Using the Natural Language Processing System Medical Named Entity Recognition-Japanese to Analyze Pharmaceutical Care Records: Natural Language Processing Analysis.

BACKGROUND: Large language models have propelled recent advances in artificial intelligence technology, facilitating the extraction of medical information from unstructured data such as medical records. Although named entity recognition (NER) is used to extract data from physicians' records, it has yet to be widely applied to pharmaceutical care records. OBJECTIVE: In this study, we aimed to investigate the feasibility of automatic extraction of the information regarding patients' diseases and symptoms from pharmaceutical care records. The verification was performed using Medical Named Entity Recognition-Japanese (MedNER-J), a Japanese disease-extraction system designed for physicians' records. METHODS: MedNER-J was applied to subjective, objective, assessment, and plan data from the care records of 49 patients who received cefazolin sodium injection at Keio University Hospital between April 2018 and March 2019. The performance of MedNER-J was evaluated in terms of precision, recall, and F1-score. RESULTS: The F1-scores of NER for subjective, objective, assessment, and plan data were 0.46, 0.70, 0.76, and 0.35, respectively. In NER and positive-negative classification, the F1-scores were 0.28, 0.39, 0.64, and 0.077, respectively. The F1-scores of NER for objective (0.70) and assessment data (0.76) were higher than those for subjective and plan data, which supported the superiority of NER performance for objective and assessment data. This might be because objective and assessment data contained many technical terms, similar to the training data for MedNER-J. Meanwhile, the F1-score of NER and positive-negative classification was high for assessment data alone (F1-score=0.64), which was attributed to the similarity of its description format and contents to those of the training data. CONCLUSIONS: MedNER-J successfully read pharmaceutical care records and showed the best performance for assessment data. However, challenges remain in analyzing records other than assessment data. Therefore, it will be necessary to reinforce the training data for subjective data in order to apply the system to pharmaceutical care records.

[Sustained-release progesterone vaginal suppositories 3-development and clinical feasibility testing].

  Although progesterone vaginal suppositories (hospital-formulated) are used for the treatment of infertility, their half-life is so short that multiple doses are required. In this study, we aimed to develop sustained-release vaginal suppositories suitable for clinical use which maintain an effective blood concentration by once-a-day treatment, and prepared 7 types of suppository containing the sustained-release progesterone tablets to characterize their sustained-release performance. We selected one candidate suppository among them, taking recovery rate, reproducibility, and hardness, as well as the sustained-release performance into consideration. The shell of the selected suppository is composed of VOSCO S-55 and progesterone for rapid release. The molded progesterone tablets for sustained release were embedded inside. The distribution of the weight and content of the suppository was limited, and the release rate of progesterone was significantly slower than that of a conventional progesterone suppository prepared in our hospital. The single-dose administration of the selected suppository to five healthy volunteers led to significant extension of the blood concentration. We also confirmed the rise of the basic value by multiple administration. The simulation comparison suggested that the blood progesterone concentration is controlled by once-a-day administration of the selected suppository better than twice-a-day administration of the conventional suppository. In conclusion, the sustained-release vaginal suppository prepared in this study was considered to be useful for clinical treatment.

Sustained-release progesterone vaginal suppositories 1--development of sustained-release granule--.

Progesterone (P) is an important hormone for the establishment of pregnancy, and its administration is useful for luteal insufficiency. Considering the problems of commercially available oral and injection drugs, hospital-formulated vaginal suppositories are clinically used. However, since the half-life of P suppositories is short, it is difficult to maintain its constant blood concentration. To sustain drug efficacy and prevent side-effects, we are attempting to develop sustained-release suppositories by examining the degree of sustained-release of active ingredients. In this study, we examined the combinations of granulation methods and release systems for the preparation of sustained-release granules of P, and produced 13 types of sustained-release granules. We also examined the diameter, content, and dissolution of each type of granules, and confirmed that the sustained-release of all types of granules was satisfactory. Among the sustained-release granules, we selected granules with a content and a degree of sustained-release suitable for sustained-release suppositories.

Comparative analysis of systolic and isolated diastolic dysfunction: Sado heart failure study.

Determining the type of cardiac dysfunction is important for implementing therapeutic strategies and for prognostic insights. We characterized systolic dysfunction (SD) and isolated diastolic dysfunction (IDD) in adults referred for echocardiographic evaluation, and compared their clinical and other characteristics. In the present work, we studied 218 patients (137 males) with cardiac dysfunction (mean age, 66.3 +/- 8.3 years). SD was defined as a left ventricular ejection fraction (LVEF) of < 45%, whereas IDD was defined as a LVEF >or= 45% in addition to the standard Doppler-echocardiography diagnostic criteria for IDD. Approximately 68% of subjects had SD (70% males). The proportions of hypertension, diabetes, and dyslipidemia were 44%, 26%, and 22%, respectively, without significant association with the type of dysfunction. Myocardial infarction (MI) was found in 31% of patients, and was significantly (P < 0.001) more prevalent among SD compared with IDD cases. Cerebral stroke (18%) and malignancy (16%) were significantly associated with IDD (29% versus 13% for SD in the case of stroke, and 26% versus 11% for SD in the case of malignancy; P = 0.008 for each). In multivariately-adjusted logistic regression analysis, the following variables were found to be significantly (P < 0.05) and independently associated with IDD: female gender (odds ratio [OR] = 2.207 [95% CI = 1.302-4.608]), stroke (OR = 2.009 [1.119-3.980]), and malignancy (OR = 2.016 [1.230-4.010]). On the other hand, previous MI (OR = 2.075 [1.769-4.808]) was independently associated with SD. In conclusion, some factors/comorbidities were more likely to associate with IDD (female gender, stroke, and malignancy) or SD (previous MI) when IDD and SD were compared with each other.

Health-related quality of life of outpatients with systolic and isolated diastolic dysfunction: Sado Heart Failure Study.

BACKGROUND: The impact of isolated diastolic dysfunction (IDD) and systolic dysfunction (SD) on health-related quality of life (HRQOL) is unknown. METHODS AND RESULTS: To evaluate HRQOL in patients with IDD and SD under treatment, information on outpatients aged 60-84 years was extracted from the records of 4,500 consecutive individuals who underwent echocardiographic examination at Sado General Hospital. The medical records of these patients were reviewed and a questionnaire, including the Medical Outcome Study Short Form 36, was mailed to 71 IDD and 99 SD patients; answers were obtained from 66 and 91 patients, respectively. The HRQOL of patients with cardiac dysfunction was impaired even when echocardiographic parameters improved with treatment. Patients with IDD showed an impairment of HRQOL similar to those with SD. Compared with males, female patients had a larger and more significant reduction in the physical and mental components of the HRQOL score. These scores correlated positively with exercise capacity in patients with IDD or SD. CONCLUSIONS: Impaired HRQOL, in both its mental and physical components, is a serious problem for IDD and SD patients under treatment. Because exercise intolerance may underlie the reduced HRQOL, improving exercise capacity could be an important target for managing outpatients with heart failure.

A case of intracoronary protruded thrombus caused after bailout stenting for side branch occlusion.

A 69-year-old woman underwent percutaneous coronary intervention for a severe stenotic lesion in the bifurcation of the mid-left anterior descending artery and first diagonal branch. A single stent was implanted into the left anterior descending artery. After the stent strut was dilated by balloon inflation in the diagonal branch, dissection occurred at the ostium of the diagonal branch and resulted in side branch occlusion due to hematoma. Bailout stenting was performed in the diagonal branch, but thrombus projection occurred in the left anterior descending artery. Aspiration, balloon inflation and thrombolytic therapy were performed, but distal embolism developed. This case illustrates that thrombus projection caused by stenting in a side branch may occur as a rare complication in percutaneous coronary intervention.

Systolic dysfunction in urban Japan.

BACKGROUND: Heart failure (HF), which can be caused by left ventricular systolic dysfunction (LVSD), is a growing problem in developed countries with a large aging population. The aim of the present study was to characterize outpatients with LVSD in the adult population (45-84 years) in an urban Japanese community (Niigata City), and delineate their characteristics in comparison with those in a rural one (Sado). METHODS AND RESULTS: Over a 5-year period, 1,297 patients (67% males) with LVSD (defined as ejection fraction < or =50%) were extracted from 87,953 echocardiography records available in 15 hospitals in Niigata City. The proportion of LVSD increased progressively with age (p-for-trend <0.0001), reaching 1-2% in those aged > or =75 years. The prevalence of comorbidities was noticeable (47% had hypertension, 41% myocardial ischemia, 34% atrial fibrillation, 33% previous hospitalization because of congestive HF, 27% cerebral stroke). In comparison with Sado, Niigata patients were younger, with a higher prevalence of comorbidities (hypertension, diabetes, dyslipidemia, and cerebral stroke). CONCLUSIONS: As the proportion of LVSD cases increases progressively with age, it is expected to simulate a future epidemic. The differences between patients' characteristics and disease patterns in urban and rural communities may favor individually tailoring preventive strategies for HF in these areas.

Impending epidemic: future projection of heart failure in Japan to the year 2055.

BACKGROUND: The future burden of heart failure in Japan was projected to 2055 in order to prospectively estimate of the number of these patients. METHODS AND RESULTS: The statistics are based on prevalence data of left ventricular dysfunction (LVD) in Sado City using the Sado Heart Failure Study (2003) and population estimates from the Japanese National Institute of Population and Social Security Research Report (2006). The number of Japanese outpatients with LVD was 979,000 in 2005, and is predicted to increase gradually as the population ages, reaching 1.3 million by 2030. CONCLUSION: LVD is expected to precipitate a future epidemic of heart failure in Japan.

Characterization of outpatients with systolic dysfunction in a Japanese community by total enumeration.

BACKGROUND: The prevalence of congestive heart failure (CHF) is increasing with the aging of the community. Management of patients with systolic dysfunction (SD) is important for prevention of CHF, but there is little information regarding the burden of SD on Japanese communities. METHODS AND RESULTS: In order to delineate the epidemiological and clinical characteristics of SD patients, the medical records of patients from Sado Island were collected and summarized in 2003. From the 5 years prior to 2003, data for 497 patients were extracted. The mortality rate was significantly higher compared with the general population; and the total number of survivors had decreased to 410 by 2003. The proportion of SD patients in the general population increased sharply after the age of 65 years in males and 70 years in females, reaching 3.3% and 1.7% for men and women, respectively, in their 80 s. In 49% of the patients, the Charlson comorbidity index was > or = 2, whereas 24% of females led a solitary life. CONCLUSIONS: The total count of outpatients with SD is progressively increasing with age. These patients have multiple comorbidities, making the outcome of SD a poor one. The gender difference in disease characteristics and living conditions should be taken into consideration when establishing preventive strategies for CHF in Japanese communities.

Characterization of outpatients with isolated diastolic dysfunction and evaluation of the burden in a Japanese community: Sado Heart Failure Study.

BACKGROUND: The incidence of diastolic heart failure (DHF) is increasing with the aging of the community and identifying patients with isolated diastolic dysfunction (IDD) is important for preventing DHF. However, very little information is available about such patients in the Japanese community. METHODS AND RESULTS: The medical information of all outpatients with moderate to severe IDD was extracted from the records of approximately 6,948 individuals who underwent echocardiographic (Echo) examinations during the past 5 years in Sado Island. Of the 284 patients extracted, 272 survived until 2003. In January 2003 the proportion of patients with moderate to severe IDD in the general population sector aged 45-84 years was 0.9% for males and 0.5% for females, and this proportion increased sharply after the age of 65 in both genders, reaching 1.6% for men in their 70 s and 0.8% for women in their 80 s. On Echo, 165 patients (61%) showed hypertrophic left ventricular geometry. The Charlson comorbidity index score was < or = 1 in 63% of patients. The cumulative survival of IDD patients, irrespective of a history of congestive heart failure (HF), was significantly lower than in the general population. CONCLUSIONS: Moderate to severe IDD is not uncommon in the elderly and has a poor prognosis. Characteristics of outpatients with IDD should be taken into consideration when establishing a preventive strategy for HF in the Japanese community.

Life-threatening serotonin syndrome in a patient with chronic heart failure and CYP2D6*1/*5.

We report a case of serotonin syndrome that occurred in a patient with chronic heart failure associated with a panic disorder. The 39-year-old Japanese man had been treated with paroxetine at 20 mg/d for 1 1/2 years. He presented with rhabdomyolysis, renal failure, fulminant liver failure, cardiac conduction disturbance, and disseminated intravascular coagulation, as well as conventional symptoms of serotonin syndrome including alterations in cognition (disorientation, confusion) and behavior (restlessness), autonomic nervous system dysfunction (fever, shivering), and abnormal neuromuscular activity (ataxia, hyperreflexia, myoclonus). All medications prescribed before hospital admission were discontinued. After 24 hours of continuous venovenous hemofiltration, diuresis resumed and renal and liver function improved rapidly. Disorientation, restlessness, hyperreflexia, and myoclonus abated slowly over the next 72 hours. The patient's anxiety subsided more slowly, and he recovered completely 1 week later. The plasma concentration of paroxetine was elevated far above the upper limit of the therapeutic range. The patient had cytochrome P-450 (CYP) 2D6*1/*5, a heterozygosity of an inactivated allele of CYP2D6, which metabolizes paroxetine. The patient was determined to be an intermediate metabolizer who was potentially vulnerable to paroxetine, a major inhibitor of CYP2D6. Heart failure is often accompanied by psychiatric disorders. A wide range of drugs commonly prescribed for these conditions, including beta-blockers, antiarrhythmics, and antidepressants, are metabolized by CYP2D6. Genetic screening for CYP2D6 in patients with these conditions may prevent life-threatening drug intoxication.