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: LMAN1

Gene summary for LMAN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LMAN1

Gene ID

3998

Gene namelectin, mannose binding 1
Gene AliasERGIC-53
Cytomap18q21.32
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

A0A024R2A7


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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
3998LMAN1AEH-subject1HumanEndometriumAEH1.05e-13-4.52e-01-0.3059
3998LMAN1AEH-subject2HumanEndometriumAEH4.43e-13-4.59e-01-0.2525
3998LMAN1AEH-subject3HumanEndometriumAEH6.51e-13-3.57e-01-0.2576
3998LMAN1AEH-subject4HumanEndometriumAEH3.77e-02-2.90e-01-0.2657
3998LMAN1AEH-subject5HumanEndometriumAEH1.04e-03-2.16e-01-0.2953
3998LMAN1EEC-subject1HumanEndometriumEEC2.04e-10-3.05e-01-0.2682
3998LMAN1EEC-subject2HumanEndometriumEEC1.10e-14-4.25e-01-0.2607
3998LMAN1EEC-subject3HumanEndometriumEEC3.50e-41-4.40e-01-0.2525
3998LMAN1EEC-subject4HumanEndometriumEEC1.45e-04-4.46e-02-0.2571
3998LMAN1GSM5276934HumanEndometriumEEC6.81e-03-2.72e-02-0.0913
3998LMAN1GSM5276937HumanEndometriumEEC1.00e-021.85e-01-0.0897
3998LMAN1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.68e-29-3.04e-01-0.1869
3998LMAN1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.88e-31-2.15e-01-0.1875
3998LMAN1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.60e-33-2.53e-01-0.1883
3998LMAN1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC7.75e-391.86e-01-0.1934
3998LMAN1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC8.24e-55-1.05e-01-0.1917
3998LMAN1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC4.52e-52-1.20e-01-0.1916
3998LMAN1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.51e-09-1.61e-01-0.1269
3998LMAN1LZE2THumanEsophagusESCC5.22e-087.96e-010.082
3998LMAN1LZE4THumanEsophagusESCC3.78e-167.08e-010.0811
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000645710EndometriumAEHprotein folding61/2100212/187231.86e-123.48e-1061
GO:000683910EndometriumAEHmitochondrial transport66/2100254/187233.55e-114.96e-0966
GO:004206016EndometriumAEHwound healing91/2100422/187234.85e-104.61e-0891
GO:007259410EndometriumAEHestablishment of protein localization to organelle89/2100422/187232.41e-091.90e-0789
GO:000660516EndometriumAEHprotein targeting68/2100314/187236.30e-083.38e-0668
GO:003315710EndometriumAEHregulation of intracellular protein transport51/2100229/187231.13e-063.75e-0551
GO:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
GO:00323869EndometriumAEHregulation of intracellular transport66/2100337/187234.18e-061.10e-0466
GO:007058510EndometriumAEHprotein localization to mitochondrion32/2100125/187235.38e-061.36e-0432
GO:007265510EndometriumAEHestablishment of protein localization to mitochondrion31/2100120/187236.13e-061.50e-0431
GO:000662610EndometriumAEHprotein targeting to mitochondrion26/2100100/187232.96e-055.47e-0426
GO:00075967EndometriumAEHblood coagulation43/2100217/187231.42e-041.89e-0343
GO:00510515EndometriumAEHnegative regulation of transport79/2100470/187231.51e-041.99e-0379
GO:00068886EndometriumAEHendoplasmic reticulum to Golgi vesicle-mediated transport29/2100130/187232.11e-042.59e-0329
GO:00075997EndometriumAEHhemostasis43/2100222/187232.39e-042.86e-0343
GO:00508177EndometriumAEHcoagulation43/2100222/187232.39e-042.86e-0343
GO:005087815EndometriumAEHregulation of body fluid levels64/2100379/187235.40e-045.44e-0364
GO:00070305EndometriumAEHGolgi organization32/2100157/187235.73e-045.69e-0332
GO:19032145EndometriumAEHregulation of protein targeting to mitochondrion13/210044/187237.79e-047.36e-0313
GO:19037476EndometriumAEHregulation of establishment of protein localization to mitochondrion14/210050/187238.97e-048.24e-0314
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414126EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa04141111EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa0414127EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414136EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0414128ProstateBPHProtein processing in endoplasmic reticulum97/1718174/84652.37e-251.30e-238.07e-2497
hsa04141112ProstateBPHProtein processing in endoplasmic reticulum97/1718174/84652.37e-251.30e-238.07e-2497
hsa0414129ProstateTumorProtein processing in endoplasmic reticulum99/1791174/84652.58e-251.71e-231.06e-2399
hsa0414137ProstateTumorProtein processing in endoplasmic reticulum99/1791174/84652.58e-251.71e-231.06e-2399
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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
LMAN1SNVMissense_Mutationc.667N>Ap.Asp223Asnp.D223NP49257protein_codingtolerated(1)benign(0.011)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LMAN1deletionFrame_Shift_Delrs746845401c.912delAp.Glu305ArgfsTer22p.E305Rfs*22P49257protein_codingTCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LMAN1SNVMissense_Mutationc.584G>Cp.Arg195Prop.R195PP49257protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2RO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LMAN1deletionFrame_Shift_Delrs746845401c.912delAp.Glu305ArgfsTer22p.E305Rfs*22P49257protein_codingTCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
LMAN1SNVMissense_Mutationnovelc.658N>Cp.Phe220Leup.F220LP49257protein_codingtolerated(0.83)benign(0.023)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
LMAN1SNVMissense_Mutationrs752998844c.937N>Ap.Asp313Asnp.D313NP49257protein_codingtolerated(0.07)probably_damaging(0.933)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LMAN1SNVMissense_Mutationc.1442N>Ap.Phe481Tyrp.F481YP49257protein_codingdeleterious(0)probably_damaging(0.987)TCGA-CM-6170-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LMAN1SNVMissense_Mutationrs112235778c.305N>Gp.Glu102Glyp.E102GP49257protein_codingdeleterious(0.01)benign(0.287)TCGA-F4-6459-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
LMAN1SNVMissense_Mutationnovelc.448T>Gp.Phe150Valp.F150VP49257protein_codingdeleterious(0)possibly_damaging(0.494)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
LMAN1SNVMissense_Mutationc.1018N>Tp.Arg340Cysp.R340CP49257protein_codingdeleterious(0.01)possibly_damaging(0.818)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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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