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: SORL1

Gene summary for SORL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SORL1

Gene ID

6653

Gene namesortilin related receptor 1
Gene AliasC11orf32
Cytomap11q24.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R3H2


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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
6653SORL1CA_HPV_2HumanCervixCC4.09e-02-3.72e-010.0391
6653SORL1CA_HPV_3HumanCervixCC1.42e-09-3.26e-010.0414
6653SORL1N_HPV_1HumanCervixN_HPV6.72e-06-4.26e-010.0079
6653SORL1N_HPV_2HumanCervixN_HPV1.84e-02-1.68e-01-0.0131
6653SORL1CCI_1HumanCervixCC1.15e-03-5.73e-010.528
6653SORL1CCII_1HumanCervixCC4.24e-11-6.02e-010.3249
6653SORL1TumorHumanCervixCC1.54e-07-4.53e-010.1241
6653SORL1sample1HumanCervixCC2.76e-11-6.14e-010.0959
6653SORL1sample3HumanCervixCC6.79e-09-4.11e-010.1387
6653SORL1L1HumanCervixCC7.48e-07-5.13e-010.0802
6653SORL1T1HumanCervixCC5.26e-19-5.89e-010.0918
6653SORL1T3HumanCervixCC1.17e-06-3.97e-010.1389
6653SORL1HTA11_1938_2000001011HumanColorectumAD1.38e-118.42e-01-0.0811
6653SORL1HTA11_78_2000001011HumanColorectumAD1.85e-024.46e-01-0.1088
6653SORL1HTA11_347_2000001011HumanColorectumAD1.62e-239.15e-01-0.1954
6653SORL1HTA11_411_2000001011HumanColorectumSER1.41e-039.47e-01-0.2602
6653SORL1HTA11_5212_2000001011HumanColorectumAD1.43e-036.84e-01-0.2061
6653SORL1HTA11_6818_2000001021HumanColorectumAD4.15e-076.49e-010.0588
6653SORL1HTA11_99999965104_69814HumanColorectumMSS2.42e-045.47e-010.281
6653SORL1HTA11_99999971662_82457HumanColorectumMSS7.31e-076.56e-010.3859
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
∗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:005134829SkincSCCnegative regulation of transferase activity100/4864268/187232.60e-052.94e-04100
GO:003209117SkincSCCnegative regulation of protein binding43/486494/187232.68e-053.03e-0443
GO:000704110SkincSCClysosomal transport49/4864114/187235.78e-055.74e-0449
GO:003166728SkincSCCresponse to nutrient levels160/4864474/187238.44e-058.02e-04160
GO:007137518SkincSCCcellular response to peptide hormone stimulus104/4864290/187231.15e-041.06e-03104
GO:190121426SkincSCCregulation of neuron death112/4864319/187231.71e-041.48e-03112
GO:009008417SkincSCCnegative regulation of inclusion body assembly9/486411/187231.73e-041.49e-039
GO:005134627SkincSCCnegative regulation of hydrolase activity130/4864379/187231.74e-041.49e-03130
GO:1901653110SkincSCCcellular response to peptide124/4864359/187231.75e-041.49e-03124
GO:0070841110SkincSCCinclusion body assembly15/486424/187231.77e-041.50e-0315
GO:007190024SkincSCCregulation of protein serine/threonine kinase activity123/4864359/187232.70e-042.17e-03123
GO:0032869110SkincSCCcellular response to insulin stimulus75/4864203/187233.53e-042.78e-0375
GO:009892715SkincSCCvesicle-mediated transport between endosomal compartments22/486443/187233.58e-042.82e-0322
GO:003133326SkincSCCnegative regulation of protein-containing complex assembly55/4864141/187234.57e-043.49e-0355
GO:0032868110SkincSCCresponse to insulin93/4864264/187235.10e-043.83e-0393
GO:001095125SkincSCCnegative regulation of endopeptidase activity89/4864252/187236.05e-044.38e-0389
GO:007266516SkincSCCprotein localization to vacuole30/486467/187236.60e-044.73e-0330
GO:001046626SkincSCCnegative regulation of peptidase activity91/4864262/187239.73e-046.58e-0391
GO:0006469110SkincSCCnegative regulation of protein kinase activity74/4864212/187232.36e-031.37e-0274
GO:0033673110SkincSCCnegative regulation of kinase activity81/4864237/187232.95e-031.64e-0281
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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
SORL1SNVMissense_Mutationnovelc.1999N>Ap.Asp667Asnp.D667NQ92673protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SORL1SNVMissense_Mutationc.883N>Ap.Glu295Lysp.E295KQ92673protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
SORL1SNVMissense_Mutationnovelc.3388A>Tp.Thr1130Serp.T1130SQ92673protein_codingtolerated(0.71)benign(0.007)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SORL1SNVMissense_Mutationnovelc.529N>Cp.Tyr177Hisp.Y177HQ92673protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SORL1SNVMissense_Mutationc.1426C>Tp.His476Tyrp.H476YQ92673protein_codingdeleterious(0)possibly_damaging(0.852)TCGA-D8-A1XM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SORL1SNVMissense_Mutationrs149445303c.5627N>Tp.Thr1876Metp.T1876MQ92673protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
SORL1insertionFrame_Shift_Insnovelc.4917_4918insATTGTTGGGATTCATCTCATTGTTATTTCTGTTACTCAAACCAp.Asp1640IlefsTer60p.D1640Ifs*60Q92673protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
SORL1insertionFrame_Shift_Insnovelc.2838_2839insTATTAp.Thr947TyrfsTer2p.T947Yfs*2Q92673protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
SORL1insertionIn_Frame_Insnovelc.4008_4009insCTGTATCAGATGGCACTCCCAGCGTGCCGTAGCCCCTTACCCp.Val1336_Cys1337insLeuTyrGlnMetAlaLeuProAlaCysArgSerProLeuProp.V1336_C1337insLYQMALPACRSPLPQ92673protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SORL1insertionFrame_Shift_Insnovelc.5847_5848insTTTTGCAAATGTTCCGGTGCCCCTGCTGCTCTTGGATp.Ile1950PhefsTer20p.I1950Ffs*20Q92673protein_codingTCGA-B6-A0IM-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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