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2.
J Pediatr ; 240: 150-157.e4, 2022 01.
Article in English | MEDLINE | ID: mdl-34481805

ABSTRACT

OBJECTIVES: To study infliximab (IFX) pharmacokinetics in children with inflammatory bowel disease (IBD) during induction therapy to predict outcome and explore if other covariates influenced outcome. STUDY DESIGN: All children with IBD starting IFX therapy (5 mg/kg at weeks 0, 2, 6, and 12) for active luminal disease from May 2017 to May 2019 were included and followed prospectively. Patients were sampled at multiple timepoints during induction (trough concentrations and peak concentration at weeks 0, 2, 6, and 12, and intermediate concentration at weeks 1-4). IFX concentrations and cumulative drug exposure were correlated with outcome at 6 months. Endoscopic remission was defined as Simple Endoscopic Score for Crohn's Disease of <3 or Mayo endoscopic subscore of 0, and deep remission as endoscopic with clinical remission (Pediatric Ulcerative Colitis Activity Index/Pediatric Crohn's Disease Activity Index of <10). RESULTS: There were 252 serum induction concentrations obtained from 32 patients (81% on concomitant thiopurines). Children in endoscopic remission (all in deep remission) at 6 months had significantly higher drug concentrations from week 4 onward. A receiver operating characteristics curve analysis identified IFX trough concentrations at week 12 of ≥5.0 µg/mL and area under the curve at weeks 0-12 of ≥4056.0 µg∗day/mL as the minimal target to achieve endoscopic remission at 6 months (area under the receiver operating characteristics curve, 0.796 [95% CI, 0.62-0.97] and area under the receiver operating characteristics curve, 0.778 [95% CI, 0.61-0.94], respectively). In addition, our findings suggest that proteomic analysis may help to understand IFX response. CONCLUSIONS: Higher IFX exposure during induction therapy in pediatric patients with IBD is associated with significantly better endoscopic and deep remission rates at 6 months. Drug concentrations differentiate remitters from nonremitters from week 4 after induction onward.


Subject(s)
Endoscopy, Digestive System , Gastrointestinal Agents/blood , Inflammatory Bowel Diseases/drug therapy , Infliximab/blood , Remission Induction , Adolescent , Child , Child, Preschool , Drug Monitoring , Female , Follow-Up Studies , Gastrointestinal Agents/therapeutic use , Humans , Infliximab/therapeutic use , Male , Prospective Studies
3.
Gut ; 69(8): 1520-1532, 2020 08.
Article in English | MEDLINE | ID: mdl-32111636

ABSTRACT

IBD is a complex multifactorial inflammatory disease of the gut driven by extrinsic and intrinsic factors, including host genetics, the immune system, environmental factors and the gut microbiome. Technological advancements such as next-generation sequencing, high-throughput omics data generation and molecular networks have catalysed IBD research. The advent of artificial intelligence, in particular, machine learning, and systems biology has opened the avenue for the efficient integration and interpretation of big datasets for discovering clinically translatable knowledge. In this narrative review, we discuss how big data integration and machine learning have been applied to translational IBD research. Approaches such as machine learning may enable patient stratification, prediction of disease progression and therapy responses for fine-tuning treatment options with positive impacts on cost, health and safety. We also outline the challenges and opportunities presented by machine learning and big data in clinical IBD research.


Subject(s)
Big Data , Genomics , Inflammatory Bowel Diseases/genetics , Inflammatory Bowel Diseases/metabolism , Machine Learning , Gastrointestinal Microbiome , Gene Expression Profiling , Humans , Image Interpretation, Computer-Assisted , Inflammatory Bowel Diseases/diagnosis , Inflammatory Bowel Diseases/drug therapy , Metagenomics , Precision Medicine , Prognosis , Proteomics , Risk Assessment , Translational Research, Biomedical
4.
J Liposome Res ; 27(2): 83-89, 2017 Jun.
Article in English | MEDLINE | ID: mdl-26981843

ABSTRACT

Insect-derived cell lines are used extensively to produce recombinant proteins because they are capable of performing a range of post-translational modifications. Due to their significance in biotechnological applications, various methods have been developed to transfect them. In this study, we introduce a virosome constructed from vesicular stomatitis virus (VSV) as a new delivery system for sf9 cells. We labeled these VSV virosomes by fluorescent probe Rhodamine B chloride (R18). By fluorescence microscope observation and conducting a fusion assay, we confirmed the uptake of VSV virosomes via endocytosis by sf9 cells and their fusion with the endosomal membrane. Moreover, we incubated cationic VSV virosomes with a GFP-expressing bacmid and transfected sf9 cells, after 24 h some cells expressed GFP indicating the ability of VSV virosomes to deliver heterologous DNA to these cells. This is the first report of a virosome-based delivery system introduced for an insect cell line.


Subject(s)
Gene Transfer Techniques , Vesicular stomatitis Indiana virus/chemistry , Animals , Cations/chemistry , Cells, Cultured , Sf9 Cells , Spodoptera , Virosomes/chemistry
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