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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: NUMBL

Gene summary for NUMBL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUMBL

Gene ID

9253

Gene nameNUMB like endocytic adaptor protein
Gene AliasCAG3A
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A0C4DGH3


Top

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
9253NUMBLHCC1_MengHumanLiverHCC2.05e-111.07e-020.0246
9253NUMBLHCC2HumanLiverHCC3.05e-035.68e-010.5341
9253NUMBLHCC5HumanLiverHCC1.31e-061.03e+000.4932
9253NUMBLS014HumanLiverHCC9.12e-052.37e-010.2254
9253NUMBLS016HumanLiverHCC2.85e-092.99e-010.2243
9253NUMBLS028HumanLiverHCC3.06e-021.58e-010.2503
9253NUMBLC04HumanOral cavityOSCC3.25e-082.46e-010.2633
9253NUMBLC21HumanOral cavityOSCC7.14e-041.22e-010.2678
9253NUMBLC30HumanOral cavityOSCC5.97e-205.76e-010.3055
9253NUMBLC38HumanOral cavityOSCC1.52e-053.92e-010.172
9253NUMBLC43HumanOral cavityOSCC1.33e-081.68e-010.1704
9253NUMBLC51HumanOral cavityOSCC1.79e-021.53e-010.2674
9253NUMBLC57HumanOral cavityOSCC1.01e-031.10e-010.1679
9253NUMBLC08HumanOral cavityOSCC1.57e-144.02e-010.1919
9253NUMBLC09HumanOral cavityOSCC3.14e-041.05e-010.1431
9253NUMBLLN22HumanOral cavityOSCC9.83e-129.65e-010.1733
9253NUMBLLN46HumanOral cavityOSCC3.87e-031.27e-010.1666
9253NUMBLSYSMH1HumanOral cavityOSCC5.50e-061.14e-010.1127
9253NUMBLSYSMH2HumanOral cavityOSCC5.45e-031.11e-010.2326
9253NUMBLSYSMH3HumanOral cavityOSCC1.23e-051.58e-010.2442
Page: 1 2 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:004521622LiverHCCcell-cell junction organization107/7958200/187231.06e-036.11e-03107
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:00507693LiverHCCpositive regulation of neurogenesis116/7958225/187233.67e-031.63e-02116
GO:003433211LiverHCCadherens junction organization30/795849/187236.31e-032.57e-0230
GO:00107209Oral cavityOSCCpositive regulation of cell development159/7305298/187233.06e-074.66e-06159
GO:00507696Oral cavityOSCCpositive regulation of neurogenesis120/7305225/187238.45e-069.02e-05120
GO:00507679Oral cavityOSCCregulation of neurogenesis179/7305364/187234.49e-053.84e-04179
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:00519624Oral cavityOSCCpositive regulation of nervous system development135/7305272/187232.20e-041.44e-03135
GO:00519605Oral cavityOSCCregulation of nervous system development205/7305443/187239.80e-045.11e-03205
GO:004521618Oral cavityOSCCcell-cell junction organization97/7305200/187233.83e-031.57e-0297
GO:0021591Oral cavityOSCCventricular system development18/730529/187231.00e-023.49e-0218
GO:006156410Oral cavityOSCCaxon development207/7305467/187231.01e-023.51e-02207
GO:001072018ThyroidPTCpositive regulation of cell development138/5968298/187231.13e-072.22e-06138
GO:006156419ThyroidPTCaxon development199/5968467/187235.27e-078.53e-06199
GO:000740918ThyroidPTCaxonogenesis178/5968418/187232.17e-062.91e-05178
GO:005076914ThyroidPTCpositive regulation of neurogenesis105/5968225/187232.28e-063.05e-05105
GO:005076716ThyroidPTCregulation of neurogenesis156/5968364/187235.86e-067.05e-05156
GO:0045216111ThyroidPTCcell-cell junction organization93/5968200/187231.01e-051.12e-0493
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
NUMBLSNVMissense_Mutationc.715N>Gp.Pro239Alap.P239AQ9Y6R0protein_codingtolerated(0.8)benign(0)TCGA-AR-A1AU-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
NUMBLSNVMissense_Mutationc.448G>Cp.Asp150Hisp.D150HQ9Y6R0protein_codingdeleterious(0)probably_damaging(0.994)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NUMBLSNVMissense_Mutationc.445N>Tp.Pro149Serp.P149SQ9Y6R0protein_codingdeleterious(0.02)possibly_damaging(0.896)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUMBLSNVMissense_Mutationrs760792387c.28N>Ap.Gly10Argp.G10RQ9Y6R0protein_codingtolerated_low_confidence(0.25)benign(0.003)TCGA-AA-3846-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NUMBLSNVMissense_Mutationnovelc.424G>Ap.Glu142Lysp.E142KQ9Y6R0protein_codingdeleterious(0)benign(0.425)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUMBLSNVMissense_Mutationrs774749633c.412G>Ap.Asp138Asnp.D138NQ9Y6R0protein_codingdeleterious(0.02)benign(0.4)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NUMBLSNVMissense_Mutationrs746765421c.1357G>Tp.Val453Leup.V453LQ9Y6R0protein_codingtolerated(0.47)benign(0)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NUMBLSNVMissense_Mutationc.1666N>Tp.Arg556Cysp.R556CQ9Y6R0protein_codingtolerated_low_confidence(0.06)possibly_damaging(0.586)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NUMBLSNVMissense_Mutationnovelc.1489N>Gp.Leu497Valp.L497VQ9Y6R0protein_codingtolerated_low_confidence(0.15)benign(0.066)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUMBLSNVMissense_Mutationnovelc.637N>Ap.Asp213Asnp.D213NQ9Y6R0protein_codingdeleterious(0.02)benign(0.34)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
Page: 1 2 3 

Top

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
Page: 1