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: INS

Gene summary for INS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INS

Gene ID

3630

Gene nameinsulin
Gene AliasIDDM
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

I3WAC9


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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
3630INSHTA12-15-2HumanPancreasPDAC4.21e-076.33e-010.2315
3630INSHTA12-16-5HumanPancreasPDAC1.34e-095.46e-010.047
3630INSHTA12-29-1HumanPancreasPDAC1.10e-175.45e-010.3722
3630INSHTA12-9-1HumanPancreasPDAC1.54e-023.32e-010.1532
3630INSHTA12-9-2HumanPancreasPDAC3.02e-06-8.82e-010.0835
3630INS3829-ECHumanPancreasPanIN3.51e-447.24e-010.009
3630INS4347-ECHumanPancreasPanIN4.13e-1871.20e+000.0572
3630INS4741-EC1HumanPancreasPanIN1.43e-458.66e-010.0223
3630INS181429HumanPancreasPDAC1.38e-04-1.64e+000.1416
3630INSDS20191261TumorHumanPancreasPDAC1.19e-32-1.64e+000.1367
3630INSDS20191261TumorKellerHumanPancreasPDAC1.12e-06-1.64e+000.1407
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
∗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:00620131ColorectumFAPpositive regulation of small molecule metabolic process34/2622143/187231.15e-031.10e-0234
GO:00336744ColorectumFAPpositive regulation of kinase activity89/2622467/187231.33e-031.22e-0289
GO:00316232ColorectumFAPreceptor internalization28/2622113/187231.56e-031.39e-0228
GO:19005421ColorectumFAPregulation of purine nucleotide metabolic process22/262284/187232.27e-031.84e-0222
GO:00454292ColorectumFAPpositive regulation of nitric oxide biosynthetic process13/262240/187232.31e-031.86e-0213
GO:0046323ColorectumFAPglucose import20/262274/187232.36e-031.88e-0220
GO:00801642ColorectumFAPregulation of nitric oxide metabolic process18/262264/187232.37e-031.89e-0218
GO:0008286ColorectumFAPinsulin receptor signaling pathway28/2622116/187232.37e-031.89e-0228
GO:0043405ColorectumFAPregulation of MAP kinase activity39/2622177/187232.38e-031.90e-0239
GO:0045821ColorectumFAPpositive regulation of glycolytic process8/262219/187232.61e-032.03e-028
GO:0045913ColorectumFAPpositive regulation of carbohydrate metabolic process20/262275/187232.80e-032.15e-0220
GO:19044072ColorectumFAPpositive regulation of nitric oxide metabolic process13/262241/187232.96e-032.25e-0213
GO:0006140ColorectumFAPregulation of nucleotide metabolic process22/262286/187233.11e-032.33e-0222
GO:00073462ColorectumFAPregulation of mitotic cell cycle85/2622457/187233.41e-032.48e-0285
GO:00454282ColorectumFAPregulation of nitric oxide biosynthetic process17/262262/187234.12e-032.84e-0217
GO:00432442ColorectumFAPregulation of protein-containing complex disassembly28/2622121/187234.50e-033.06e-0228
GO:00900681ColorectumFAPpositive regulation of cell cycle process48/2622236/187234.53e-033.08e-0248
GO:00970622ColorectumFAPdendritic spine maintenance8/262221/187235.43e-033.53e-028
GO:0046324ColorectumFAPregulation of glucose import16/262259/187235.95e-033.75e-0216
GO:0002092ColorectumFAPpositive regulation of receptor internalization9/262226/187236.73e-034.14e-029
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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
NAMPTINSRNAMPT_INSRVISFATINBreastADJ
NAMPTINSRNAMPT_INSRVISFATINBreastHealthy
NAMPTINSRNAMPT_INSRVISFATINBreastIDC
NAMPTINSRNAMPT_INSRVISFATINBreastPrecancer
NAMPTINSRNAMPT_INSRVISFATINCervixADJ
NAMPTINSRNAMPT_INSRVISFATINCervixHealthy
NAMPTINSRNAMPT_INSRVISFATINCervixPrecancer
NAMPTINSRNAMPT_INSRVISFATINCRCADJ
NAMPTINSRNAMPT_INSRVISFATINCRCCRC
NAMPTINSRNAMPT_INSRVISFATINCRCFAP
NAMPTINSRNAMPT_INSRVISFATINCRCHealthy
NAMPTINSRNAMPT_INSRVISFATINCRCMSI-H
NAMPTINSRNAMPT_INSRVISFATINCRCMSS
NAMPTINSRNAMPT_INSRVISFATINEndometriumADJ
NAMPTINSRNAMPT_INSRVISFATINEndometriumAEH
NAMPTINSRNAMPT_INSRVISFATINEndometriumEEC
NAMPTINSRNAMPT_INSRVISFATINEndometriumHealthy
NAMPTINSRNAMPT_INSRVISFATINEsophagusESCC
NAMPTINSRNAMPT_INSRVISFATINGCADJ
NAMPTINSRNAMPT_INSRVISFATINGCGC
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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
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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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