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: NUMB

Gene summary for NUMB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUMB

Gene ID

8650

Gene nameNUMB endocytic adaptor protein
Gene AliasC14orf41
Cytomap14q24.2-q24.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R6F4


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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
8650NUMBHTA11_3410_2000001011HumanColorectumAD4.40e-17-5.36e-010.0155
8650NUMBHTA11_347_2000001011HumanColorectumAD8.86e-115.99e-01-0.1954
8650NUMBHTA11_3361_2000001011HumanColorectumAD2.49e-02-2.72e-01-0.1207
8650NUMBHTA11_5216_2000001011HumanColorectumSER1.16e-03-4.80e-01-0.1462
8650NUMBHTA11_866_3004761011HumanColorectumAD2.34e-06-4.22e-010.096
8650NUMBHTA11_4255_2000001011HumanColorectumSER6.90e-03-2.02e-010.0446
8650NUMBHTA11_7696_3000711011HumanColorectumAD3.38e-11-4.14e-010.0674
8650NUMBHTA11_11156_2000001011HumanColorectumAD1.44e-03-6.32e-010.0397
8650NUMBHTA11_99999970781_79442HumanColorectumMSS9.26e-04-3.38e-010.294
8650NUMBHTA11_99999971662_82457HumanColorectumMSS7.54e-10-4.86e-010.3859
8650NUMBHTA11_99999973899_84307HumanColorectumMSS4.68e-04-4.41e-010.2585
8650NUMBHTA11_99999974143_84620HumanColorectumMSS4.26e-22-6.18e-010.3005
8650NUMBF007HumanColorectumFAP1.61e-05-4.19e-010.1176
8650NUMBA001-C-207HumanColorectumFAP2.29e-10-5.70e-010.1278
8650NUMBA015-C-203HumanColorectumFAP4.65e-42-7.11e-01-0.1294
8650NUMBA015-C-204HumanColorectumFAP1.69e-09-4.60e-01-0.0228
8650NUMBA014-C-040HumanColorectumFAP3.77e-08-6.22e-01-0.1184
8650NUMBA002-C-201HumanColorectumFAP1.05e-24-6.80e-010.0324
8650NUMBA002-C-203HumanColorectumFAP1.02e-02-3.50e-010.2786
8650NUMBA001-C-119HumanColorectumFAP4.12e-08-3.27e-01-0.1557
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:190547511LiverHCCregulation of protein localization to membrane113/7958175/187232.90e-097.78e-08113
GO:190437521LiverHCCregulation of protein localization to cell periphery83/7958125/187235.60e-081.19e-0683
GO:190307621LiverHCCregulation of protein localization to plasma membrane69/7958104/187237.58e-071.17e-0569
GO:00315031LiverHCCprotein-containing complex localization129/7958220/187239.38e-071.42e-05129
GO:004311221LiverHCCreceptor metabolic process96/7958166/187234.69e-054.50e-0496
GO:190382811LiverHCCnegative regulation of cellular protein localization71/7958117/187235.44e-055.12e-0471
GO:000689821LiverHCCreceptor-mediated endocytosis134/7958244/187235.73e-055.31e-04134
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:004521622LiverHCCcell-cell junction organization107/7958200/187231.06e-036.11e-03107
GO:190307711LiverHCCnegative regulation of protein localization to plasma membrane18/795824/187231.27e-036.92e-0318
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:00507693LiverHCCpositive regulation of neurogenesis116/7958225/187233.67e-031.63e-02116
GO:190437611LiverHCCnegative regulation of protein localization to cell periphery18/795826/187235.37e-032.24e-0218
GO:003433211LiverHCCadherens junction organization30/795849/187236.31e-032.57e-0230
GO:190547611LiverHCCnegative regulation of protein localization to membrane21/795832/187237.02e-032.80e-0221
GO:004825921LiverHCCregulation of receptor-mediated endocytosis60/7958110/187237.12e-032.84e-0260
GO:00726598LungIACprotein localization to plasma membrane60/2061284/187234.74e-073.10e-0560
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0433021Oral cavityNEOLPNotch signaling pathway21/111262/84652.23e-051.87e-041.18e-0421
hsa0433031Oral cavityNEOLPNotch signaling pathway21/111262/84652.23e-051.87e-041.18e-0421
hsa043304ProstateBPHNotch signaling pathway21/171862/84658.53e-032.68e-021.66e-0221
hsa0433011ProstateBPHNotch signaling pathway21/171862/84658.53e-032.68e-021.66e-0221
hsa043302ProstateTumorNotch signaling pathway22/179162/84656.45e-032.16e-021.34e-0222
hsa043303ProstateTumorNotch signaling pathway22/179162/84656.45e-032.16e-021.34e-0222
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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
NUMBSNVMissense_Mutationnovelc.203N>Tp.Glu68Valp.E68VP49757protein_codingtolerated(0.17)probably_damaging(0.939)TCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
NUMBSNVMissense_Mutationc.1813N>Ap.Glu605Lysp.E605KP49757protein_codingtolerated_low_confidence(0.46)benign(0.017)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NUMBSNVMissense_Mutationrs755122928c.1174N>Tp.Arg392Cysp.R392CP49757protein_codingdeleterious(0)probably_damaging(0.959)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NUMBSNVMissense_Mutationc.1457N>Tp.Ala486Valp.A486VP49757protein_codingtolerated(0.43)benign(0.027)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
NUMBSNVMissense_Mutationc.1876A>Cp.Lys626Glnp.K626QP49757protein_codingdeleterious(0)possibly_damaging(0.811)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NUMBSNVMissense_Mutationc.601A>Tp.Thr201Serp.T201SP49757protein_codingtolerated(0.44)possibly_damaging(0.692)TCGA-E9-A1NF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
NUMBSNVMissense_Mutationc.1024N>Ap.Glu342Lysp.E342KP49757protein_codingdeleterious(0.05)benign(0.24)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
NUMBSNVMissense_Mutationrs774508876c.874N>Tp.Arg292Cysp.R292CP49757protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUMBSNVMissense_Mutationrs149035382c.1175G>Ap.Arg392Hisp.R392HP49757protein_codingtolerated(0.08)probably_damaging(0.959)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NUMBSNVMissense_Mutationc.514C>Tp.Arg172Trpp.R172WP49757protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
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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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