1.Diagnostic Performance of a New Convolutional Neural Network Algorithm for Detecting Developmental Dysplasia of the Hip on Anteroposterior Radiographs
Hyoung Suk PARK ; Kiwan JEON ; Yeon Jin CHO ; Se Woo KIM ; Seul Bi LEE ; Gayoung CHOI ; Seunghyun LEE ; Young Hun CHOI ; Jung-Eun CHEON ; Woo Sun KIM ; Young Jin RYU ; Jae-Yeon HWANG
Korean Journal of Radiology 2021;22(4):612-623
Objective:
To evaluate the diagnostic performance of a deep learning algorithm for the automated detection of developmental dysplasia of the hip (DDH) on anteroposterior (AP) radiographs.
Materials and Methods:
Of 2601 hip AP radiographs, 5076 cropped unilateral hip joint images were used to construct a dataset that was further divided into training (80%), validation (10%), or test sets (10%). Three radiologists were asked to label the hip images as normal or DDH. To investigate the diagnostic performance of the deep learning algorithm, we calculated the receiver operating characteristics (ROC), precision-recall curve (PRC) plots, sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) and compared them with the performance of radiologists with different levels of experience.
Results:
The area under the ROC plot generated by the deep learning algorithm and radiologists was 0.988 and 0.988–0.919, respectively. The area under the PRC plot generated by the deep learning algorithm and radiologists was 0.973 and 0.618– 0.958, respectively. The sensitivity, specificity, PPV, and NPV of the proposed deep learning algorithm were 98.0, 98.1, 84.5, and 99.8%, respectively. There was no significant difference in the diagnosis of DDH by the algorithm and the radiologist with experience in pediatric radiology (p = 0.180). However, the proposed model showed higher sensitivity, specificity, and PPV, compared to the radiologist without experience in pediatric radiology (p < 0.001).
Conclusion
The proposed deep learning algorithm provided an accurate diagnosis of DDH on hip radiographs, which was comparable to the diagnosis by an experienced radiologist.
2.Diagnostic Performance of a New Convolutional Neural Network Algorithm for Detecting Developmental Dysplasia of the Hip on Anteroposterior Radiographs
Hyoung Suk PARK ; Kiwan JEON ; Yeon Jin CHO ; Se Woo KIM ; Seul Bi LEE ; Gayoung CHOI ; Seunghyun LEE ; Young Hun CHOI ; Jung-Eun CHEON ; Woo Sun KIM ; Young Jin RYU ; Jae-Yeon HWANG
Korean Journal of Radiology 2021;22(4):612-623
Objective:
To evaluate the diagnostic performance of a deep learning algorithm for the automated detection of developmental dysplasia of the hip (DDH) on anteroposterior (AP) radiographs.
Materials and Methods:
Of 2601 hip AP radiographs, 5076 cropped unilateral hip joint images were used to construct a dataset that was further divided into training (80%), validation (10%), or test sets (10%). Three radiologists were asked to label the hip images as normal or DDH. To investigate the diagnostic performance of the deep learning algorithm, we calculated the receiver operating characteristics (ROC), precision-recall curve (PRC) plots, sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) and compared them with the performance of radiologists with different levels of experience.
Results:
The area under the ROC plot generated by the deep learning algorithm and radiologists was 0.988 and 0.988–0.919, respectively. The area under the PRC plot generated by the deep learning algorithm and radiologists was 0.973 and 0.618– 0.958, respectively. The sensitivity, specificity, PPV, and NPV of the proposed deep learning algorithm were 98.0, 98.1, 84.5, and 99.8%, respectively. There was no significant difference in the diagnosis of DDH by the algorithm and the radiologist with experience in pediatric radiology (p = 0.180). However, the proposed model showed higher sensitivity, specificity, and PPV, compared to the radiologist without experience in pediatric radiology (p < 0.001).
Conclusion
The proposed deep learning algorithm provided an accurate diagnosis of DDH on hip radiographs, which was comparable to the diagnosis by an experienced radiologist.
3.Improvement of Persistent Detrusor Overactivity through Treatment with a Phytotherapeutic Agent (WSY-1075) after Relief of Bladder Outlet Obstruction.
Su Jin KIM ; Seung Hwan JEON ; Eun Bi KWON ; Hyun Cheol JEONG ; Sae Woong CHOI ; Woong Jin BAE ; Hyuk Jin CHO ; U Syn HA ; Sung Hoo HONG ; Ji Youl LEE ; Sung Yeoun HWANG ; Sae Woong KIM
The World Journal of Men's Health 2018;36(2):153-160
PURPOSE: Many patients with benign prostatic hyperplasia need treatment for remaining storage symptoms after surgery. Therefore, we evaluated the effect of the phytotherapeutic agent WSY-1075 on persistent detrusor overactivity (DO) after the relief of bladder outlet obstruction (BOO). MATERIALS AND METHODS: Rats were assigned to 3 groups: control (n=6), persistent DO (n=6), and persistent DO treated with the phytotherapeutic agent WSY-1075 (n=6). Persistent DO after relief of partial BOO was generated in the rat model, and 6 of the rats with this condition were orally administered WSY-1075. After 4 weeks of administration, cystometry was performed. Additionally, 8-hydroxy-2-deoxyguanosine and superoxide dismutase were measured to evaluate oxidative stress in the bladder. Pro-inflammatory cytokines, such as interleukin-8 and tumor necrosis factor-α, were analyzed, as were the M2 and M3 muscarinic receptors of the bladder. RESULTS: Significantly increased contraction pressure and a decreased contraction interval were observed in the persistent DO group after relief of BOO. Moreover, oxidative stress, pro-inflammatory cytokines, and M3 muscarinic receptors were significantly increased. After treatment with WSY-1075, significantly reduced DO was observed by cystometry in comparison with the persistent DO group. Additionally, significantly decreased levels of oxidative stress, pro-inflammatory cytokines, and M3 muscarinic receptors in the bladder were observed after treatment with WSY-1075. CONCLUSIONS: Treatment with WSY-1075 improved persistent DO after the relief of BOO mediated by antioxidative and anti-inflammatory effects. Further studies are necessary to identify the exact mechanism of the treatment effect of WSY-1075.
Animals
;
Cytokines
;
Humans
;
Interleukin-8
;
Lower Urinary Tract Symptoms
;
Models, Animal
;
Necrosis
;
Oxidative Stress
;
Phytotherapy
;
Prostatic Hyperplasia
;
Rats
;
Receptors, Muscarinic
;
Superoxide Dismutase
;
Urinary Bladder Neck Obstruction*
;
Urinary Bladder*
;
Urinary Bladder, Overactive
4.Corrigendum: Improvement of Persistent Detrusor Overactivity through Treatment with a Phytotherapeutic Agent (WSY-1075) after Relief of Bladder Outlet Obstruction.
Su Jin KIM ; Seung Hwan JEON ; Eun Bi KWON ; Hyun Cheol JEONG ; Sae Woong CHOI ; Woong Jin BAE ; Hyuk Jin CHO ; U Syn HA ; Sung Hoo HONG ; Ji Youl LEE ; Sung Yeoun HWANG ; Sae Woong KIM
The World Journal of Men's Health 2018;36(3):271-271
Current affiliation of Su Jin Kim has been changed, but it was not reflected in the process of publishing. The publishing office and editorial office would like to apologize for any inconvenience caused.
5.Effect of Korean Herbal Formula (Modified Ojayeonjonghwan) on Androgen Receptor Expression in an Aging Rat Model of Late Onset Hypogonadism.
Sae Woong CHOI ; Seung Hwan JEON ; Eun Bi KWON ; Guan Qun ZHU ; Kyu Won LEE ; Jin Bong CHOI ; Hyun Cheol JEONG ; Kang Sup KIM ; Sang Rak BAE ; Woong Jin BAE ; Su Jin KIM ; Hyuk Jin CHO ; U Syn HA ; Sung Hoo HONG ; Sung Yeoun HWANG ; Sae Woong KIM
The World Journal of Men's Health 2019;37(1):105-112
PURPOSE: Testosterone replacement therapy is an effective treatment for late-onset hypogonadism (LOH) despite a few contraindications and side-effects. The aim of this study was to determine whether modified Ojayeonjonghwan (KH-204, Korean herbal formula) improved LOH. KH-204 is a strong antioxidant herbal formula. We evaluated the effect of Korean herbal prescription on androgen receptor (AR) expression in an aged rat model of LOH. MATERIALS AND METHODS: Eighteen-month-old rats were used as aged LOH rat models. Eighteen Sprague-Dawley rats were randomly divided into three equal groups of six animals each and treated with one of the following: 1) normal control group (oral administration with distilled water, n=6), 2) KH-204 200 group (oral administration with 200 mg/kg of KH-204, n=6), and 3) KH-204 400 group (oral administration with 400 mg/kg of KH-204, n=6). After four weeks of treatment (once daily, distilled water or KH-204), serum testosterone levels, changes in testicular and epididymal weight, Western blotting analysis of AR expression and measurement of oxidative stress were examined. RESULTS: Treatment with the herbal formulation KH-204 200 mg/kg and 400 mg/kg (1) increased the weights of testis and epididymis; (2) increased the level of serum testosterone; (3) increased the level of superoxide dismutase and reduced the level of 8-hydroxy-20-deoxyguanosine; and (4) upregulated AR expression in testicular tissue. CONCLUSIONS: KH-204 might be an effective alternative for LOH. It improves antioxidant mechanisms and increases testicular AR expression without side-effects.
Aging*
;
Animals
;
Blotting, Western
;
Epididymis
;
Hypogonadism*
;
Male
;
Models, Animal*
;
Oxidative Stress
;
Phytotherapy
;
Prescriptions
;
Rats*
;
Rats, Sprague-Dawley
;
Receptors, Androgen*
;
Superoxide Dismutase
;
Testis
;
Testosterone
;
Water
;
Weights and Measures
6.Risk of Ischemic Stroke in Relation to Helicobacter pylori Infection and Eradication Status: A Large-Scale Prospective Observational Cohort Study
Eun-Bi JEON ; Nayoung KIM ; Beom Joon KIM ; In-Chang HWANG ; Sang Bin KIM ; Ji-Hyun KIM ; Yonghoon CHOI ; Yu Kyung JUN ; Hyuk YOON ; Cheol Min SHIN ; Young Soo PARK ; Dong Ho LEE ; Soyeon AHN
Gut and Liver 2024;18(4):642-653
Background/Aims:
A few studies have suggested the association between Helicobacter pylori (HP) infection and ischemic stroke. However, the impact of HP eradication on stroke risk has not been well evaluated. This study aimed to assess the influence of HP eradication on the incidence of ischemic stroke, considering the potential effect of sex.
Methods:
This prospective observational cohort study was conducted at Seoul National University Bundang Hospital, from May 2003 to February 2023, and involved gastroscopy-based HP testing. Propensity score (PS) matching was employed to ensure balanced groups by matching patients in the HP eradicated group (n=2,803) in a 3:1 ratio with patients in the HP non-eradicated group (n=960). Cox proportional hazard regression analysis was used to evaluate the risk of ischemic stroke.
Results:
Among 6,664 patients, multivariate analysis after PS matching indicated that HP eradication did not significantly alter the risk of ischemic stroke (hazard ratio, 0.531; 95% confidence interval, 0.221 to 1.270; p=0.157). Sex-specific subgroup analyses, both univariate and multivariate, did not yield statistically significant differences. However, Kaplan-Meier analysis revealed a potential trend: the females in the HP eradicated group exhibited a lower incidence of ischemic stroke than those in the HP non-eradicated group, although this did not reach statistical significance (p=0.057).
Conclusions
This finding suggests that HP eradication might not impact the risk of ischemic stroke. However, there was a trend showing that females potentially had a lower risk of ischemic stroke following HP eradication, though further investigation is required to establish definitive evidence.