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
389541LAMTOR4CA_HPV_1HumanCervixCC1.38e-08-2.33e-010.0264
389541LAMTOR4CA_HPV_3HumanCervixCC1.07e-039.05e-020.0414
389541LAMTOR4CCI_1HumanCervixCC1.28e-07-6.86e-010.528
389541LAMTOR4CCI_2HumanCervixCC3.01e-02-4.93e-010.5249
389541LAMTOR4CCI_3HumanCervixCC1.27e-10-7.04e-010.516
389541LAMTOR4CCII_1HumanCervixCC5.94e-28-8.74e-010.3249
389541LAMTOR4TumorHumanCervixCC1.60e-02-2.19e-010.1241
389541LAMTOR4sample3HumanCervixCC3.05e-09-2.51e-010.1387
389541LAMTOR4H2HumanCervixHSIL_HPV3.54e-09-4.20e-010.0632
389541LAMTOR4L1HumanCervixCC1.12e-12-2.95e-010.0802
389541LAMTOR4T1HumanCervixCC5.44e-04-3.71e-010.0918
389541LAMTOR4T3HumanCervixCC4.31e-10-2.71e-010.1389
389541LAMTOR4HTA11_3410_2000001011HumanColorectumAD7.95e-101.94e-010.0155
389541LAMTOR4HTA11_2487_2000001011HumanColorectumSER1.69e-054.68e-01-0.1808
389541LAMTOR4HTA11_347_2000001011HumanColorectumAD2.21e-196.59e-01-0.1954
389541LAMTOR4HTA11_411_2000001011HumanColorectumSER1.34e-028.38e-01-0.2602
389541LAMTOR4HTA11_3361_2000001011HumanColorectumAD1.62e-045.12e-01-0.1207
389541LAMTOR4HTA11_696_2000001011HumanColorectumAD5.64e-165.46e-01-0.1464
389541LAMTOR4HTA11_866_2000001011HumanColorectumAD2.97e-063.26e-01-0.1001
389541LAMTOR4HTA11_1391_2000001011HumanColorectumAD1.12e-075.33e-01-0.059
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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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