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: LRG1

Gene summary for LRG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRG1

Gene ID

116844

Gene nameleucine rich alpha-2-glycoprotein 1
Gene AliasHMFT1766
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

P02750


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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
116844LRG1HTA11_3410_2000001011HumanColorectumAD1.08e-081.93e-010.0155
116844LRG1HTA11_2487_2000001011HumanColorectumSER7.05e-061.89e-01-0.1808
116844LRG1HTA11_1938_2000001011HumanColorectumAD4.00e-123.61e-01-0.0811
116844LRG1HTA11_78_2000001011HumanColorectumAD2.42e-133.59e-01-0.1088
116844LRG1HTA11_347_2000001011HumanColorectumAD8.16e-193.64e-01-0.1954
116844LRG1HTA11_411_2000001011HumanColorectumSER4.01e-042.94e-01-0.2602
116844LRG1HTA11_3361_2000001011HumanColorectumAD3.26e-041.91e-01-0.1207
116844LRG1HTA11_83_2000001011HumanColorectumSER7.80e-113.95e-01-0.1526
116844LRG1HTA11_696_2000001011HumanColorectumAD4.93e-213.82e-01-0.1464
116844LRG1HTA11_866_2000001011HumanColorectumAD3.19e-142.67e-01-0.1001
116844LRG1HTA11_1391_2000001011HumanColorectumAD2.21e-255.78e-01-0.059
116844LRG1HTA11_2992_2000001011HumanColorectumSER1.29e-032.14e-01-0.1706
116844LRG1HTA11_5212_2000001011HumanColorectumAD3.97e-042.37e-01-0.2061
116844LRG1HTA11_5216_2000001011HumanColorectumSER3.40e-033.08e-01-0.1462
116844LRG1HTA11_546_2000001011HumanColorectumAD1.43e-093.61e-01-0.0842
116844LRG1HTA11_866_3004761011HumanColorectumAD6.35e-112.33e-010.096
116844LRG1HTA11_4255_2000001011HumanColorectumSER3.03e-063.63e-010.0446
116844LRG1HTA11_8622_2000001021HumanColorectumSER1.13e-052.47e-010.0528
116844LRG1HTA11_7663_2000001011HumanColorectumSER7.26e-052.84e-010.0131
116844LRG1HTA11_10623_2000001011HumanColorectumAD6.46e-072.81e-01-0.0177
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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
∗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:19028067ThyroidPTCregulation of cell cycle G1/S phase transition76/5968168/187231.87e-041.41e-0376
GO:19019927ThyroidPTCpositive regulation of mitotic cell cycle phase transition44/596893/187231.32e-037.48e-0344
GO:19019898ThyroidPTCpositive regulation of cell cycle phase transition52/5968115/187231.82e-039.84e-0352
GO:000838034ThyroidATCRNA splicing270/6293434/187237.50e-351.19e-31270
GO:000037534ThyroidATCRNA splicing, via transesterification reactions200/6293324/187231.75e-257.39e-23200
GO:000037734ThyroidATCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile197/6293320/187236.54e-252.18e-22197
GO:000039834ThyroidATCmRNA splicing, via spliceosome197/6293320/187236.54e-252.18e-22197
GO:003450423ThyroidATCprotein localization to nucleus175/6293290/187236.23e-211.23e-18175
GO:004477219ThyroidATCmitotic cell cycle phase transition223/6293424/187233.46e-162.88e-14223
GO:000734622ThyroidATCregulation of mitotic cell cycle236/6293457/187237.58e-165.92e-14236
GO:190199015ThyroidATCregulation of mitotic cell cycle phase transition156/6293299/187232.19e-117.80e-10156
GO:004578719ThyroidATCpositive regulation of cell cycle158/6293313/187234.18e-101.14e-08158
GO:190198715ThyroidATCregulation of cell cycle phase transition187/6293390/187232.36e-095.61e-08187
GO:0045931110ThyroidATCpositive regulation of mitotic cell cycle68/6293121/187232.66e-074.08e-0668
GO:004484316ThyroidATCcell cycle G1/S phase transition119/6293241/187232.68e-074.10e-06119
GO:000008216ThyroidATCG1/S transition of mitotic cell cycle107/6293214/187234.83e-076.99e-06107
GO:009006817ThyroidATCpositive regulation of cell cycle process115/6293236/187239.87e-071.29e-05115
GO:190280615ThyroidATCregulation of cell cycle G1/S phase transition79/6293168/187232.04e-041.35e-0379
GO:200004522ThyroidATCregulation of G1/S transition of mitotic cell cycle68/6293142/187232.86e-041.82e-0368
GO:190198914ThyroidATCpositive regulation of cell cycle phase transition56/6293115/187235.63e-043.25e-0356
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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
CDH1KLRG1CDH1_KLRG1CDH1BreastDCIS
CDH1KLRG1CDH1_KLRG1CDH1BreastHealthy
CDH1KLRG1CDH1_KLRG1CDH1CervixCC
CDH1KLRG1CDH1_KLRG1CDH1CervixPrecancer
CDH1KLRG1CDH1_KLRG1CDH1EndometriumADJ
CDH1KLRG1CDH1_KLRG1CDH1EndometriumAEH
CDH1KLRG1CDH1_KLRG1CDH1EndometriumHealthy
CDH1KLRG1CDH1_KLRG1CDH1EsophagusESCC
CDH1KLRG1CDH1_KLRG1CDH1GCADJ
CDH1KLRG1CDH1_KLRG1CDH1HNSCCOSCC
CDH1KLRG1CDH1_KLRG1CDH1HNSCCPrecancer
CDH1KLRG1CDH1_KLRG1CDH1LiverHCC
CDH1KLRG1CDH1_KLRG1CDH1LiverHealthy
CDH1KLRG1CDH1_KLRG1CDH1LiverPrecancer
CDH1KLRG1CDH1_KLRG1CDH1LungAAH
CDH1KLRG1CDH1_KLRG1CDH1LungADJ
CDH1KLRG1CDH1_KLRG1CDH1LungAIS
CDH1KLRG1CDH1_KLRG1CDH1LungIAC
CDH1KLRG1CDH1_KLRG1CDH1LungMIAC
CDH1KLRG1CDH1_KLRG1CDH1LungPrecancer
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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
LRG1SNVMissense_Mutationc.286N>Ap.Glu96Lysp.E96KP02750protein_codingdeleterious(0)possibly_damaging(0.567)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LRG1SNVMissense_Mutationrs200386362c.338N>Ap.Arg113Glnp.R113QP02750protein_codingtolerated(0.52)benign(0)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
LRG1SNVMissense_Mutationc.317N>Cp.Ser106Thrp.S106TP02750protein_codingtolerated(0.45)benign(0.003)TCGA-EW-A1PA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
LRG1SNVMissense_Mutationnovelc.529N>Tp.Arg177Trpp.R177WP02750protein_codingtolerated(0.09)benign(0.03)TCGA-LD-A7W5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
LRG1insertionIn_Frame_Insnovelc.563_564insAAATGAGAAAGAAGTp.Thr188_Leu189insAsnGluLysGluValp.T188_L189insNEKEVP02750protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRG1SNVMissense_Mutationc.943C>Gp.Gln315Glup.Q315EP02750protein_codingtolerated(0.96)benign(0.01)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LRG1SNVMissense_Mutationrs138157436c.524G>Ap.Arg175Hisp.R175HP02750protein_codingtolerated(0.2)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
LRG1SNVMissense_Mutationc.740N>Gp.Lys247Argp.K247RP02750protein_codingtolerated(0.79)benign(0.003)TCGA-AZ-4308-01Colorectumcolon adenocarcinomaFemale<65III/IVTargeted Molecular therapyavastinCR
LRG1SNVMissense_Mutationnovelc.449N>Gp.Asn150Serp.N150SP02750protein_codingdeleterious(0)possibly_damaging(0.876)TCGA-CM-5349-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LRG1SNVMissense_Mutationrs750105391c.271N>Ap.Ala91Thrp.A91TP02750protein_codingtolerated(0.3)benign(0.053)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
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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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