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: LGMN

Gene summary for LGMN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LGMN

Gene ID

5641

Gene namelegumain
Gene AliasAEP
Cytomap14q32.12
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q53XC6


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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
5641LGMNHTA11_1938_2000001011HumanColorectumAD3.34e-128.05e-01-0.0811
5641LGMNHTA11_347_2000001011HumanColorectumAD1.51e-104.67e-01-0.1954
5641LGMNHTA11_696_2000001011HumanColorectumAD1.45e-053.31e-01-0.1464
5641LGMNHTA11_1391_2000001011HumanColorectumAD5.10e-116.16e-01-0.059
5641LGMNHTA11_866_3004761011HumanColorectumAD1.46e-084.60e-010.096
5641LGMNHTA11_8622_2000001021HumanColorectumSER1.84e-063.89e-010.0528
5641LGMNHTA11_7696_3000711011HumanColorectumAD8.02e-082.71e-010.0674
5641LGMNHTA11_6818_2000001021HumanColorectumAD4.82e-105.45e-010.0588
5641LGMNHTA11_99999970781_79442HumanColorectumMSS1.10e-301.05e+000.294
5641LGMNHTA11_99999965062_69753HumanColorectumMSI-H6.96e-051.11e+000.3487
5641LGMNHTA11_99999965104_69814HumanColorectumMSS8.95e-065.09e-010.281
5641LGMNLZE2THumanEsophagusESCC7.83e-045.74e-010.082
5641LGMNLZE4THumanEsophagusESCC1.54e-145.60e-010.0811
5641LGMNLZE7THumanEsophagusESCC9.85e-072.20e-010.0667
5641LGMNLZE8THumanEsophagusESCC1.92e-039.15e-020.067
5641LGMNLZE20THumanEsophagusESCC9.50e-076.30e-010.0662
5641LGMNLZE24THumanEsophagusESCC7.22e-239.36e-010.0596
5641LGMNLZE21THumanEsophagusESCC1.29e-045.11e-010.0655
5641LGMNLZE6THumanEsophagusESCC1.37e-024.40e-010.0845
5641LGMNP1T-EHumanEsophagusESCC5.77e-074.79e-010.0875
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:005090010Oral cavityOSCCleukocyte migration176/7305369/187233.80e-042.31e-03176
GO:00026908Oral cavityOSCCpositive regulation of leukocyte chemotaxis53/730594/187234.71e-042.79e-0353
GO:001988419Oral cavityOSCCantigen processing and presentation of exogenous antigen30/730547/187234.96e-042.92e-0330
GO:19012159Oral cavityOSCCnegative regulation of neuron death104/7305208/187237.90e-044.27e-03104
GO:007124115Oral cavityOSCCcellular response to inorganic substance111/7305226/187231.22e-036.10e-03111
GO:00328014Oral cavityOSCCreceptor catabolic process19/730528/187231.88e-038.84e-0319
GO:001063418Oral cavityOSCCpositive regulation of epithelial cell migration88/7305176/187231.91e-038.94e-0388
GO:00603269Oral cavityOSCCcell chemotaxis146/7305310/187232.13e-039.80e-03146
GO:000250410Oral cavityOSCCantigen processing and presentation of peptide or polysaccharide antigen via MHC class II23/730536/187232.19e-039.95e-0323
GO:00716758Oral cavityOSCCregulation of mononuclear cell migration60/7305115/187232.78e-031.21e-0260
GO:00972023Oral cavityOSCCactivation of cysteine-type endopeptidase activity12/730516/187233.83e-031.57e-0212
GO:00305959Oral cavityOSCCleukocyte chemotaxis110/7305230/187233.86e-031.58e-02110
GO:001063218Oral cavityOSCCregulation of epithelial cell migration136/7305292/187234.82e-031.92e-02136
GO:000268810Oral cavityOSCCregulation of leukocyte chemotaxis62/7305122/187235.22e-032.03e-0262
GO:000249510Oral cavityOSCCantigen processing and presentation of peptide antigen via MHC class II21/730534/187236.02e-032.28e-0221
GO:001988616Oral cavityOSCCantigen processing and presentation of exogenous peptide antigen via MHC class II19/730530/187236.03e-032.28e-0219
GO:00082024Oral cavityOSCCsteroid metabolic process146/7305319/187237.78e-032.85e-02146
GO:00509204Oral cavityOSCCregulation of chemotaxis105/7305223/187238.27e-033.01e-02105
GO:00352646Oral cavityOSCCmulticellular organism growth65/7305132/187231.06e-023.60e-0265
GO:007124816Oral cavityOSCCcellular response to metal ion93/7305197/187231.14e-023.85e-0293
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa04612ColorectumSERAntigen processing and presentation25/158078/84653.11e-032.11e-021.53e-0225
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa046121ColorectumSERAntigen processing and presentation25/158078/84653.11e-032.11e-021.53e-0225
hsa046122ColorectumMSSAntigen processing and presentation27/187578/84657.72e-032.91e-021.78e-0227
hsa046123ColorectumMSSAntigen processing and presentation27/187578/84657.72e-032.91e-021.78e-0227
hsa046124ColorectumMSI-HAntigen processing and presentation23/79778/84654.15e-077.91e-066.63e-0623
hsa046125ColorectumMSI-HAntigen processing and presentation23/79778/84654.15e-077.91e-066.63e-0623
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0461230EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa04612114EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0461214LiverCirrhoticAntigen processing and presentation36/253078/84651.69e-038.01e-034.94e-0336
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0461215LiverCirrhoticAntigen processing and presentation36/253078/84651.69e-038.01e-034.94e-0336
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0461229Oral cavityOSCCAntigen processing and presentation47/370478/84652.37e-036.35e-033.23e-0347
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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
LGMNSNVMissense_Mutationnovelc.104N>Tp.Ala35Valp.A35VQ99538protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LGMNSNVMissense_Mutationrs762702370c.421G>Ap.Val141Metp.V141MQ99538protein_codingdeleterious(0)probably_damaging(0.993)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LGMNSNVMissense_Mutationrs771834504c.779C>Tp.Ser260Leup.S260LQ99538protein_codingtolerated(0.06)benign(0.08)TCGA-GM-A2DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilPD
LGMNinsertionNonsense_Mutationnovelc.730_731insTGTAAATCATATAGGACTTCTTTGGTATCTGCTGCAAp.Glu244ValfsTer2p.E244Vfs*2Q99538protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
LGMNSNVMissense_Mutationnovelc.131N>Tp.Arg44Metp.R44MQ99538protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LGMNSNVMissense_Mutationnovelc.945G>Ap.Met315Ilep.M315IQ99538protein_codingdeleterious(0.01)benign(0.033)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LGMNSNVMissense_Mutationnovelc.536A>Gp.Tyr179Cysp.Y179CQ99538protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LGMNSNVMissense_Mutationnovelc.478N>Ap.Asp160Asnp.D160NQ99538protein_codingtolerated(0.12)benign(0.127)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LGMNSNVMissense_Mutationc.591C>Ap.His197Glnp.H197QQ99538protein_codingtolerated(0.52)possibly_damaging(0.449)TCGA-AA-3989-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
LGMNSNVMissense_Mutationc.1264A>Cp.Lys422Glnp.K422QQ99538protein_codingtolerated(0.44)benign(0.005)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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
5641LGMNENZYME, DRUGGABLE GENOME, PROTEASEinhibitor252166833
5641LGMNENZYME, DRUGGABLE GENOME, PROTEASELegumain-cleavable doxorubicin prodrugs
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