1.Side- and patient-based performance of a deep learning system based on the results of individual detection of carotid artery calcifications on panoramic radiographs
Yuta MITSUYA ; Chiaki KUWADA ; Sujin YANG ; Yoshitaka KISE ; Mizuho MORI ; Yukiko TAKASHI ; Masako NISHIYAMA ; Natsuho ISHIKAWA ; Munetaka NAITOH ; Eiichiro ARIJI
Imaging Science in Dentistry 2026;56(1):83-92
Purpose:
The present study aimed to develop 2 deep learning (DL) systems incorporating detection functions for the diagnosis of carotid artery calcifications (CACs) on panoramic radiographs and to compare their diagnostic performances using CAC-based, side-based, and patient-based evaluations.
Materials and Methods:
Panoramic radiographs from 290 patients with CACs and 290 control patients without CACs were used to develop 2 detection models: one designed to detect individual CACs across the entire radiograph (System 1) and another designed to detect CACs within the limited bilateral cervical areas (System 2). CAC-based performance was evaluated using recall, precision, and F1-score. Side-based and patient-based performances were assessed usingsensitivity, specificity, positive predictive value, negative predictive value, accuracy, and the area under the receiveroperating characteristic curve (AUC).
Results:
For System 1, CAC-based recall, precision, and F1-score were 0.81, 0.68, and 0.74, respectively. For System 2,the corresponding values were 0.90, 0.67, and 0.77. Side-based sensitivity, specificity, and AUC were 0.87, 0.80, and 0.83 for System 1, and 0.93, 0.84, and 0.89 for System 2. Patient-based sensitivity, specificity, and AUC were 0.93, 0.73,and 0.83 for System 1, and 0.95, 0.70, and 0.83 for System 2. Although a relatively large number of false positives were observed in CAC-based assessments, side-based and patient-based performances showed improvement.
Conclusion
Side-based and patient-based performances were sufficient when calculated on the basis of CAC-basedevaluations for diagnosing CACs on panoramic radiographs. When conducting studies of this type, performance assessments should include side-based and patient-based evaluations in addition to CAC-based analyses.
2.Differences in the panoramic appearance of cleft alveolus patients with or without a cleft palate
Takeshi FUJII ; Chiaki KUWADA ; Yoshitaka KISE ; Motoki FUKUDA ; Mizuho MORI ; Masako NISHIYAMA ; Michihito NOZAWA ; Munetaka NAITOH ; Yoshiko ARIJI ; Eiichiro ARIJI
Imaging Science in Dentistry 2024;54(1):25-31
Purpose:
The purpose of this study was to clarify the panoramic image differences of cleft alveolus patients with or without a cleft palate, with emphases on the visibility of the line formed by the junction between the nasal septum and nasal floor (the upper line) and the appearances of the maxillary lateral incisor.
Materials and Methods:
Panoramic radiographs of 238 patients with cleft alveolus were analyzed for the visibility of the upper line, including clear, obscure or invisible, and the appearances of the maxillary lateral incisor, regarding congenital absence, incomplete growth, delayed eruption and medial inclination. Differences in the distribution ratio of these visibility and appearances were verified between the patients with and without a cleft palate using the chi-square test.
Results:
There was a significant difference in the visibility distribution of the upper line between the patients with and without a cleft palate (p<0.05). In most of the patients with a cleft palate, the upper line was not observed. In the unilateral cleft alveolus patients, the medial inclination of the maxillary lateral incisor was more frequently observed in patients with a cleft palate than in patients without a cleft palate.
Conclusion
Two differences were identified in panoramic appearances. The first was the disappearance (invisible appearance) of the upper line in patients with a cleft palate, and the second was a change in the medial inclination on the affected side maxillary lateral incisor in unilateral cleft alveolus patients with a cleft palate.
3.Suppressive effect of myocardial edema of single-dose crystalloid cardioplegia at immature period.
Ryo AEBA ; Sigeyuki TAKEUCHI ; Hiroji IMAMURA ; Satoru SUZUKI ; Chiaki NAITOH ; Tadashi INOUE
Japanese Journal of Cardiovascular Surgery 1988;18(2):153-157
The objective of this study was to investigate the edema suppresive effect of single-dose crystalloid cardioplegia against immature myocardium. 50 puppies (3-21-day-old) were separated into 4 groups by the method of myocardial preservation, group A: preservation at 30°C, group B: topical cooling used only, group C: topical cooling with cardioplegia (St. Thomas Hospital solution: 4°C, pH 7.8, 350 mOsm/l), group D: topical cooling with oxygenated cardioplegia, and gravimetric water content of myocardium (%) was measured at control, 5, 30, 60, 90, 120, 150, and 180 min after aortic clamp. All hearts had elevated myocardial water content with linear change pattern, although which in groups A and B was consecutively increased while which in groups C and D was increased immediately after aortic clamp followed by slow increase thereafter. Increase of myocardial water content from 5 min after aortic clamp in group B at 90 min was significantly higher (p<0.01) than those in groups C and D, at 180 min that in group A was higher than that in group C and that in group B was higher than those in groups C and D (p<0.05, p<0.01, p<0.01, respectively). This study has shown that evolution of myocardial edema was suppressed by the administration of cardioplegia, while myocardial water content was seemingly higher because coronary vascular dilatation resulted in increase of intravascular water. We could not find the effect of the topical cooling only or oxygenated cardioplegia.


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