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: LAGE3

Gene summary for LAGE3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LAGE3

Gene ID

8270

Gene nameL antigen family member 3
Gene AliasCVG5
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q14657


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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
8270LAGE3GSM4909281HumanBreastIDC2.55e-053.48e-010.21
8270LAGE3GSM4909282HumanBreastIDC2.15e-591.03e+00-0.0288
8270LAGE3GSM4909285HumanBreastIDC2.36e-508.51e-010.21
8270LAGE3GSM4909287HumanBreastIDC4.84e-145.45e-010.2057
8270LAGE3GSM4909289HumanBreastIDC3.75e-035.29e-010.1064
8270LAGE3GSM4909290HumanBreastIDC2.55e-094.53e-010.2096
8270LAGE3GSM4909291HumanBreastIDC4.90e-135.82e-010.1753
8270LAGE3GSM4909293HumanBreastIDC7.18e-134.26e-010.1581
8270LAGE3GSM4909294HumanBreastIDC1.16e-074.00e-010.2022
8270LAGE3GSM4909295HumanBreastIDC1.68e-044.21e-010.0898
8270LAGE3GSM4909296HumanBreastIDC6.10e-226.03e-010.1524
8270LAGE3GSM4909298HumanBreastIDC5.52e-073.93e-010.1551
8270LAGE3GSM4909301HumanBreastIDC2.63e-074.43e-010.1577
8270LAGE3GSM4909302HumanBreastIDC3.18e-084.26e-010.1545
8270LAGE3GSM4909304HumanBreastIDC2.50e-407.81e-010.1636
8270LAGE3GSM4909306HumanBreastIDC4.82e-347.88e-010.1564
8270LAGE3GSM4909307HumanBreastIDC4.31e-074.08e-010.1569
8270LAGE3GSM4909308HumanBreastIDC4.91e-195.37e-010.158
8270LAGE3GSM4909309HumanBreastIDC9.14e-043.31e-010.0483
8270LAGE3GSM4909311HumanBreastIDC3.89e-194.96e-020.1534
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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
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:003447011BreastDCISncRNA processing44/1390395/187234.56e-033.49e-0244
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:003447014Oral cavityLPncRNA processing184/4623395/187231.20e-213.12e-19184
GO:003466011Oral cavityLPncRNA metabolic process205/4623485/187236.46e-181.09e-15205
GO:00080331Oral cavityLPtRNA processing44/4623127/187237.50e-034.15e-0244
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
LAGE3SNVMissense_Mutationrs142157546c.421G>Ap.Val141Ilep.V141IQ14657protein_codingtolerated(0.18)benign(0.041)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
LAGE3insertionFrame_Shift_Insnovelc.210_211insGTTCTTAAATGTTTGTTACTACAGAAAATAAAACTGCGCTACTATTCp.Thr71ValfsTer45p.T71Vfs*45Q14657protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
LAGE3SNVMissense_Mutationc.272N>Tp.Arg91Metp.R91MQ14657protein_codingtolerated(0.08)possibly_damaging(0.62)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
LAGE3SNVMissense_Mutationc.341N>Ap.Arg114Hisp.R114HQ14657protein_codingtolerated(0.16)benign(0.049)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LAGE3SNVMissense_Mutationc.224C>Tp.Ala75Valp.A75VQ14657protein_codingdeleterious(0.05)probably_damaging(0.994)TCGA-AG-3885-01Colorectumrectum adenocarcinomaFemale>=65III/IVAncillaryzoledronicSD
LAGE3SNVMissense_Mutationrs146248216c.350N>Ap.Arg117Glnp.R117QQ14657protein_codingtolerated(0.08)benign(0.223)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LAGE3SNVMissense_Mutationrs782404075c.319N>Tp.Arg107Cysp.R107CQ14657protein_codingtolerated(0.06)benign(0.25)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
LAGE3SNVMissense_Mutationrs146248216c.350N>Ap.Arg117Glnp.R117QQ14657protein_codingtolerated(0.08)benign(0.223)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LAGE3SNVMissense_Mutationnovelc.238G>Tp.Gly80Trpp.G80WQ14657protein_codingdeleterious(0)benign(0.173)TCGA-49-6761-01Lunglung adenocarcinomaFemale>=65III/IVUnknownUnknownSD
LAGE3SNVMissense_Mutationc.145N>Cp.Ala49Prop.A49PQ14657protein_codingtolerated(0.25)benign(0.026)TCGA-97-7547-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapyvinorelbinePD
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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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