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: LMAN2

Gene summary for LMAN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LMAN2

Gene ID

10960

Gene namelectin, mannose binding 2
Gene AliasC5orf8
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q12907


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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
10960LMAN2Pt14.bHumanLiverHCC1.92e-062.76e-010.018
10960LMAN2S014HumanLiverHCC5.47e-281.72e+000.2254
10960LMAN2S015HumanLiverHCC2.20e-342.45e+000.2375
10960LMAN2S016HumanLiverHCC8.64e-281.84e+000.2243
10960LMAN2S027HumanLiverHCC3.18e-242.23e+000.2446
10960LMAN2S028HumanLiverHCC4.96e-412.21e+000.2503
10960LMAN2S029HumanLiverHCC5.53e-432.83e+000.2581
10960LMAN2C04HumanOral cavityOSCC5.19e-341.86e+000.2633
10960LMAN2C21HumanOral cavityOSCC5.05e-792.86e+000.2678
10960LMAN2C30HumanOral cavityOSCC7.13e-563.40e+000.3055
10960LMAN2C38HumanOral cavityOSCC3.75e-212.39e+000.172
10960LMAN2C43HumanOral cavityOSCC9.44e-931.84e+000.1704
10960LMAN2C46HumanOral cavityOSCC3.35e-651.69e+000.1673
10960LMAN2C51HumanOral cavityOSCC1.30e-291.85e+000.2674
10960LMAN2C57HumanOral cavityOSCC5.85e-451.51e+000.1679
10960LMAN2C06HumanOral cavityOSCC3.61e-192.62e+000.2699
10960LMAN2C07HumanOral cavityOSCC1.45e-082.42e+000.2491
10960LMAN2C08HumanOral cavityOSCC7.66e-671.78e+000.1919
10960LMAN2C09HumanOral cavityOSCC1.22e-371.35e+000.1431
10960LMAN2LN22HumanOral cavityOSCC3.64e-222.30e+000.1733
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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
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
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:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00507642CervixCCregulation of phagocytosis23/231195/187231.03e-038.57e-0323
GO:00068907CervixCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum15/231152/187231.15e-039.39e-0315
GO:00070304CervixCCGolgi organization32/2311157/187232.78e-031.87e-0232
GO:00507662CervixCCpositive regulation of phagocytosis16/231166/187235.58e-033.22e-0216
GO:0006909CervixCCphagocytosis53/2311308/187237.49e-034.01e-0253
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0006890ColorectumADretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum27/391852/187237.67e-072.70e-0527
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00068901ColorectumSERretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum20/289752/187234.80e-051.18e-0320
GO:00068881ColorectumSERendoplasmic reticulum to Golgi vesicle-mediated transport34/2897130/187231.13e-031.29e-0234
GO:00070291ColorectumSERendoplasmic reticulum organization23/289787/187235.77e-034.23e-0223
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00068902ColorectumMSSretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum26/346752/187232.66e-071.10e-0526
GO:00068882ColorectumMSSendoplasmic reticulum to Golgi vesicle-mediated transport44/3467130/187232.17e-054.60e-0444
GO:00068903ColorectumMSI-Hretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum13/131952/187234.72e-051.69e-0313
GO:00068883ColorectumMSI-Hendoplasmic reticulum to Golgi vesicle-mediated transport22/1319130/187231.05e-043.24e-0322
GO:00481933ColorectumMSI-HGolgi vesicle transport39/1319296/187231.17e-043.51e-0339
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041416ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa041417ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
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
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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
LMAN2SNVMissense_Mutationc.106C>Gp.Leu36Valp.L36VQ12907protein_codingtolerated(0.15)benign(0.063)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
LMAN2SNVMissense_Mutationc.157N>Tp.His53Tyrp.H53YQ12907protein_codingtolerated(1)benign(0.006)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LMAN2SNVMissense_Mutationc.788N>Tp.Ser263Phep.S263FQ12907protein_codingdeleterious(0)probably_damaging(0.985)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
LMAN2deletionFrame_Shift_Delnovelc.18delNp.Trp6Terp.W6*Q12907protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
LMAN2SNVMissense_Mutationc.998G>Cp.Gly333Alap.G333AQ12907protein_codingtolerated(0.24)probably_damaging(0.992)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LMAN2SNVMissense_Mutationc.862N>Cp.Asp288Hisp.D288HQ12907protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
LMAN2SNVMissense_Mutationc.88N>Gp.Thr30Alap.T30AQ12907protein_codingtolerated(0.21)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LMAN2SNVMissense_Mutationrs770972790c.515G>Ap.Arg172Hisp.R172HQ12907protein_codingtolerated(0.82)probably_damaging(0.996)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LMAN2SNVMissense_Mutationrs775457049c.1061N>Ap.Arg354Hisp.R354HQ12907protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
LMAN2SNVMissense_Mutationnovelc.572G>Ap.Ser191Asnp.S191NQ12907protein_codingtolerated(0.06)benign(0.028)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
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