Explainable artificial intelligence for predicting red blood cell transfusion in geriatric patients undergoing hip arthroplasty: Machine learning analysis using national health insurance data.

This study uses machine learning and population data to analyze major determinants of blood transfusion among patients with hip arthroplasty. Retrospective cohort data came from Korea National Health Insurance Service claims data for 19,110 patients aged 65 years or more with hip arthroplasty in 2019. The dependent variable was blood transfusion (yes vs no) in 2019 and its 31 predictors were included. Random forest variable importance and Shapley Additive Explanations were used for identifying major predictors and the directions of their associations with blood transfusion. The random forest registered the area under the curve of 73.6%. Based on random forest variable importance, the top-10 predictors were anemia (0.25), tranexamic acid (0.17), age (0.16), socioeconomic status (0.05), spinal anesthesia (0.05), general anesthesia (0.04), sex (female) (0.04), dementia (0.03), iron (0.02), and congestive heart failure (0.02). These predictors were followed by their top-20 counterparts including cardiovascular disease, statin, chronic obstructive pulmonary disease, diabetes mellitus, chronic kidney disease, peripheral vascular disease, liver disease, solid tumor, myocardial infarction and hypertension. In terms of max Shapley Additive Explanations values, these associations were positive, e.g., anemia (0.09), tranexamic acid (0.07), age (0.09), socioeconomic status (0.05), spinal anesthesia (0.05), general anesthesia (0.04), sex (female) (0.02), dementia (0.03), iron (0.04), and congestive heart failure (0.03). For example, the inclusion of anemia, age, tranexamic acid or spinal anesthesia into the random forest will increase the probability of blood transfusion among patients with hip arthroplasty by 9%, 7%, 9% or 5%. Machine learning is an effective prediction model for blood transfusion among patients with hip arthroplasty. The high-risk group with anemia, age and comorbid conditions need to be treated with tranexamic acid, iron and/or other appropriate interventions.

Anti-Leukemic Effects of Idesia polycarpa Maxim Branch on Human B-Cell Acute Lymphoblastic Leukemia Cells.

Patients with pediatric B-cell acute lymphoblastic leukemia (B-ALL) have a high survival rate, yet the prognosis of adults and patients with relapsed/refractory disease is relatively poor. Therefore, it is imperative to develop new therapeutic strategies. Here, we screened 100 plant extracts from South Korean Flora and investigated their anti-leukemic effect using CCRF-SB cells as a B-ALL model. The top cytotoxic extract identified in this screening was the Idesia polycarpa Maxim. branch (IMB), which efficiently inhibited the survival and proliferation of CCRF-SB cells, while having minimal to no impact on normal murine bone marrow cells. Mechanistically, the IMB-induced proapoptotic effect involves the increase of caspase 3/7 activity, which was shown to be associated with the disruption of the mitochondrial membrane potential (MMP) through the reduction in antiapoptotic Bcl-2 family expression. IMB also promoted the differentiation of CCRF-SB cells via the upregulation of the expression of differentiation-related genes, PAX5 and IKZF1. Given that resistance to glucocorticoid (GC) is often found in patients with relapsed/refractory ALL, we investigated whether IMB could restore GC sensitivity. IMB synergized GC to enhance apoptotic rate by increasing GC receptor expression and downmodulating mTOR and MAPK signals in CCRF-SB B-ALL cells. These results suggest that IMB has the potential to be a novel candidate for the treatment of B-ALL.

Evaluation of food effects on the pharmacokinetics of Pelargonium sidoides and Coptis with each bioactive compound berberine and epicatechin after a single oral dose of an expectorant and antitussive agent UI026 in healthy subjects.

UI026 is an expectorant and antitussive agent which is a new combination of Pelargonium sidoides extract and Coptis extract. The bioactive compounds of Pelargonium sidoides and Coptis extracts were identified as epicatechin and berberine, respectively. This study evaluated the effect of food on the pharmacokinetics (PKs) and safety of UI026. A randomized, open-label, single-dose, 2-treatment, parallel study in 12 healthy male subjects was performed. Subjects received a single oral dose of UI026 (27 mL of syrup) under a fed or fasted condition according to their randomly assigned treatment. Blood samples for the PK analysis were obtained up to 24 hours post-dose for berberine and 12 hours post-dose for epicatechin. The PK parameters were calculated by non-compartmental analysis. In the fed condition, the mean maximum plasma concentration (Cmax) and mean area under the plasma concentration-time curve from time zero to the last observed time point (AUClast) for berberine were approximately 33% and 67% lower, respectively, compared with the fasted condition, both showing statistically significant difference. For epicatechin, the mean Cmax and mean AUClast were about 29% and 45% lower, respectively, compared to the fasting condition, neither of which showed a statistically significant difference. There were no drug-related adverse events. This finding suggests that food affects the systemic exposure and bioavailability of berberine and epicatechin. Trial Registration: Clinical Research Information Service Identifier: KCT0003451.

Alleviation effects of natural volatile organic compounds from Pinus densiflora and Chamaecyparis obtusa on systemic and pulmonary inflammation.

Chamaecyparis obtusa (C. obtusa) and Pinus densiflora (P. densiflora) have been traditionally used as antibiotic, antinociceptive and anti-inflammatory agents in Asian folk medicine. Recent studies have demonstrated antioxidant, antiproliferative and anti-inflammatory effects of C. obtusa and P. densiflora extracts. In the present study, volatile organic compounds (VOCs) of C. obtusa and P. densiflora were examined to determine whether they have anti-inflammatory capabilities. To evaluate the anti-inflammatory effects of VOCs of C. obtusa and P. densiflora, lipopolysaccharide (LPS) was administered to the lung by nasal injection and to the whole body by intraperitoneal injection. Alterations in serum immunoglobulin E (IgE) levels and prostaglandin E2 (PgE2) were examined using ELISA. LPS-increased serum IgE and PgE2 levels were recovered by administration of dexamethasone and VOCs of C. obtusa and P. densiflora. Levels of mRNA expression of inflammatory cytokines were determined in an LPS-induced inflammation mouse model. Reverse transcription-quantitative polymerase chain reaction was used to determine the mRNA expression levels of cyclooxygenase 2, interleukin (IL)-1ß, tumor necrosis factor (TNF)-α and IL-13 in peripheral blood mononuclear cells. The expression of all examined cytokine mRNAs increased by LPS was suppressed by dexamethasone and VOCs of C. obtusa and P. densiflora. Similar tendencies were observed in lung tissues and cells obtained via bronchoalveolar lavage. The results of the present study suggested that VOCs of C. obtusa and P. densiflora, through their immunosuppressive activities, may have therapeutic potential in the treatment or prevention of inflammation.

Comparison of the pharmacokinetics of ticlopidine between administration of a combined fixed-dose tablet formulation of ticlopidine 250 mg/ginkgo extract 80 mg, and concomitant administration of ticlopidine 250-mg and ginkgo extract 80-mg tablets: an open-label, two-treatment, single-dose, randomized-sequence crossover study in healthy Korean male volunteers.

BACKGROUND: Ticlopidine is an antiplatelet agent used for the prevention of vascular accidents. In clinical practice in Korea, ginkgo extract may be administered along with ticlopidine to enhance the inhibition of platelet aggregation. OBJECTIVE: To meet the requirements for marketing a combined fixed-dose formulation in Korea, the investigators compared the pharmacokinetic characteristics of ticlopidine in a combined fixed-dose tablet of ticlopidine/ginkgo extract with the concomitant administration of ticlopidine and ginkgo extract tablets. METHODS: An open-label, 2-period, 2-treatment, single-dose, randomized-sequence crossover study was conducted in healthy Korean male volunteers. Subjects were randomly allocated to 2 sequence groups. In one period, a combined ticlopidine 250 mg/ ginkgo extract 80-mg fixed-dose tablet was administered and, in the other period, ticlopidine 250-mg and ginkgo extract 80-mg tablets were concomitantly administered. A 7-day washout separated the 2 periods. For analysis of pharmacokinetic properties, including C(max), T(max), t((1/2)), AUC(0-infinity), and AUC(0-last), serial blood sampling was performed up to 48 hours after study drug administration during each period. Ticlopidine concentrations in plasma were determined by a validated method using LC-MS/MS. In order for the 2 treatments to be considered bioequivalent, the 90% CI of the geometric means ratios for C(max) and AUC needed to be between 80% and 125%. Bleeding time was determined before dosing (0 hour) and at 5 and 24 hours after dosing. Adverse events (AEs) were identified through patient interview, recording of blood pressure, heart rate, and body temperature, physical examination, 12-lead ECG, and laboratory assessments. RESULTS: Twenty-four healthy Korean male subjects (mean [range] age, 23.9 [22-38] years; height, 174.0 [162-184] cm; weight, 67.4 [56-80] kg) completed the study. Median (range) T(max) of ticlopidine was 1.5 (0.5-2.0) hours in both groups. The mean (SD) t((1/2)) of ticlopidine in the combined fixed-dose formulation and the concomitant administration groups was 19.5 (3.4) and 19.0 (3.3) hours after study drug administration, respectively. The geometric means ratios of ticlopidine AUC(0-last), AUC(0-infinity), and C(max) between the combined fixed-dose formulation and concomitant administration were 1.04 (90% CI, 0.96-1.13), 1.04 (90% CI, 0.96-1.13), and 1.09 (90% CI, 0.96-1.23), respectively. The mean (SD) bleeding time at predose (0), and 5 and 24 hours after dose administration was 4.5 (1.6) to 5.4 (1.7) minutes in the combined fixed-dose formulation group and 4.4 (1.6) to 5.1 (1.1) minutes in the concomitant administration group. Five subjects (3 in the combined fixed-dose formulation group and 2 in the concomitant administration group) had bleeding times >8 minutes, but this was not considered to be clinically significant. A total of 24 AEs were reported in 13 of 24 subjects: nausea (3 cases), diarrhea (3), dizziness (3), epigastric discomfort (2), headache (2), rhinorrhea (2), purulent sputum (2), dyspepsia (1), upper abdominal pain (1), cough (1), pharyngolaryngeal pain (1), oropharyngeal swelling (1), dysphonia (1), and dysphagia (1). All were considered mild or moderate in nature. There was no statistically significant difference between the 2 treatments in the number of AEs or in the number of subjects who reported an AE. CONCLUSION: Administration of a single dose of a combined fixed-dose formulation of ticlopidine 250 mg/ ginkgo extract 80-mg tablets and concomitant administration of ticlopidine and ginkgo extract tablets did not result in statistically significant differences in the pharmacokinetics of ticlopidine in these healthy Korean male volunteers.

Effects of Angelicae tenuissima radix, Angelicae dahuricae radix and Scutellariae radix extracts on cytochrome P450 activities in healthy volunteers.

Three kinds of herbal medicines, commonly used in Korea, Angelicae tenuissima radix, Angelicae dahuricae radix and Scutellariae radix were studied to evaluate their effect on cytochrome P450 (CYP) activities in healthy volunteers. A total of 24 healthy male volunteers were assigned to one of three parallel herbal treatment groups, each consisting of eight volunteers. A cocktail of probe drugs for CYP enzymes was orally administered before and after multiple administrations of herbal medicines, three times a day for 13 days. Probe drugs used to measure CYP activities were caffeine (CYP1A2), losartan (CYP2C9), omeprazole (CYP2C19), dextromethorphan (CYP2D6), chlorzoxazone (CYP2E1) and midazolam (CYP3A4). The probe drugs and their metabolites were quantified in plasma or urine using HPLC or LC-MS/MS. Changes in each CYP activity was evaluated by metabolic ratio of the probe drug (concentration ratio of metabolite to parent form at reference time point) following the herbal medication period, compared to the baseline values. A. dahuricae radix significantly decreased CYP1A2 activity to 10% of baseline activity (95% CI: 0.05-0.21). S. radix also showed significant changes in CYP2C9 and CYP2E1 activities. Compared to baseline values, the metabolic activities of losartan were decreased to 71% (0.54-0.94). In addition, S. radix showed a 1.42-fold (1.03-1.97) increase in chlorzoxazone metabolic activity. However, CYP activities were not meaningfully influenced by A. tenuissima radix. Changes in certain CYP activities were observed after the administration of S. radix and A. dahuricae radix in healthy volunteers. Therefore, herbal medicines containing S. radix or A. dahuricae radix are candidates for further evaluation of clinically significant CYP-mediated herb-drug interactions in human beings.

CDNA array analysis of gene expression profiles in brain of mice exposed to manganese.

This study is performed to detect changes of gene expression in substantia nigra (SN) and striatum in manganese (Mn)-exposed mice brain. The cDNA array is a recently developed molecular biological method that can detect the differential expression of several hundreds of genes simultaneously and is therefore advantageous in the study of trace metal intoxication effect at the genetic level. Using this technology, we discovered 5 genes in the mouse striatum and 9 genes in SN changed by more than 50% following Mn exposure. Depression were observed in two genes (neural cell adhesion protein BIG2, heavy neurofilament subunit genes) in striatum and three genes (light neurofilament subunit, brain acyl-CoA synthetase II, heavy neurofilament subunit genes) in the SN. However three genes (N-acetylglucosaminyltransferase I, S100beta, and synaptonemal complex protein I genes) in striatum and six genes (noggin, striatin, Ost oncogene, S100beta, calcium/calmodulin-dependent protein kinase kinase beta, and N-acetylglucosaminyltransferase I genes) in SN were elevated following Mn exposure. Immunohistochemical study revealed that protein levels of S100beta also increased following Mn treatment. Activated astrocytes overexpressing S100beta are invariably and intimately associated with decreased expression of heavy and light neurofilament subunits which is a distinguishing feature of neurodegeneration by Mn exposure. All our findings suggested that neuronal degenerations occur in SN as well as striatum of mice exposed to Mn.