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For instance, AI can identify biomarkers predictive of therapy response, allowing clinicians to stratify patients and prescribe targeted treatments more likely to succeed

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Acquisition of 1 H-NMR spectra and metabolic profiling The lyophilized metabolic extracts were suspended in 0.6 ml of deuterated water (Cambridge Isotope Laboratories Inc., Tewksbury, MA, USA) containing phosphate buffer (100 mM) and TSP (3-3-(trimethylsilyl)-2,2,3,3-tetradeuteropropionic acid or TMSP- d 4 , Cambridge Isotope Laboratories) (0.5 mM) and inserted into a 5 mm NMR tube for immediate acquisition

Amustaline-glutathione pathogen-reduced red blood cell concentrates for transfusion-dependent thalassaemia