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: LMO4

Gene summary for LMO4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LMO4

Gene ID

8543

Gene nameLIM domain only 4
Gene AliasLMO4
Cytomap1p22.3
Gene Typeprotein-coding
GO ID

GO:0001708

UniProtAcc

P61968


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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
8543LMO4GSM4909285HumanBreastIDC1.33e-558.44e-010.21
8543LMO4GSM4909286HumanBreastIDC5.75e-082.63e-010.1081
8543LMO4GSM4909287HumanBreastIDC1.41e-225.85e-010.2057
8543LMO4GSM4909288HumanBreastIDC5.98e-063.29e-010.0988
8543LMO4GSM4909291HumanBreastIDC2.14e-17-5.51e-010.1753
8543LMO4GSM4909292HumanBreastIDC1.03e-02-5.51e-010.1236
8543LMO4GSM4909293HumanBreastIDC3.81e-083.16e-010.1581
8543LMO4GSM4909294HumanBreastIDC6.02e-122.92e-010.2022
8543LMO4GSM4909296HumanBreastIDC3.48e-13-2.73e-010.1524
8543LMO4GSM4909297HumanBreastIDC6.64e-25-4.98e-010.1517
8543LMO4GSM4909301HumanBreastIDC9.50e-16-4.68e-010.1577
8543LMO4GSM4909302HumanBreastIDC5.37e-09-4.12e-010.1545
8543LMO4GSM4909306HumanBreastIDC1.19e-03-3.58e-010.1564
8543LMO4GSM4909307HumanBreastIDC2.31e-16-4.75e-010.1569
8543LMO4GSM4909308HumanBreastIDC2.40e-20-5.20e-010.158
8543LMO4GSM4909309HumanBreastIDC3.21e-06-3.88e-010.0483
8543LMO4GSM4909311HumanBreastIDC2.75e-25-4.98e-010.1534
8543LMO4GSM4909312HumanBreastIDC8.81e-15-3.72e-010.1552
8543LMO4GSM4909313HumanBreastIDC3.26e-02-3.06e-010.0391
8543LMO4GSM4909315HumanBreastIDC6.38e-265.80e-010.21
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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
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:00432549BreastPrecancerregulation of protein-containing complex assembly50/1080428/187231.63e-065.97e-0550
GO:00487329BreastPrecancergland development49/1080436/187236.11e-061.73e-0449
GO:00351486BreastPrecancertube formation19/1080148/187238.79e-041.01e-0219
GO:0048538BreastPrecancerthymus development9/108045/187239.22e-041.05e-029
GO:00313338BreastPrecancernegative regulation of protein-containing complex assembly18/1080141/187231.27e-031.35e-0218
GO:00336749BreastPrecancerpositive regulation of kinase activity42/1080467/187232.94e-032.54e-0242
GO:00018386BreastPrecancerembryonic epithelial tube formation15/1080121/187234.12e-033.24e-0215
GO:00605625BreastPrecancerepithelial tube morphogenesis31/1080325/187234.21e-033.31e-0231
GO:004873214BreastIDCgland development64/1434436/187233.47e-071.74e-0564
GO:004325414BreastIDCregulation of protein-containing complex assembly61/1434428/187231.77e-067.31e-0561
GO:006056212BreastIDCepithelial tube morphogenesis44/1434325/187231.58e-042.73e-0344
GO:003514812BreastIDCtube formation23/1434148/187238.79e-041.02e-0223
GO:003133313BreastIDCnegative regulation of protein-containing complex assembly22/1434141/187231.07e-031.17e-0222
GO:00485381BreastIDCthymus development10/143445/187231.80e-031.74e-0210
GO:000183812BreastIDCembryonic epithelial tube formation19/1434121/187232.10e-031.97e-0219
GO:00721756BreastIDCepithelial tube formation19/1434132/187235.63e-034.08e-0219
GO:004325424BreastDCISregulation of protein-containing complex assembly61/1390428/187236.32e-072.71e-0561
GO:004873223BreastDCISgland development60/1390436/187232.50e-068.74e-0560
GO:006056221BreastDCISepithelial tube morphogenesis41/1390325/187235.98e-047.60e-0341
GO:003133322BreastDCISnegative regulation of protein-containing complex assembly22/1390141/187237.08e-048.51e-0322
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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
LMO4SNVMissense_Mutationc.445N>Tp.His149Tyrp.H149YP61968protein_codingdeleterious(0.01)benign(0.284)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LMO4SNVMissense_Mutationrs754509420c.371N>Tp.Pro124Leup.P124LP61968protein_codingtolerated(0.25)probably_damaging(0.987)TCGA-BH-A0E9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
LMO4SNVMissense_Mutationc.308N>Tp.Ala103Valp.A103VP61968protein_codingtolerated(0.06)benign(0.113)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LMO4SNVMissense_Mutationrs771825798c.287N>Tp.Ala96Valp.A96VP61968protein_codingdeleterious(0.03)probably_damaging(0.962)TCGA-F4-6808-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LMO4SNVMissense_Mutationnovelc.380N>Ap.Arg127Glnp.R127QP61968protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LMO4SNVMissense_Mutationc.229T>Cp.Tyr77Hisp.Y77HP61968protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LMO4SNVMissense_Mutationc.379N>Tp.Arg127Trpp.R127WP61968protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
LMO4SNVMissense_Mutationnovelc.395N>Gp.Asn132Serp.N132SP61968protein_codingtolerated(0.15)benign(0.075)TCGA-E6-A2P8-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownPD
LMO4SNVMissense_Mutationnovelc.362N>Ap.Arg121Hisp.R121HP61968protein_codingdeleterious(0.04)possibly_damaging(0.667)TCGA-EO-A3KX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LMO4SNVMissense_Mutationnovelc.325N>Tp.His109Tyrp.H109YP61968protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EY-A1GU-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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