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: NOTUM

Gene summary for NOTUM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOTUM

Gene ID

147111

Gene namenotum, palmitoleoyl-protein carboxylesterase
Gene AliashNOTUM
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q6P988


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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
147111NOTUMHTA11_696_2000001011HumanColorectumAD3.61e-021.31e-01-0.1464
147111NOTUMHTA11_99999971662_82457HumanColorectumMSS9.32e-103.68e-010.3859
147111NOTUMHTA11_99999974143_84620HumanColorectumMSS3.87e-1453.29e+000.3005
147111NOTUMF007HumanColorectumFAP3.60e-032.55e-010.1176
147111NOTUMA002-C-021HumanColorectumFAP7.82e-133.65e-010.1171
147111NOTUMA001-C-007HumanColorectumCRC2.02e-147.12e-010.1899
147111NOTUMF072BHumanColorectumFAP1.96e-104.89e-010.257
147111NOTUMCRC-1-8810HumanColorectumCRC2.14e-338.12e-010.6257
147111NOTUMHCC1HumanLiverHCC5.52e-275.26e+000.5336
147111NOTUMS014HumanLiverHCC5.59e-904.88e+000.2254
147111NOTUMS015HumanLiverHCC1.72e-744.93e+000.2375
147111NOTUMS016HumanLiverHCC5.81e-1054.63e+000.2243
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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
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
∗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:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00301112ColorectumMSSregulation of Wnt signaling pathway98/3467328/187233.37e-071.36e-0598
GO:00160552ColorectumMSSWnt signaling pathway124/3467444/187236.06e-072.26e-05124
GO:01987382ColorectumMSScell-cell signaling by wnt124/3467446/187237.83e-072.77e-05124
GO:00600702ColorectumMSScanonical Wnt signaling pathway86/3467303/187231.58e-053.56e-0486
GO:00608282ColorectumMSSregulation of canonical Wnt signaling pathway74/3467253/187231.99e-054.26e-0474
GO:0030178ColorectumMSSnegative regulation of Wnt signaling pathway48/3467170/187231.23e-031.18e-0248
GO:00015032ColorectumMSSossification96/3467408/187236.09e-034.07e-0296
GO:00160553ColorectumFAPWnt signaling pathway104/2622444/187234.92e-083.92e-06104
GO:01987383ColorectumFAPcell-cell signaling by wnt104/2622446/187236.26e-084.54e-06104
GO:00301113ColorectumFAPregulation of Wnt signaling pathway81/2622328/187231.44e-079.03e-0681
GO:00608283ColorectumFAPregulation of canonical Wnt signaling pathway62/2622253/187235.26e-061.69e-0462
GO:00600703ColorectumFAPcanonical Wnt signaling pathway71/2622303/187236.23e-061.96e-0471
GO:00015033ColorectumFAPossification79/2622408/187231.53e-031.37e-0279
GO:00301781ColorectumFAPnegative regulation of Wnt signaling pathway38/2622170/187232.06e-031.70e-0238
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043102ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043103ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043104ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043105ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043106ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
hsa043107ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
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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
NOTUMSNVMissense_Mutationc.697N>Ap.Ala233Thrp.A233TQ6P988protein_codingdeleterious(0)probably_damaging(1)TCGA-A1-A0SJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NOTUMSNVMissense_Mutationc.913N>Tp.Arg305Cysp.R305CQ6P988protein_codingdeleterious(0.02)probably_damaging(0.91)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NOTUMdeletionFrame_Shift_Delc.1285delNp.Leu429SerfsTer33p.L429Sfs*33Q6P988protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NOTUMinsertionIn_Frame_Insnovelc.684_685insCTGp.Leu228dupp.L228dupQ6P988protein_codingTCGA-E9-A244-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NOTUMSNVMissense_Mutationnovelc.259G>Ap.Glu87Lysp.E87KQ6P988protein_codingtolerated(0.34)benign(0.143)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NOTUMSNVMissense_Mutationnovelc.268N>Tp.Arg90Cysp.R90CQ6P988protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NOTUMSNVMissense_Mutationnovelc.943N>Cp.Glu315Glnp.E315QQ6P988protein_codingtolerated(0.15)possibly_damaging(0.479)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NOTUMSNVMissense_Mutationc.913N>Tp.Arg305Cysp.R305CQ6P988protein_codingdeleterious(0.02)probably_damaging(0.91)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NOTUMSNVMissense_Mutationc.1409T>Cp.Met470Thrp.M470TQ6P988protein_codingdeleterious(0)benign(0.276)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NOTUMSNVMissense_Mutationrs772006556c.1180N>Tp.Arg394Trpp.R394WQ6P988protein_codingdeleterious(0)probably_damaging(0.957)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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