Governance of automated image analysis and artificial intelligence analytics in healthcare.

The hype over artificial intelligence (AI) has spawned claims that clinicians (particularly radiologists) will become redundant. It is still moot as to whether AI will replace radiologists in day-to-day clinical practice, but more AI applications are expected to be incorporated into the workflows in the foreseeable future. These applications could produce significant ethical and legal issues in healthcare if they cause abrupt disruptions to its contextual integrity and relational dynamics. Sustaining trust and trustworthiness is a key goal of governance, which is necessary to promote collaboration among all stakeholders and to ensure the responsible development and implementation of AI in radiology and other areas of clinical work. In this paper, the nature of AI governance in biomedicine is discussed along with its limitations. It is argued that radiologists must assume a more active role in propelling medicine into the digital age. In this respect, professional responsibilities include inquiring into the clinical and social value of AI, alleviating deficiencies in technical knowledge in order to facilitate ethical evaluation, supporting the recognition, and removal of biases, engaging the "black box" obstacle, and brokering a new social contract on informational use and security. In essence, a much closer integration of ethics, laws, and good practices is needed to ensure that AI governance achieves its normative goals.

Exenatide pharmacokinetics in healthy Chinese subjects.

OBJECTIVES: Exenatide is an adjunctive treatment for Type 2 diabetes. This was the first study to evaluate the pharmacokinetics, safety and tolerability of therapeutic doses (5 microg and 10 microg) of exenatide after single and multiple subcutaneous injections in healthy adult Chinese subjects. METHODS: 24 healthy volunteers were randomized to receive either 5 microg or 10 microg of exenatide by subcutaneous injection. Subjects received a single injection of exenatide on Day 1, twice daily on Days 2 and 3, and once on Day 4. Serial blood samples were drawn for pharmacokinetic assessment at pre-dose and up to 12 h post dose on Day 1 and Day 4. Adverse events, vital signs, 12-lead ECG, body weight and clinical laboratory evaluations were assessed. RESULTS: Exenatide, 5 microg and 10 microg, was rapidly absorbed with a median tmax of 1 h after single and multiple doses. Exenatide Cmax and AUCtau,ss were (geometric mean (90% CI)) 145 (119 - 176) pg/ml and 370 (297 - 460) pg x h/ml, respectively, after multiple dosing with 5 microg. The Cmax and AUCtau,ss were 311 (271 - 357) pg/ml and 878 (785 - 983) pg x h/ml, respectively, for 10 microg. Mean half-life (t1/2, range 0.99 - 1.25 h), apparent volume of distribution (Vz/F, 19.2 - 22.3 l), and apparent clearance (CL/F, range 11.4 - 13.5 l/h) remained consistent between single and multiple doses and across the two dose levels. Both the accumulation ratios and linearity index approached 1.0. The most common adverse events were gastrointestinal in nature and mild in severity. The frequency of adverse events increased with dose, such that 8% of subjects who received 5 microg and 42% of subjects who received 10 microg experienced adverse events. CONCLUSIONS: Exenatide was rapidly absorbed, with similar pharmacokinetic properties following single and multiple doses. Exenatide exposure after multiple doses approximately doubled from 5 microg to 10 microg.

Effect of upper respiratory tract infection on AIR inhaled insulin pharmacokinetics and glucodynamics in healthy subjects.

The suitability of employing AIR Inhaled Insulin (AIR Insulin; AIR is a registered trademark of Alkermes) during acute upper respiratory tract infection (URI) has not been determined. Twenty-one healthy, non-diabetic subjects were enrolled in a single-sequence, two-period, euglycemic clamp study. Subjects received a single 12 U-equivalent dose of AIR Insulin before rhinovirus (RV16) inoculation and during symptomatic infection. Spirometry was used to evaluate pulmonary safety. AIR Insulin exposure (the area under the immunoreactive insulin (IRI) concentration vs time curve from time zero until the IRI concentrations returned to the predose baseline value (AUC(0-t'))) and glucodynamic response (total amount of glucose infused (G(tot))) were comparable before and during RV infection (AUC(0-t') 46,300 vs 52,600 pmol min/l, P=0.21; G(tot) 61,800 vs 68,700 mg, P=0.42, respectively). Variability of pharmacokinetic and pharmacodynamic parameters did not change during URI; either did the number or intensity of adverse events. No significant change in forced expiratory volume or forced vital capacity was observed following AIR Insulin administration or during URI. The AIR Insulin system provides similar pharmacokinetic and glucodynamic responses under conditions of an experimentally induced RV infection and is regarded as suitable for use in diabetic patients during URIs.

Physical activity might not be the protective factor for health risk behaviours and psychopathological symptoms in adolescents.

AIM: This study aims to examine the effect of physical activity (PA) intensity on tobacco or alcohol abuse, suicide behaviours and psychopathological symptoms in junior and senior high school students in China. METHODS: A total of 5453 students from nine middle schools participated in a self-administered anonymous survey to report their frequency of moderate and vigorous PA at a normal learning week. Tobacco or alcohol use in the past 30 days, suicide behaviours during the past 12 months were asked. The Symptoms Checklist 90 was used to assess general mental problem and nine special psychopathological symptoms. The Rosenberg's Self-esteem Scale and School Life Satisfaction Rating Questionnaire for Adolescent were selected to rate the respondents' self-esteem and school life satisfaction. RESULTS: Percentage of high-, low-moderate- and very-low-intensity PA was 22.0%, 37.0% and 41.0%, respectively. By using multivariable multinomial logistic regression, it was indicated that low-moderate-intensity PA was a protective factor of depression (odds ratio (OR) was 0.61, 95% confidence interval (CI) was 0.40-0.91) and psychotic symptoms (OR 0.54, 95% CI 0.31-0.93), while high-intensity PA was a risk factor of binge drinking (OR: 1.81, 95% CI: 1.29-2.54), suicide ideation (OR: 1.26, 95% CI: 1.04-1.54), general psychological disorders (OR: 1.43, 95% CI: 1.11-1.84), and hostile symptoms (OR: 1.46, 95% CI: 1.03-2.07). CONCLUSION: Different intensity PA in adolescents had different association with risk health behaviours and psychopathological symptoms. The reasons are worth further researching.

Quantification of subtle blood-brain barrier disruption in non-enhancing lesions in multiple sclerosis: a study of disease and lesion subtypes.

Few attempts have been made to detect subtle blood-brain barrier (BBB) leakage in visibly non-enhancing MRI lesions in multiple sclerosis (MS). For 19 patients, longitudinal relaxation time (T1) maps were generated from MRI scans obtained before, and at 20, 40 and 60 minutes after injection of gadolinium (Gd)-DTPA (0.3 mmol/kg). Regions of interest (ROI) were placed around non-enhancing lesions, and in paired contralateral normal appearing brain tissue (NABT). Post-Gd rate of R1 (=1/T1) rise (DeltaR1/Deltat), was used to quantify leakage. DeltaR1/Deltat was greater in lesions than paired NABT (P < or = 0.001 at all post-Gd timepoints). DeltaR1/Deltat was greater in T1 hypointense than isointense lesions (P = 0.001 and 0.01 for first and second timepoints respectively), and negatively related to lesion cross sectional area (P < or = 0.001 at all post-Gd timepoints). Relapsing remitting (RRMS) lesions had a greater initial DeltaR1/Deltat than secondary progressive (SPMS) lesions ( P = 0.04), but this was not seen in subsequent timepoints. DeltaR1/Deltat in visibly enhancing lesions was significantly greater than in visibly non-enhancing lesions, with no overlap in the normal ranges of the two populations. Subtle BBB leakage is a consistent feature in non-enhancing lesions, and is distinct from the overt BBB leakage observed in visibly enhancing lesions. It is detectable using quantitative contrast-enhanced MRI. It is apparent in all clinical and lesion subtypes studied, and greater in T1 hypointense and smaller lesions. Larger initial DeltaR1/Deltat in RRMS than SPMS lesions may reflect differences in blood volume rather than BBB leakage.

MRI outcomes in a placebo-controlled trial of natalizumab in relapsing MS.

BACKGROUND: In a 2-year, placebo-controlled trial (the Natalizumab Safety and Efficacy in Relapsing Remitting Multiple Sclerosis [AFFIRM] study), involving 942 patients with relapsing multiple sclerosis (MS), natalizumab significantly reduced the relapse rate by 68% and progression of sustained disability by 42% vs placebo. We report the effect of natalizumab on MRI measures from the AFFIRM study. METHODS: The number and volume of gadolinium (Gd)-enhancing, new or enlarging T2-hyperintense, and new T1-hypointense lesions and brain parenchymal fraction were measured from annual scans obtained at baseline, 1 year, and 2 years. RESULTS: Compared with placebo, natalizumab produced a 92% decrease in Gd-enhancing lesions (means 2.4 vs 0.2; p < 0.001), an 83% decrease in new or enlarging T2-hyperintense lesions (means 11.0 vs 1.9; p < 0.001), and a 76% decrease in new T1-hypointense lesions (means 4.6 vs 1.1; p < 0.001) over 2 years. Median T2-hyperintense lesion volume increased by 8.8% in the placebo group and decreased by 9.4% in the natalizumab group (p < 0.001); median T1-hypointense lesion volume decreased by 1.5% in the placebo group and decreased by 23.5% in the natalizumab group (p < 0.001). Brain atrophy was greater in year 1 and less in year 2 in natalizumab-treated patients. CONCLUSION: Natalizumab has a sustained effect in preventing the formation of new lesions in patients with relapsing multiple sclerosis.