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: NBR1

Gene summary for NBR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NBR1

Gene ID

4077

Gene nameNBR1 autophagy cargo receptor
Gene Alias1A1-3B
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q14596


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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
4077NBR1HTA11_2487_2000001011HumanColorectumSER3.16e-043.95e-01-0.1808
4077NBR1HTA11_1938_2000001011HumanColorectumAD5.23e-045.18e-01-0.0811
4077NBR1HTA11_78_2000001011HumanColorectumAD9.07e-126.98e-01-0.1088
4077NBR1HTA11_347_2000001011HumanColorectumAD1.21e-369.78e-01-0.1954
4077NBR1HTA11_411_2000001011HumanColorectumSER9.19e-058.71e-01-0.2602
4077NBR1HTA11_83_2000001011HumanColorectumSER8.41e-055.30e-01-0.1526
4077NBR1HTA11_696_2000001011HumanColorectumAD8.30e-095.45e-01-0.1464
4077NBR1HTA11_866_2000001011HumanColorectumAD2.20e-115.31e-01-0.1001
4077NBR1HTA11_1391_2000001011HumanColorectumAD6.47e-065.35e-01-0.059
4077NBR1HTA11_546_2000001011HumanColorectumAD8.67e-035.44e-01-0.0842
4077NBR1HTA11_866_3004761011HumanColorectumAD1.46e-043.84e-010.096
4077NBR1HTA11_4255_2000001011HumanColorectumSER4.26e-026.53e-010.0446
4077NBR1HTA11_7663_2000001011HumanColorectumSER1.05e-026.04e-010.0131
4077NBR1HTA11_10623_2000001011HumanColorectumAD3.28e-024.46e-01-0.0177
4077NBR1HTA11_7696_3000711011HumanColorectumAD1.63e-043.64e-010.0674
4077NBR1HTA11_99999970781_79442HumanColorectumMSS2.62e-116.32e-010.294
4077NBR1HTA11_99999965062_69753HumanColorectumMSI-H1.11e-039.86e-010.3487
4077NBR1HTA11_99999965104_69814HumanColorectumMSS1.18e-148.87e-010.281
4077NBR1HTA11_99999971662_82457HumanColorectumMSS3.75e-146.98e-010.3859
4077NBR1A015-C-203HumanColorectumFAP6.50e-09-7.09e-02-0.1294
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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
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
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:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0051403ColorectumADstress-activated MAPK cascade72/3918239/187234.77e-045.25e-0372
GO:0031098ColorectumADstress-activated protein kinase signaling cascade74/3918247/187234.80e-045.27e-0374
GO:0070302ColorectumADregulation of stress-activated protein kinase signaling cascade58/3918195/187232.21e-031.74e-0258
GO:0032872ColorectumADregulation of stress-activated MAPK cascade57/3918192/187232.51e-031.92e-0257
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00016491ColorectumSERosteoblast differentiation56/2897229/187232.49e-044.21e-0356
GO:00310981ColorectumSERstress-activated protein kinase signaling cascade54/2897247/187234.65e-033.67e-0254
GO:00514031ColorectumSERstress-activated MAPK cascade52/2897239/187235.96e-034.35e-0252
GO:00015031ColorectumSERossification82/2897408/187236.76e-034.78e-0282
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00016492ColorectumMSSosteoblast differentiation64/3467229/187232.91e-043.83e-0364
GO:00310982ColorectumMSSstress-activated protein kinase signaling cascade67/3467247/187235.28e-045.99e-0367
GO:00514032ColorectumMSSstress-activated MAPK cascade65/3467239/187235.87e-046.49e-0365
GO:00703021ColorectumMSSregulation of stress-activated protein kinase signaling cascade52/3467195/187233.07e-032.34e-0252
GO:00328721ColorectumMSSregulation of stress-activated MAPK cascade51/3467192/187233.65e-032.69e-0251
GO:00015032ColorectumMSSossification96/3467408/187236.09e-034.07e-0296
GO:00162363ColorectumFAPmacroautophagy70/2622291/187232.73e-061.02e-0470
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041372ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa041373ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa041374ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041375ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041376ColorectumMSI-HMitophagy - animal16/79772/84658.73e-041.01e-028.48e-0316
hsa041377ColorectumMSI-HMitophagy - animal16/79772/84658.73e-041.01e-028.48e-0316
hsa041378ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa041379ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa0413730EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
hsa04137113EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413721LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0413731LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0413741LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413751LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa04137112Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
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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
NBR1SNVMissense_Mutationrs748165854c.2363N>Cp.Asn788Thrp.N788TQ14596protein_codingtolerated(0.14)benign(0)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NBR1SNVMissense_Mutationrs778793245c.1510A>Cp.Thr504Prop.T504PQ14596protein_codingtolerated(0.24)benign(0)TCGA-BH-A0BS-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
NBR1SNVMissense_Mutationc.487N>Ap.Glu163Lysp.E163KQ14596protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
NBR1SNVMissense_Mutationc.1652N>Tp.Ser551Phep.S551FQ14596protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1XY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytamoxiphenSD
NBR1insertionNonsense_Mutationnovelc.1602_1603insTAGTAGAAACAGGGTTTCACCGTGTTAGCCAGGATGGTCTp.Pro535Terp.P535*Q14596protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NBR1insertionNonsense_Mutationnovelc.1670_1671insTGGCTAAAACTAAAAGAACCCACTCATAGCTGGTTGTTTTp.Gln558GlyfsTer2p.Q558Gfs*2Q14596protein_codingTCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
NBR1insertionFrame_Shift_Insnovelc.2281_2282insGCAACAGAGTGAGACTCCATCTCAAATCAATCp.Glu761GlyfsTer46p.E761Gfs*46Q14596protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
NBR1deletionFrame_Shift_Delnovelc.290delNp.Val97GlufsTer6p.V97Efs*6Q14596protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NBR1SNVMissense_Mutationc.1278N>Cp.Lys426Asnp.K426NQ14596protein_codingdeleterious(0.02)benign(0.239)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
NBR1SNVMissense_Mutationc.1841N>Tp.Ala614Valp.A614VQ14596protein_codingtolerated(0.14)benign(0.054)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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