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: LMO3

Gene summary for LMO3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LMO3

Gene ID

55885

Gene nameLIM domain only 3
Gene AliasRBTN3
Cytomap12p12.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024RAT1


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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
55885LMO3TD9HumanLungIAC8.20e-054.54e-010.088
55885LMO3RNA-P10T2-P10T2-1HumanLungAAH3.68e-038.80e-01-0.1271
55885LMO3RNA-P10T2-P10T2-2HumanLungAAH1.70e-027.95e-01-0.1406
55885LMO3RNA-P17T-P17T-4HumanLungIAC4.29e-042.32e-010.343
55885LMO3RNA-P17T-P17T-6HumanLungIAC1.67e-05-8.39e-020.3385
55885LMO3RNA-P17T-P17T-8HumanLungIAC4.17e-04-2.61e-010.3329
55885LMO3RNA-P25T1-P25T1-1HumanLungAIS1.19e-177.66e-01-0.2116
55885LMO3RNA-P25T1-P25T1-2HumanLungAIS1.23e-078.63e-01-0.1941
55885LMO3RNA-P25T1-P25T1-3HumanLungAIS2.15e-129.61e-01-0.2107
55885LMO3RNA-P25T1-P25T1-4HumanLungAIS1.37e-138.57e-01-0.2119
55885LMO3RNA-P6T1-P6T1-2HumanLungMIAC5.92e-046.19e-01-0.0186
55885LMO3RNA-P6T2-P6T2-1HumanLungIAC4.42e-185.09e-01-0.0166
55885LMO3RNA-P6T2-P6T2-2HumanLungIAC4.40e-224.93e-01-0.0132
55885LMO3RNA-P6T2-P6T2-3HumanLungIAC1.57e-315.51e-01-0.013
55885LMO3RNA-P6T2-P6T2-4HumanLungIAC1.70e-224.86e-01-0.0121
55885LMO3RNA-P7T1-P7T1-1HumanLungAIS7.61e-076.86e-01-0.0961
55885LMO3RNA-P7T1-P7T1-2HumanLungAIS8.47e-148.24e-01-0.0876
55885LMO3RNA-P7T1-P7T1-3HumanLungAIS6.82e-067.84e-01-0.0822
55885LMO3RNA-P7T1-P7T1-4HumanLungAIS2.90e-096.98e-01-0.0809
55885LMO3male-WTAHumanThyroidPTC2.50e-697.86e-010.1037
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:00305227LungIACintracellular receptor signaling pathway59/2061265/187238.88e-088.50e-0659
GO:00485458LungIACresponse to steroid hormone69/2061339/187232.99e-072.34e-0569
GO:00713837LungIACcellular response to steroid hormone stimulus47/2061204/187236.27e-073.72e-0547
GO:00305186LungIACintracellular steroid hormone receptor signaling pathway30/2061116/187235.77e-062.18e-0430
GO:00434098LungIACnegative regulation of MAPK cascade40/2061180/187231.05e-053.30e-0440
GO:00434017LungIACsteroid hormone mediated signaling pathway31/2061136/187236.00e-051.31e-0331
GO:00331434LungIACregulation of intracellular steroid hormone receptor signaling pathway19/206174/187233.15e-044.98e-0319
GO:00456002LungIACpositive regulation of fat cell differentiation17/206166/187236.14e-048.46e-0317
GO:00454443LungIACfat cell differentiation42/2061229/187236.19e-048.50e-0342
GO:00097557LungIAChormone-mediated signaling pathway36/2061190/187237.95e-041.02e-0236
GO:0070373LungIACnegative regulation of ERK1 and ERK2 cascade18/206178/187231.72e-031.78e-0218
GO:003052213LungAISintracellular receptor signaling pathway53/1849265/187234.57e-073.55e-0553
GO:004340912LungAISnegative regulation of MAPK cascade39/1849180/187231.92e-061.12e-0439
GO:003051812LungAISintracellular steroid hormone receptor signaling pathway28/1849116/187236.14e-062.82e-0428
GO:007138313LungAIScellular response to steroid hormone stimulus41/1849204/187237.76e-063.35e-0441
GO:004854513LungAISresponse to steroid hormone59/1849339/187231.15e-054.65e-0459
GO:004340112LungAISsteroid hormone mediated signaling pathway28/1849136/187231.32e-042.97e-0328
GO:003314312LungAISregulation of intracellular steroid hormone receptor signaling pathway18/184974/187232.42e-044.78e-0318
GO:0070371LungAISERK1 and ERK2 cascade52/1849330/187234.80e-047.95e-0352
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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
LMO3SNVMissense_Mutationc.340C>Gp.Arg114Glyp.R114GQ8TAP4protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A1-A0SG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
LMO3SNVMissense_Mutationc.25A>Gp.Lys9Glup.K9EQ8TAP4protein_codingtolerated(0.1)benign(0.028)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LMO3SNVMissense_Mutationrs145877643c.452N>Tp.Thr151Metp.T151MQ8TAP4protein_codingtolerated(0.28)benign(0.066)TCGA-A6-A56B-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilPD
LMO3SNVMissense_Mutationnovelc.115N>Gp.Lys39Glup.K39EQ8TAP4protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LMO3SNVMissense_Mutationrs867223722c.137N>Ap.Arg46Hisp.R46HQ8TAP4protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AA-A01I-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LMO3SNVMissense_Mutationc.298G>Ap.Ala100Thrp.A100TQ8TAP4protein_codingtolerated(0.05)probably_damaging(0.952)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LMO3SNVMissense_Mutationc.136N>Tp.Arg46Cysp.R46CQ8TAP4protein_codingdeleterious(0.01)benign(0.219)TCGA-BS-A0TJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LMO3SNVMissense_Mutationnovelc.416N>Cp.Lys139Thrp.K139TQ8TAP4protein_codingdeleterious(0)probably_damaging(0.924)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LMO3SNVMissense_Mutationc.277N>Gp.Phe93Valp.F93VQ8TAP4protein_codingdeleterious(0.03)probably_damaging(0.979)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LMO3SNVMissense_Mutationrs145877643c.452C>Tp.Thr151Metp.T151MQ8TAP4protein_codingtolerated(0.28)benign(0.066)TCGA-EO-A22R-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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