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: LMO7

Gene summary for LMO7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LMO7

Gene ID

4008

Gene nameLIM domain 7
Gene AliasFBX20
Cytomap13q22.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

F8J2B5


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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
4008LMO7H2HumanCervixHSIL_HPV9.75e-277.46e-010.0632
4008LMO7T1HumanCervixCC2.29e-033.19e-010.0918
4008LMO7T2HumanCervixCC2.71e-045.18e-010.0709
4008LMO7HTA11_3410_2000001011HumanColorectumAD4.66e-12-5.58e-010.0155
4008LMO7HTA11_411_2000001011HumanColorectumSER4.40e-031.50e+00-0.2602
4008LMO7HTA11_3361_2000001011HumanColorectumAD4.80e-02-5.00e-01-0.1207
4008LMO7HTA11_866_2000001011HumanColorectumAD2.49e-05-3.54e-01-0.1001
4008LMO7HTA11_866_3004761011HumanColorectumAD6.94e-04-4.47e-010.096
4008LMO7HTA11_7696_3000711011HumanColorectumAD1.68e-14-4.50e-010.0674
4008LMO7HTA11_99999970781_79442HumanColorectumMSS4.02e-077.18e-010.294
4008LMO7HTA11_99999965104_69814HumanColorectumMSS1.03e-066.48e-010.281
4008LMO7HTA11_99999974143_84620HumanColorectumMSS9.80e-12-3.55e-010.3005
4008LMO7A015-C-203HumanColorectumFAP8.28e-22-1.87e-01-0.1294
4008LMO7A002-C-201HumanColorectumFAP4.44e-06-1.90e-010.0324
4008LMO7A001-C-119HumanColorectumFAP2.65e-028.13e-02-0.1557
4008LMO7A001-C-108HumanColorectumFAP1.82e-101.20e-01-0.0272
4008LMO7A002-C-205HumanColorectumFAP2.70e-142.74e-02-0.1236
4008LMO7A001-C-104HumanColorectumFAP8.45e-032.10e-010.0184
4008LMO7A015-C-006HumanColorectumFAP1.65e-09-5.33e-02-0.0994
4008LMO7A015-C-106HumanColorectumFAP1.02e-062.49e-02-0.0511
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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
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
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
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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04520ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa045201ColorectumADAdherens junction50/209293/84651.52e-092.83e-081.81e-0850
hsa045202ColorectumSERAdherens junction37/158093/84651.54e-062.35e-051.71e-0537
hsa045203ColorectumSERAdherens junction37/158093/84651.54e-062.35e-051.71e-0537
hsa045204ColorectumMSSAdherens junction42/187593/84656.18e-079.01e-065.52e-0642
hsa045205ColorectumMSSAdherens junction42/187593/84656.18e-079.01e-065.52e-0642
hsa045208ColorectumFAPAdherens junction45/140493/84658.66e-132.89e-101.76e-1045
hsa045209ColorectumFAPAdherens junction45/140493/84658.66e-132.89e-101.76e-1045
hsa0452010ColorectumCRCAdherens junction37/109193/84655.72e-116.37e-094.32e-0937
hsa0452011ColorectumCRCAdherens junction37/109193/84655.72e-116.37e-094.32e-0937
hsa0452025EndometriumAEHAdherens junction36/119793/84653.49e-095.98e-084.37e-0836
hsa04520111EndometriumAEHAdherens junction36/119793/84653.49e-095.98e-084.37e-0836
hsa0452030EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0452014LiverNAFLDAdherens junction37/104393/84651.50e-111.64e-091.32e-0937
hsa0452015LiverNAFLDAdherens junction37/104393/84651.50e-111.64e-091.32e-0937
hsa0452022LiverCirrhoticAdherens junction52/253093/84651.36e-071.97e-061.21e-0652
hsa0452032LiverCirrhoticAdherens junction52/253093/84651.36e-071.97e-061.21e-0652
hsa0452042LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0452052LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
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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
LMO7SNVMissense_Mutationrs190179934c.1771N>Tp.Arg591Cysp.R591Cprotein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
LMO7SNVMissense_Mutationnovelc.255N>Cp.Leu85Phep.L85Fprotein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
LMO7SNVMissense_Mutationc.3701G>Ap.Ser1234Asnp.S1234Nprotein_codingtolerated(0.16)benign(0.023)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LMO7SNVMissense_Mutationnovelc.4529N>Ap.Pro1510Hisp.P1510Hprotein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
LMO7SNVMissense_Mutationnovelc.2328N>Ap.Ser776Argp.S776Rprotein_codingtolerated(0.07)benign(0.171)TCGA-BH-A1FM-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
LMO7SNVMissense_Mutationrs775633721c.3550A>Gp.Arg1184Glyp.R1184Gprotein_codingdeleterious(0)benign(0.082)TCGA-D8-A1XG-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
LMO7SNVMissense_Mutationnovelc.1481N>Cp.Val494Alap.V494Aprotein_codingtolerated(0.09)benign(0.445)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LMO7insertionFrame_Shift_Insnovelc.2809_2810insGAATTGGATGGTGTTGGCTGTGTCTGATGCAGGAAATACACTGp.Pro937ArgfsTer31p.P937Rfs*31protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LMO7insertionIn_Frame_Insnovelc.1275_1276insAAAp.Pro425_Thr426insLysp.P425_T426insKprotein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
LMO7insertionFrame_Shift_Insnovelc.1277_1278insCCAACTTAAATTAGGCAAACAAGCAAGTAATAACCGAp.Ser427GlnfsTer31p.S427Qfs*31protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
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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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