC1.61e-59-5.48e-01-0.2525
389541LAMTOR4EEC-subject4HumanEndometriumEEC1.71e-08-2.09e-01-0.2571
389541LAMTOR4EEC-subject5HumanEndometriumEEC1.50e-09-2.88e-01-0.249
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00325359CervixCCregulation of cellular component size76/2311383/187231.66e-053.21e-0476
GO:00726655CervixCCprotein localization to vacuole20/231167/187231.12e-041.40e-0320
GO:00011016CervixCCresponse to acid chemical31/2311135/187234.16e-044.22e-0331
GO:00712292CervixCCcellular response to acid chemical20/231180/187231.40e-031.10e-0220
GO:00712301CervixCCcellular response to amino acid stimulus18/231171/187232.01e-031.47e-0218
GO:00614623CervixCCprotein localization to lysosome13/231146/187232.95e-031.94e-0213
GO:00432004CervixCCresponse to amino acid25/2311116/187233.59e-032.30e-0225
GO:003253515CervixHSIL_HPVregulation of cellular component size27/737383/187232.63e-032.54e-0227
GO:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:0072665ColorectumADprotein localization to vacuole27/391867/187232.40e-043.04e-0327
GO:0008361ColorectumADregulation of cell size56/3918181/187239.61e-049.07e-0356
GO:0061462ColorectumADprotein localization to lysosome19/391846/187231.36e-031.19e-0219
GO:00325351ColorectumSERregulation of cellular component size115/2897383/187233.04e-131.10e-10115
GO:00726651ColorectumSERprotein localization to vacuole19/289767/187235.14e-033.93e-0219
GO:00325352ColorectumMSSregulation of cellular component size127/3467383/187233.44e-125.79e-10127
GO:00726652ColorectumMSSprotein localization to vacuole23/346767/187231.51e-031.39e-0223
GO:00083611ColorectumMSSregulation of cell size50/3467181/187231.65e-031.49e-0250
GO:0031929ColorectumMSSTOR signaling35/3467126/187236.91e-034.44e-0235
GO:003253510EndometriumAEHregulation of cellular component size78/2100383/187231.10e-075.29e-0678
GO:00083616EndometriumAEHregulation of cell size38/2100181/187239.69e-051.40e-0338
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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
LAMTOR4SNVMissense_Mutationc.49N>Cp.Gly17Argp.G17RQ0VGL1protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
LAMTOR4SNVMissense_Mutationnovelc.194N>Ap.Arg65Hisp.R65HQ0VGL1protein_codingtolerated(0.06)benign(0.067)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
LAMTOR4SNVMissense_Mutationnovelc.287N>Tp.Pro96Leup.P96LQ0VGL1protein_codingtolerated(0.06)probably_damaging(0.998)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
LAMTOR4SNVMissense_Mutationc.76N>Tp.Val26Leup.V26LQ0VGL1protein_codingdeleterious(0.03)benign(0.269)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LAMTOR4SNVMissense_Mutationnovelc.203N>Gp.Val68Glyp.V68GQ0VGL1protein_codingdeleterious(0.01)benign(0.022)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LAMTOR4SNVMissense_Mutationc.248N>Tp.Arg83Metp.R83MQ0VGL1protein_codingdeleterious(0)benign(0.416)TCGA-D1-A103-01Endometriumuterine 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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