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: LRP2

Gene summary for LRP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRP2

Gene ID

4036

Gene nameLDL receptor related protein 2
Gene AliasDBS
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P98164


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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
4036LRP2RNA-P25T1-P25T1-1HumanLungAIS5.55e-208.29e-01-0.2116
4036LRP2RNA-P25T1-P25T1-2HumanLungAIS3.88e-058.00e-01-0.1941
4036LRP2RNA-P25T1-P25T1-3HumanLungAIS4.56e-109.09e-01-0.2107
4036LRP2RNA-P25T1-P25T1-4HumanLungAIS2.79e-181.02e+00-0.2119
4036LRP2Adj_PTCwithHT_6HumanThyroidHT1.19e-10-4.35e-010.02
4036LRP2PTCwithHT_6HumanThyroidHT5.71e-10-4.34e-010.02
4036LRP2PTCwithHT_8HumanThyroidHT1.73e-08-4.20e-010.0351
4036LRP2PTCwithoutHT_2HumanThyroidPTC2.61e-10-4.40e-010.0419
4036LRP2male-WTAHumanThyroidPTC1.15e-291.26e-010.1037
4036LRP2PTC01HumanThyroidPTC9.20e-09-2.44e-010.1899
4036LRP2PTC03HumanThyroidPTC8.29e-03-1.15e-010.1784
4036LRP2PTC04HumanThyroidPTC7.56e-062.12e-010.1927
4036LRP2PTC06HumanThyroidPTC2.34e-157.49e-040.2057
4036LRP2PTC07HumanThyroidPTC8.86e-142.46e-010.2044
4036LRP2ATC12HumanThyroidATC5.45e-11-4.40e-010.34
4036LRP2ATC13HumanThyroidATC2.48e-11-4.39e-010.34
4036LRP2ATC4HumanThyroidATC1.39e-07-4.40e-010.34
4036LRP2ATC5HumanThyroidATC1.19e-10-4.39e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:004217613LungAISregulation of protein catabolic process92/1849391/187231.34e-153.91e-1292
GO:000989613LungAISpositive regulation of catabolic process103/1849492/187239.59e-141.86e-10103
GO:004573213LungAISpositive regulation of protein catabolic process60/1849231/187231.47e-122.14e-0960
GO:003133113LungAISpositive regulation of cellular catabolic process89/1849427/187236.12e-124.46e-0989
GO:190336213LungAISregulation of cellular protein catabolic process62/1849255/187231.37e-116.13e-0962
GO:190336413LungAISpositive regulation of cellular protein catabolic process41/1849155/187232.79e-094.92e-0741
GO:000689812LungAISreceptor-mediated endocytosis50/1849244/187234.47e-073.52e-0550
GO:000165511LungAISurogenital system development63/1849338/187235.46e-074.08e-0563
GO:000182211LungAISkidney development53/1849293/187231.04e-054.25e-0453
GO:007200111LungAISrenal system development54/1849302/187231.21e-054.71e-0454
GO:006056211LungAISepithelial tube morphogenesis57/1849325/187231.27e-054.78e-0457
GO:006145812LungAISreproductive system development70/1849427/187231.52e-055.50e-0470
GO:004860811LungAISreproductive structure development69/1849424/187232.23e-057.42e-0469
GO:000184111LungAISneural tube formation23/1849102/187231.24e-042.82e-0323
GO:001402011LungAISprimary neural tube formation21/184994/187232.75e-045.19e-0321
GO:000184311LungAISneural tube closure20/184988/187232.99e-045.54e-0320
GO:006060611LungAIStube closure20/184989/187233.50e-046.28e-0320
GO:000183811LungAISembryonic epithelial tube formation24/1849121/187236.82e-041.02e-0224
GO:002191511LungAISneural tube development28/1849152/187238.81e-041.19e-0228
GO:00163311LungAISmorphogenesis of embryonic epithelium27/1849147/187231.13e-031.45e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04340LungAISHedgehog signaling pathway14/96156/84653.21e-031.82e-021.17e-0214
hsa043401LungAISHedgehog signaling pathway14/96156/84653.21e-031.82e-021.17e-0214
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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
LRP2SNVMissense_Mutationnovelc.12085G>Cp.Glu4029Glnp.E4029QP98164protein_codingtolerated(0.21)probably_damaging(0.999)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
LRP2SNVMissense_Mutationc.5960N>Cp.Asp1987Alap.D1987AP98164protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-A1-A0SD-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRP2SNVMissense_Mutationc.7867N>Cp.Gly2623Argp.G2623RP98164protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A04X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
LRP2SNVMissense_Mutationc.9674N>Ap.Gly3225Glup.G3225EP98164protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
LRP2SNVMissense_Mutationc.6733N>Cp.Asp2245Hisp.D2245HP98164protein_codingdeleterious(0)benign(0.276)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
LRP2SNVMissense_Mutationc.7850G>Tp.Arg2617Leup.R2617LP98164protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0T4-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
LRP2SNVMissense_Mutationrs745739674c.9265N>Ap.Glu3089Lysp.E3089KP98164protein_codingdeleterious(0.02)benign(0.322)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
LRP2SNVMissense_Mutationc.5339N>Ap.Gly1780Aspp.G1780DP98164protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
LRP2SNVMissense_Mutationc.5356N>Cp.Asp1786Hisp.D1786HP98164protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
LRP2SNVMissense_Mutationc.11075N>Ap.Cys3692Tyrp.C3692YP98164protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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
4036LRP2EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, KINASEcisplatinCISPLATIN23274376,31666714,17457342
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