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: LHFPL2

Gene summary for LHFPL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LHFPL2

Gene ID

10184

Gene nameLHFPL tetraspan subfamily member 2
Gene AliasLHFPL2
Cytomap5q14.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024RAM8


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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
10184LHFPL2HTA11_3410_2000001011HumanColorectumAD1.05e-07-3.54e-010.0155
10184LHFPL2HTA11_347_2000001011HumanColorectumAD5.46e-055.35e-01-0.1954
10184LHFPL2HTA11_83_2000001011HumanColorectumSER1.63e-026.29e-01-0.1526
10184LHFPL2HTA11_866_3004761011HumanColorectumAD2.66e-06-3.79e-010.096
10184LHFPL2HTA11_99999970781_79442HumanColorectumMSS2.71e-11-4.00e-010.294
10184LHFPL2HTA11_99999973899_84307HumanColorectumMSS7.50e-04-4.63e-010.2585
10184LHFPL2HTA11_99999974143_84620HumanColorectumMSS1.60e-10-3.78e-010.3005
10184LHFPL2A002-C-010HumanColorectumFAP1.79e-05-2.40e-010.242
10184LHFPL2A015-C-203HumanColorectumFAP7.62e-20-3.06e-01-0.1294
10184LHFPL2A015-C-204HumanColorectumFAP5.32e-03-1.02e-01-0.0228
10184LHFPL2A014-C-040HumanColorectumFAP6.92e-03-3.33e-01-0.1184
10184LHFPL2A002-C-201HumanColorectumFAP3.33e-10-2.44e-010.0324
10184LHFPL2A001-C-119HumanColorectumFAP7.23e-11-4.48e-01-0.1557
10184LHFPL2A001-C-108HumanColorectumFAP6.62e-09-1.47e-01-0.0272
10184LHFPL2A002-C-205HumanColorectumFAP1.16e-16-3.15e-01-0.1236
10184LHFPL2A015-C-005HumanColorectumFAP2.02e-06-2.60e-01-0.0336
10184LHFPL2A015-C-006HumanColorectumFAP5.10e-10-1.56e-01-0.0994
10184LHFPL2A015-C-106HumanColorectumFAP4.61e-06-2.51e-01-0.0511
10184LHFPL2A002-C-114HumanColorectumFAP2.43e-11-3.21e-01-0.1561
10184LHFPL2A015-C-104HumanColorectumFAP1.36e-19-3.25e-01-0.1899
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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
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:004654612ThyroidPTCdevelopment of primary male sexual characteristics60/5968142/187235.79e-032.61e-0260
GO:004654621ThyroidATCdevelopment of primary male sexual characteristics72/6293142/187231.85e-051.69e-0472
GO:004666112ThyroidATCmale sex differentiation77/6293165/187233.27e-042.04e-0377
GO:00451374ThyroidATCdevelopment of primary sexual characteristics97/6293227/187232.47e-031.14e-0297
GO:00466603ThyroidATCfemale sex differentiation51/6293114/187238.62e-033.28e-0251
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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
LHFPL2insertionFrame_Shift_Insnovelc.12_13insTTACGTGGp.Ile5LeufsTer15p.I5Lfs*15Q6ZUX7protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
LHFPL2insertionFrame_Shift_Insnovelc.10_11insACAGGCTTGTTCTCTGGp.Val4AspfsTer19p.V4Dfs*19Q6ZUX7protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
LHFPL2insertionIn_Frame_Insnovelc.192_193insTCCCTGAGGAATTATGGAGAGCGTGAGp.Tyr64_Ala65insSerLeuArgAsnTyrGlyGluArgGlup.Y64_A65insSLRNYGEREQ6ZUX7protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LHFPL2insertionFrame_Shift_Insnovelc.190_191insCCACTTCAGTGCAp.Tyr64SerfsTer152p.Y64Sfs*152Q6ZUX7protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LHFPL2SNVMissense_Mutationnovelc.196C>Tp.Arg66Cysp.R66CQ6ZUX7protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
LHFPL2SNVMissense_Mutationc.623N>Gp.Ala208Glyp.A208GQ6ZUX7protein_codingdeleterious(0.03)probably_damaging(0.991)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LHFPL2SNVMissense_Mutationc.497N>Gp.Tyr166Cysp.Y166CQ6ZUX7protein_codingtolerated(0.05)possibly_damaging(0.853)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
LHFPL2SNVMissense_Mutationc.91N>Ap.Ala31Thrp.A31TQ6ZUX7protein_codingtolerated(0.08)benign(0.031)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LHFPL2SNVMissense_Mutationnovelc.283G>Ap.Gly95Serp.G95SQ6ZUX7protein_codingtolerated(0.15)benign(0.234)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
LHFPL2SNVMissense_Mutationnovelc.453N>Cp.Leu151Phep.L151FQ6ZUX7protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-EY-A1GV-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinSD
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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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