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: LEMD3

Gene summary for LEMD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LEMD3

Gene ID

23592

Gene nameLEM domain containing 3
Gene AliasMAN1
Cytomap12q14.3
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9Y2U8


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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
23592LEMD3CCI_1HumanCervixCC6.92e-034.37e-010.528
23592LEMD3CCI_2HumanCervixCC8.55e-141.14e+000.5249
23592LEMD3CCI_3HumanCervixCC1.49e-065.76e-010.516
23592LEMD3LZE4THumanEsophagusESCC8.01e-078.56e-020.0811
23592LEMD3LZE7THumanEsophagusESCC2.16e-024.86e-020.0667
23592LEMD3LZE24THumanEsophagusESCC1.24e-167.91e-020.0596
23592LEMD3P1T-EHumanEsophagusESCC4.53e-031.84e-010.0875
23592LEMD3P2T-EHumanEsophagusESCC1.31e-336.61e-010.1177
23592LEMD3P4T-EHumanEsophagusESCC4.12e-151.57e-010.1323
23592LEMD3P5T-EHumanEsophagusESCC5.24e-135.67e-020.1327
23592LEMD3P8T-EHumanEsophagusESCC6.20e-262.24e-010.0889
23592LEMD3P9T-EHumanEsophagusESCC2.00e-05-1.80e-020.1131
23592LEMD3P10T-EHumanEsophagusESCC1.58e-141.72e-010.116
23592LEMD3P11T-EHumanEsophagusESCC1.30e-071.62e-010.1426
23592LEMD3P12T-EHumanEsophagusESCC6.43e-163.53e-010.1122
23592LEMD3P15T-EHumanEsophagusESCC8.24e-121.79e-010.1149
23592LEMD3P16T-EHumanEsophagusESCC2.55e-192.14e-010.1153
23592LEMD3P17T-EHumanEsophagusESCC7.20e-031.09e-020.1278
23592LEMD3P20T-EHumanEsophagusESCC2.67e-162.00e-010.1124
23592LEMD3P21T-EHumanEsophagusESCC1.69e-151.53e-010.1617
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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
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
∗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:00071786CervixCCtransmembrane receptor protein serine/threonine kinase signaling pathway67/2311355/187232.39e-042.67e-0367
GO:00715595CervixCCresponse to transforming growth factor beta50/2311256/187236.31e-045.91e-0350
GO:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
GO:00071795CervixCCtransforming growth factor beta receptor signaling pathway38/2311198/187233.62e-032.31e-0238
GO:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
GO:000699811EsophagusESCCnuclear envelope organization39/855247/187231.48e-072.35e-0639
GO:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:00715609EsophagusESCCcellular response to transforming growth factor beta stimulus151/8552250/187231.78e-062.10e-05151
GO:00071799EsophagusESCCtransforming growth factor beta receptor signaling pathway121/8552198/187238.26e-068.03e-05121
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:00170156EsophagusESCCregulation of transforming growth factor beta receptor signaling pathway75/8552128/187232.19e-039.71e-0375
GO:19038447EsophagusESCCregulation of cellular response to transforming growth factor beta stimulus76/8552131/187232.96e-031.24e-0276
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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
LEMD3SNVMissense_Mutationrs376532238c.2702N>Ap.Arg901Glnp.R901QQ9Y2U8protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.978)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LEMD3SNVMissense_Mutationc.1033N>Tp.Gly345Trpp.G345WQ9Y2U8protein_codingdeleterious_low_confidence(0)benign(0.012)TCGA-AR-A0TW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
LEMD3SNVMissense_Mutationnovelc.179N>Ap.Gly60Aspp.G60DQ9Y2U8protein_codingdeleterious(0.05)benign(0.199)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LEMD3SNVMissense_Mutationrs201280850c.2695N>Tp.Arg899Cysp.R899CQ9Y2U8protein_codingdeleterious_low_confidence(0)probably_damaging(0.928)TCGA-AA-3678-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
LEMD3SNVMissense_Mutationc.1252N>Ap.Ala418Thrp.A418TQ9Y2U8protein_codingtolerated(0.94)benign(0)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LEMD3SNVMissense_Mutationnovelc.1183N>Ap.Gly395Serp.G395SQ9Y2U8protein_codingtolerated(0.35)benign(0)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LEMD3SNVMissense_Mutationnovelc.134N>Cp.Lys45Thrp.K45TQ9Y2U8protein_codingdeleterious(0)possibly_damaging(0.874)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LEMD3SNVMissense_Mutationrs769674069c.2191N>Tp.Arg731Cysp.R731CQ9Y2U8protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LEMD3SNVMissense_Mutationc.2381N>Tp.Pro794Leup.P794LQ9Y2U8protein_codingdeleterious(0.02)benign(0.118)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LEMD3SNVMissense_Mutationc.1706N>Ap.Pro569Hisp.P569HQ9Y2U8protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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