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: NOB1

Gene summary for NOB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOB1

Gene ID

28987

Gene nameNIN1 (RPN12) binding protein 1 homolog
Gene AliasART-4
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000469

UniProtAcc

Q9ULX3


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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
28987NOB1HTA11_3410_2000001011HumanColorectumAD5.96e-072.52e-010.0155
28987NOB1HTA11_1938_2000001011HumanColorectumAD9.55e-074.22e-01-0.0811
28987NOB1HTA11_78_2000001011HumanColorectumAD6.50e-053.46e-01-0.1088
28987NOB1HTA11_347_2000001011HumanColorectumAD6.03e-093.83e-01-0.1954
28987NOB1HTA11_1391_2000001011HumanColorectumAD2.86e-135.94e-01-0.059
28987NOB1HTA11_546_2000001011HumanColorectumAD2.09e-033.78e-01-0.0842
28987NOB1HTA11_7862_2000001011HumanColorectumAD3.49e-044.79e-01-0.0179
28987NOB1HTA11_866_3004761011HumanColorectumAD2.50e-328.32e-010.096
28987NOB1HTA11_8622_2000001021HumanColorectumSER7.58e-148.86e-010.0528
28987NOB1HTA11_7663_2000001011HumanColorectumSER1.61e-035.29e-010.0131
28987NOB1HTA11_10623_2000001011HumanColorectumAD1.06e-023.60e-01-0.0177
28987NOB1HTA11_6801_2000001011HumanColorectumSER5.65e-035.20e-010.0171
28987NOB1HTA11_10711_2000001011HumanColorectumAD1.64e-074.90e-010.0338
28987NOB1HTA11_7696_3000711011HumanColorectumAD2.16e-195.93e-010.0674
28987NOB1HTA11_6818_2000001011HumanColorectumAD1.47e-045.85e-010.0112
28987NOB1HTA11_7469_2000001011HumanColorectumAD2.01e-035.94e-01-0.0124
28987NOB1HTA11_6818_2000001021HumanColorectumAD2.16e-156.74e-010.0588
28987NOB1HTA11_99999970781_79442HumanColorectumMSS7.27e-094.15e-010.294
28987NOB1HTA11_99999965062_69753HumanColorectumMSI-H2.21e-051.06e+000.3487
28987NOB1HTA11_99999971662_82457HumanColorectumMSS2.89e-308.18e-010.3859
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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
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:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:0042274ColorectumADribosomal small subunit biogenesis25/391873/187235.69e-033.64e-0225
GO:00226131ColorectumSERribonucleoprotein complex biogenesis112/2897463/187235.01e-072.48e-05112
GO:00422741ColorectumSERribosomal small subunit biogenesis23/289773/187234.50e-046.57e-0323
GO:00422541ColorectumSERribosome biogenesis66/2897299/187231.48e-031.60e-0266
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
GO:0016072ColorectumMSSrRNA metabolic process60/3467236/187235.01e-033.46e-0260
GO:00226133ColorectumMSI-Hribonucleoprotein complex biogenesis95/1319463/187231.04e-218.32e-1995
GO:00422543ColorectumMSI-Hribosome biogenesis54/1319299/187231.27e-102.07e-0854
GO:00422742ColorectumMSI-Hribosomal small subunit biogenesis20/131973/187239.17e-089.10e-0620
GO:00063641ColorectumMSI-HrRNA processing39/1319225/187231.45e-071.32e-0539
GO:00160721ColorectumMSI-HrRNA metabolic process39/1319236/187235.20e-073.91e-0539
GO:0034470ColorectumMSI-HncRNA processing48/1319395/187231.54e-044.47e-0348
GO:0034660ColorectumMSI-HncRNA metabolic process53/1319485/187239.66e-041.68e-0253
GO:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:001607219EsophagusHGINrRNA metabolic process72/2587236/187232.26e-112.56e-0972
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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
NOB1SNVMissense_Mutationc.1080C>Ap.Asn360Lysp.N360KQ9ULX3protein_codingdeleterious(0)benign(0.056)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NOB1insertionNonsense_Mutationnovelc.141_142insTGAGTTGp.Val48Terp.V48*Q9ULX3protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NOB1insertionNonsense_Mutationnovelc.139_140insTTTCTTGACCACTGACCTCTCATTGCTTTTCTGACTp.Ala47delinsValSerTerProLeuThrSerHisCysPheSerAspSerp.A47delinsVS*PLTSHCFSDSQ9ULX3protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NOB1SNVMissense_Mutationrs200973241c.1003N>Ap.Ala335Thrp.A335TQ9ULX3protein_codingdeleterious(0.01)benign(0.003)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
NOB1SNVMissense_Mutationc.449A>Tp.Glu150Valp.E150VQ9ULX3protein_codingtolerated(0.06)benign(0.007)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NOB1SNVMissense_Mutationrs145274258c.1141C>Tp.Arg381Cysp.R381CQ9ULX3protein_codingdeleterious(0)probably_damaging(0.964)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NOB1insertionIn_Frame_Insnovelc.991_992insTCAp.Gly331delinsValArgp.G331delinsVRQ9ULX3protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NOB1insertionNonsense_Mutationnovelc.1001dupAp.Tyr334Terp.Y334*Q9ULX3protein_codingTCGA-AF-2690-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NOB1SNVMissense_Mutationrs768728190c.1192N>Tp.Arg398Cysp.R398CQ9ULX3protein_codingdeleterious(0)probably_damaging(0.964)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
NOB1SNVMissense_Mutationc.516G>Tp.Gln172Hisp.Q172HQ9ULX3protein_codingtolerated(0.1)possibly_damaging(0.864)TCGA-AP-A051-01Endometriumuterine corpus endometrioid 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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