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: LMF2

Gene summary for LMF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LMF2

Gene ID

91289

Gene namelipase maturation factor 2
Gene AliasTMEM112B
Cytomap22q13.33
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

Q9BU23


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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
91289LMF2C30HumanOral cavityOSCC1.13e-451.73e+000.3055
91289LMF2C38HumanOral cavityOSCC1.11e-202.01e+000.172
91289LMF2C43HumanOral cavityOSCC8.89e-183.30e-010.1704
91289LMF2C46HumanOral cavityOSCC6.82e-641.24e+000.1673
91289LMF2C51HumanOral cavityOSCC1.67e-421.69e+000.2674
91289LMF2C57HumanOral cavityOSCC3.50e-174.89e-010.1679
91289LMF2C06HumanOral cavityOSCC1.59e-141.50e+000.2699
91289LMF2C07HumanOral cavityOSCC1.52e-071.19e+000.2491
91289LMF2C08HumanOral cavityOSCC5.99e-417.68e-010.1919
91289LMF2LN22HumanOral cavityOSCC1.88e-161.39e+000.1733
91289LMF2LN38HumanOral cavityOSCC3.54e-061.36e+000.168
91289LMF2LN46HumanOral cavityOSCC2.69e-301.01e+000.1666
91289LMF2LP15HumanOral cavityLP9.32e-161.81e+000.2174
91289LMF2LP17HumanOral cavityLP4.80e-129.60e-010.2349
91289LMF2SYSMH1HumanOral cavityOSCC3.57e-152.89e-010.1127
91289LMF2SYSMH2HumanOral cavityOSCC2.27e-235.05e-010.2326
91289LMF2SYSMH3HumanOral cavityOSCC1.07e-357.84e-010.2442
91289LMF2SYSMH5HumanOral cavityOSCC1.13e-255.76e-010.0647
91289LMF2SYSMH6HumanOral cavityOSCC2.77e-063.71e-010.1275
91289LMF2P5_S10_cSCCHumanSkincSCC4.09e-091.98e-01-0.299
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
GO:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:005160416Oral cavityLPprotein maturation122/4623294/187231.37e-107.72e-09122
GO:005160419SkincSCCprotein maturation117/4864294/187231.27e-072.93e-06117
GO:005160420ThyroidPTCprotein maturation132/5968294/187231.71e-062.39e-05132
GO:0051604110ThyroidATCprotein maturation136/6293294/187234.00e-064.42e-05136
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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
LMF2SNVMissense_Mutationc.334N>Ap.Leu112Metp.L112MQ9BU23protein_codingdeleterious(0.02)probably_damaging(0.94)TCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LMF2insertionFrame_Shift_Insnovelc.1147_1148insAACGTTTCTCTTTCTTTGAAp.Ala383GlufsTer25p.A383Efs*25Q9BU23protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
LMF2deletionFrame_Shift_Delnovelc.728delTp.Phe243SerfsTer22p.F243Sfs*22Q9BU23protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LMF2SNVMissense_Mutationrs375477419c.1325N>Tp.Ala442Valp.A442VQ9BU23protein_codingtolerated(0.18)benign(0.038)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LMF2SNVMissense_Mutationnovelc.2048N>Ap.Gly683Glup.G683EQ9BU23protein_codingtolerated(1)benign(0.058)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
LMF2SNVMissense_Mutationnovelc.2051N>Tp.Ala684Valp.A684VQ9BU23protein_codingtolerated(0.19)benign(0.006)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LMF2SNVMissense_Mutationrs149785243c.908N>Tp.Thr303Metp.T303MQ9BU23protein_codingtolerated(0.32)benign(0.021)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
LMF2SNVMissense_Mutationnovelc.1046N>Cp.Arg349Thrp.R349TQ9BU23protein_codingdeleterious(0.03)benign(0.018)TCGA-VS-AA62-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
LMF2SNVMissense_Mutationrs752866373c.1360N>Tp.Leu454Phep.L454FQ9BU23protein_codingdeleterious(0)probably_damaging(0.997)TCGA-ZJ-AB0H-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
LMF2insertionIn_Frame_Insnovelc.165_166insGTTp.Gln55_Gln56insValp.Q55_Q56insVQ9BU23protein_codingTCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
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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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