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: LRP12

Gene summary for LRP12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRP12

Gene ID

29967

Gene nameLDL receptor related protein 12
Gene AliasMIG13A
Cytomap8q22.3
Gene Typeprotein-coding
GO ID

GO:0001764

UniProtAcc

Q59H02


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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
29967LRP12LZE4THumanEsophagusESCC7.72e-092.39e-010.0811
29967LRP12LZE24THumanEsophagusESCC5.97e-061.18e-010.0596
29967LRP12P2T-EHumanEsophagusESCC2.28e-111.89e-010.1177
29967LRP12P8T-EHumanEsophagusESCC3.44e-064.16e-020.0889
29967LRP12P9T-EHumanEsophagusESCC1.05e-143.13e-010.1131
29967LRP12P10T-EHumanEsophagusESCC1.91e-182.48e-010.116
29967LRP12P12T-EHumanEsophagusESCC4.75e-122.14e-010.1122
29967LRP12P15T-EHumanEsophagusESCC3.34e-153.11e-010.1149
29967LRP12P16T-EHumanEsophagusESCC1.51e-254.85e-010.1153
29967LRP12P19T-EHumanEsophagusESCC1.92e-032.85e-010.1662
29967LRP12P20T-EHumanEsophagusESCC2.31e-033.50e-020.1124
29967LRP12P21T-EHumanEsophagusESCC8.81e-071.38e-010.1617
29967LRP12P22T-EHumanEsophagusESCC4.36e-152.65e-010.1236
29967LRP12P24T-EHumanEsophagusESCC1.25e-024.26e-020.1287
29967LRP12P26T-EHumanEsophagusESCC4.80e-305.16e-010.1276
29967LRP12P27T-EHumanEsophagusESCC3.28e-034.63e-020.1055
29967LRP12P28T-EHumanEsophagusESCC5.36e-326.68e-010.1149
29967LRP12P30T-EHumanEsophagusESCC1.99e-216.01e-010.137
29967LRP12P31T-EHumanEsophagusESCC3.08e-122.54e-010.1251
29967LRP12P32T-EHumanEsophagusESCC7.88e-244.74e-010.1666
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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
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
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:004586222LiverHCCpositive regulation of proteolysis232/7958372/187235.66e-153.98e-13232
GO:001056322LiverHCCnegative regulation of phosphorus metabolic process259/7958442/187234.29e-121.92e-10259
GO:004593622LiverHCCnegative regulation of phosphate metabolic process258/7958441/187236.00e-122.60e-10258
GO:004232622LiverHCCnegative regulation of phosphorylation227/7958385/187233.98e-111.52e-09227
GO:000193322LiverHCCnegative regulation of protein phosphorylation196/7958342/187231.95e-084.63e-07196
GO:004328112LiverHCCregulation of cysteine-type endopeptidase activity involved in apoptotic process125/7958209/187233.12e-075.42e-06125
GO:200011612LiverHCCregulation of cysteine-type endopeptidase activity137/7958235/187236.91e-071.08e-05137
GO:005254722LiverHCCregulation of peptidase activity247/7958461/187238.28e-071.27e-05247
GO:005254822LiverHCCregulation of endopeptidase activity230/7958432/187233.58e-064.68e-05230
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:001095212LiverHCCpositive regulation of peptidase activity110/7958197/187231.04e-048.98e-04110
GO:00467775LiverHCCprotein autophosphorylation123/7958227/187232.40e-041.80e-03123
GO:00434097LiverHCCnegative regulation of MAPK cascade98/7958180/187237.88e-044.74e-0398
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:001095012LiverHCCpositive regulation of endopeptidase activity96/7958179/187231.68e-038.79e-0396
GO:19012242LiverHCCpositive regulation of NIK/NF-kappaB signaling41/795869/187233.38e-031.54e-0241
GO:00380611LiverHCCNIK/NF-kappaB signaling77/7958143/187233.98e-031.76e-0277
GO:004328012LiverHCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process70/7958129/187234.58e-031.97e-0270
GO:200105612LiverHCCpositive regulation of cysteine-type endopeptidase activity79/7958148/187234.82e-032.03e-0279
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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
LRP12SNVMissense_Mutationrs776663032c.1946C>Tp.Ser649Phep.S649FQ9Y561protein_codingdeleterious(0.01)possibly_damaging(0.726)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
LRP12SNVMissense_Mutationrs147788045c.2048N>Tp.Thr683Metp.T683MQ9Y561protein_codingdeleterious(0.01)possibly_damaging(0.513)TCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
LRP12SNVMissense_Mutationc.2369N>Cp.Asp790Alap.D790AQ9Y561protein_codingdeleterious_low_confidence(0.01)benign(0.057)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRP12SNVMissense_Mutationrs375726206c.2554N>Ap.Asp852Asnp.D852NQ9Y561protein_codingdeleterious_low_confidence(0)probably_damaging(0.984)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
LRP12SNVMissense_Mutationc.428N>Tp.Ser143Leup.S143LQ9Y561protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRP12SNVMissense_Mutationnovelc.1577G>Ap.Arg526Lysp.R526KQ9Y561protein_codingtolerated(0.73)probably_damaging(0.952)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
LRP12SNVMissense_Mutationc.1015N>Ap.Ala339Thrp.A339TQ9Y561protein_codingtolerated(0.22)benign(0.047)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRP12SNVMissense_Mutationc.586G>Ap.Asp196Asnp.D196NQ9Y561protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-GM-A2DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilPD
LRP12SNVMissense_Mutationc.922G>Tp.Gly308Cysp.G308CQ9Y561protein_codingdeleterious_low_confidence(0)probably_damaging(0.975)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
LRP12deletionFrame_Shift_Delrs35928649c.1351delNp.Cys451AlafsTer37p.C451Afs*37Q9Y561protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=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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