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:00032815SkinAKventricular septum development16/191071/187231.80e-031.24e-0216
GO:001402010SkinAKprimary neural tube formation19/191094/187232.72e-031.74e-0219
GO:00032054SkinAKcardiac chamber development28/1910161/187233.44e-032.09e-0228
GO:00485387SkinAKthymus development11/191045/187234.66e-032.69e-0211
GO:00018439SkinAKneural tube closure17/191088/187237.11e-033.64e-0217
GO:00606068SkinAKtube closure17/191089/187237.98e-034.03e-0217
GO:004325429SkincSCCregulation of protein-containing complex assembly167/4864428/187231.60e-095.97e-08167
GO:004873227SkincSCCgland development167/4864436/187237.64e-092.44e-07167
GO:003133326SkincSCCnegative regulation of protein-containing complex assembly55/4864141/187234.57e-043.49e-0355
GO:001402015SkincSCCprimary neural tube formation39/486494/187237.37e-045.15e-0339
GO:000184315SkincSCCneural tube closure37/486488/187237.39e-045.15e-0337
GO:006060615SkincSCCtube closure37/486489/187239.52e-046.47e-0337
GO:000184117SkincSCCneural tube formation41/4864102/187231.16e-037.61e-0341
GO:000183822SkincSCCembryonic epithelial tube formation47/4864121/187231.26e-038.18e-0347
GO:001633113SkincSCCmorphogenesis of embryonic epithelium55/4864147/187231.45e-039.11e-0355
GO:003367425SkincSCCpositive regulation of kinase activity148/4864467/187233.00e-031.66e-02148
GO:003514822SkincSCCtube formation54/4864148/187233.00e-031.66e-0254
GO:007217521SkincSCCepithelial tube formation49/4864132/187233.06e-031.68e-0249
GO:00432546StomachGCregulation of protein-containing complex assembly58/1159428/187231.48e-081.32e-0658
GO:00487326StomachGCgland development49/1159436/187233.88e-059.90e-0449
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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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