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:00059962ColorectumMSSmonosaccharide metabolic process66/3467257/187232.61e-032.06e-0266
GO:00459811ColorectumMSSpositive regulation of nucleotide metabolic process16/346743/187233.04e-032.33e-0216
GO:19005441ColorectumMSSpositive regulation of purine nucleotide metabolic process16/346743/187233.04e-032.33e-0216
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:00508082ColorectumMSSsynapse organization101/3467426/187233.96e-032.89e-02101
GO:0090068ColorectumMSSpositive regulation of cell cycle process60/3467236/187235.01e-033.46e-0260
GO:00060062ColorectumMSSglucose metabolic process51/3467196/187235.67e-033.85e-0251
GO:00061091ColorectumMSSregulation of carbohydrate metabolic process47/3467178/187235.75e-033.90e-0247
GO:0097242ColorectumMSSamyloid-beta clearance14/346738/187236.00e-034.03e-0214
GO:0062013ColorectumMSSpositive regulation of small molecule metabolic process39/3467143/187236.34e-034.23e-0239
GO:00316231ColorectumMSSreceptor internalization32/3467113/187237.02e-034.50e-0232
GO:01400141ColorectumMSSmitotic nuclear division70/3467287/187237.48e-034.72e-0270
GO:00190481ColorectumMSSmodulation by virus of host process6/346711/187237.89e-034.84e-026
GO:1900542ColorectumMSSregulation of purine nucleotide metabolic process25/346784/187238.27e-034.99e-0225
GO:00460343ColorectumMSI-HATP metabolic process71/1319277/187233.18e-228.32e-1971
GO:00060913ColorectumMSI-Hgeneration of precursor metabolites and energy93/1319490/187237.35e-193.14e-1693
GO:00159803ColorectumMSI-Henergy derivation by oxidation of organic compounds67/1319318/187232.97e-161.03e-1367
GO:00160323ColorectumMSI-Hviral process74/1319415/187238.87e-142.05e-1174
GO:00098963ColorectumMSI-Hpositive regulation of catabolic process64/1319492/187231.39e-069.16e-0564
GO:00313313ColorectumMSI-Hpositive regulation of cellular catabolic process56/1319427/187234.89e-062.54e-0456
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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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