1.Deep Learning Analysis to Automatically Detect the Presence of Penetration or Aspiration in Videofluoroscopic Swallowing Study
Jeoung Kun KIM ; Yoo Jin CHOO ; Gyu Sang CHOI ; Hyunkwang SHIN ; Min Cheol CHANG ; Donghwi PARK
Journal of Korean Medical Science 2022;37(6):e42-
Background:
Videofluoroscopic swallowing study (VFSS) is currently considered the gold standard to precisely diagnose and quantitatively investigate dysphagia. However, VFSS interpretation is complex and requires consideration of several factors. Therefore, considering the expected impact on dysphagia management, this study aimed to apply deep learning to detect the presence of penetration or aspiration in VFSS of patients with dysphagia automatically.
Methods:
The VFSS data of 190 participants with dysphagia were collected. A total of 10 frame images from one swallowing process were selected (five high-peak images and five low-peak images) for the application of deep learning in a VFSS video of a patient with dysphagia. We applied a convolutional neural network (CNN) for deep learning using the Python programming language. For the classification of VFSS findings (normal swallowing, penetration, and aspiration), the classification was determined in both high-peak and lowpeak images. Thereafter, the two classifications determined through high-peak and low-peak images were integrated into a final classification.
Results:
The area under the curve (AUC) for the validation dataset of the VFSS image for the CNN model was 0.942 for normal findings, 0.878 for penetration, and 1.000 for aspiration. The macro average AUC was 0.940 and micro average AUC was 0.961.
Conclusion
This study demonstrated that deep learning algorithms, particularly the CNN, could be applied for detecting the presence of penetration and aspiration in VFSS of patients with dysphagia.
2.Clinical Benefit of Early Laser Treatment of Scars in Children: A Single-Center Retrospective Study
Jongeun LEE ; Dong Min SHIN ; Donghwi JANG ; Se Jin OH ; Hyun Je KIM ; Jong Hee LEE
Korean Journal of Dermatology 2021;59(7):507-512
Background:
Scars in children are highly concerning to most parents who usually seek prompt treatment for these lesions. However, compared with adults, children show a greater tendency to develop hypertrophic scars and a higher likelihood of scar widening with increasing age.
Objective:
We investigated the role of laser treatment for scars in pediatric patients in view of the fact that this approach is challenging in this age group.
Methods:
This retrospective study included patients aged <17 years who visited the Samsung Medical Center between 2013 and 2018 for scar treatment. Of the 28 children who visited the center during this time, 14 presented within 4 to 5 weeks from scar onset and received laser therapy and 14 presented after 4 to 5 weeks and received topical treatment. The Stony Brook Scar Evaluation Scale (SBSES) was used to assess scar formation.
Results:
The mean initial SBSES scores were lower in the laser than in the topical group (1.93±0.92 vs. 2.71±0.83, p=0.0363). No intergroup difference was observed in SBSES scores upon treatment completion (4.50±0.94 vs. 4.21±1.19, p=0.4673). Multivariable analysis after adjustment for age, sex, and initial SBSES scores showed that the type (laser vs. topical) of treatment was not significantly associated with an SBSES score=5 or duration of treatment.
Conclusion
Laser intervention may be useful for scar therapy in children who present early and can receive prompt treatment before scar maturation; however, further studies are warranted to validate our results.
3.Effect of the respiratory rate on the pulse pressure variation induced by hemorrhage in anesthetized dogs
Dalhae KIM ; Won-Gyun SON ; Donghwi SHIN ; Jiyoung KIM ; Inhyung LEE
Journal of Veterinary Science 2022;23(6):e68-
Background:
Studies on anesthetized dogs regarding pulse pressure variation (PPV) are increasing. The influence of respiratory rate (RR) on PPV, in mechanically ventilated dogs, has not been clearly identified.
Objectives:
This study evaluated the influence of RR on PPV in mechanically ventilated healthy dogs after hemorrhage.
Methods:
Five healthy adult Beagle dogs were premedicated with intravenous (IV) acepromazine (0.01 mg/kg). Anesthesia was induced with alfaxalone (3 mg/kg IV) and maintained with isoflurane in 100% oxygen. The right dorsal pedal artery was cannulated with a 22-gauge catheter for blood removal, and the left dorsal pedal artery was cannulated and connected to a transducer system for arterial blood pressure monitoring. The PPV was automatically calculated using a multi-parameter monitor and recorded. Hemorrhage was induced by withdrawing 30% of blood (24 mL/kg) over 30 min. Mechanical ventilation was provided with a tidal volume of 10 mL/kg and a 1:2 inspiration-to-expiration ratio at an initial RR of 15 breaths/min (baseline). Thereafter, RR was changed to 20, 30, and 40 breaths/min according to the casting lots, and the PPV was recorded at each RR. After data collection, the blood was transfused at a rate of 10 mL/kg/h, and the PPV was recorded at the baseline ventilator setting.
Results:
The data of PPV were analyzed using the Friedman test followed by the Wilcoxon signed-rank test (p < 0.05). Hemorrhage significantly increased PPV from 11% to 25% at 15 breaths/min. An increase in RR significantly decreased PPV from 25 (baseline) to 17%, 10%, and 10% at 20, 30, and 40 breaths/min, respectively (all p < 0.05).
Conclusions
The PPV is a dynamic parameter that can predict a dog’s hemorrhagic condition, but PPV can be decreased in dogs under high RR. Therefore, careful interpretation may be required when using the PPV parameter particularly in the dogs with hyperventilation.
4.Clinical Benefit of Early Laser Treatment of Scars in Children: A Single-Center Retrospective Study
Jongeun LEE ; Dong Min SHIN ; Donghwi JANG ; Se Jin OH ; Hyun Je KIM ; Jong Hee LEE
Korean Journal of Dermatology 2021;59(7):507-512
Background:
Scars in children are highly concerning to most parents who usually seek prompt treatment for these lesions. However, compared with adults, children show a greater tendency to develop hypertrophic scars and a higher likelihood of scar widening with increasing age.
Objective:
We investigated the role of laser treatment for scars in pediatric patients in view of the fact that this approach is challenging in this age group.
Methods:
This retrospective study included patients aged <17 years who visited the Samsung Medical Center between 2013 and 2018 for scar treatment. Of the 28 children who visited the center during this time, 14 presented within 4 to 5 weeks from scar onset and received laser therapy and 14 presented after 4 to 5 weeks and received topical treatment. The Stony Brook Scar Evaluation Scale (SBSES) was used to assess scar formation.
Results:
The mean initial SBSES scores were lower in the laser than in the topical group (1.93±0.92 vs. 2.71±0.83, p=0.0363). No intergroup difference was observed in SBSES scores upon treatment completion (4.50±0.94 vs. 4.21±1.19, p=0.4673). Multivariable analysis after adjustment for age, sex, and initial SBSES scores showed that the type (laser vs. topical) of treatment was not significantly associated with an SBSES score=5 or duration of treatment.
Conclusion
Laser intervention may be useful for scar therapy in children who present early and can receive prompt treatment before scar maturation; however, further studies are warranted to validate our results.
5.Corrigendum: A Double-Blind, Split-Face, Randomized Study on the Effects and Safety of Intradermal Injection of Botulinum Toxin Type A 150 kD Neurotoxin in the Cheek
Dong Min SHIN ; Jongeun LEE ; Hyungrye NOH ; Donghwi JANG ; Se Jin OH ; Ji Hye PARK ; Jong Hee LEE
Annals of Dermatology 2023;35(1):88-88
6.A Double-Blind, Split-Face, Randomized Study on the Effects and Safety of Intradermal Injection of Botulinum Toxin A (Incobotulinum Toxin A) in the Cheek
Dong Min SHIN ; Jongeun LEE ; Hyungrye NOH ; Donghwi JANG ; Se Jin OH ; Ji Hye PARK ; Jong Hee LEE
Annals of Dermatology 2022;34(6):442-450
Background:
Intradermal injection of botulinum toxin A (BTXA) is used for cosmetic purposes without strong evidence for clinical use, as opposed to intramuscular injection.
Objective:
To evaluate the efficacy and safety of intradermal injection of incobotulinum toxin A (iBTXA) in the cheeks.
Methods:
We conducted a study with 18 volunteers who received intradermal injection of iBTXA into one cheek and normal saline into the contralateral side as a control. Volunteers visited the clinic at weeks 2, 4, 8, and 12 after injection. At each visit, pores and wrinkles were evaluated by a facial analyzer, sebum secretion by a sebumeter, skin texture by both volunteers and clinicians, and wrinkles of the nasolabial fold were graded with photographic reviews.
Results:
There were no significant effects on the wrinkles of the infraorbital area and sebum secretion. However, there were significant improvements in the wrinkles of the nasolabial fold and skin texture on the iBTXA injected side. The effects on the wrinkles of the nasolabial fold lasted 12 weeks, and those on skin texture lasted 8 weeks. Improvement in the pore size was observed only at week 2. No serious adverse events were reported except one volunteer who complained of facial palsy after the injection of 30 units of iBTXA in one cheek. However, injection of 20 units of iBTXA in one cheek was not associated with any adverse events.
Conclusion
Intradermal injection of iBTXA, could provide clinical benefits for skin texture and wrinkles overcoming the skin prick effect without obvious side effects.
7.Aggressive Digital Papillary Adenoma of the Right Big Toe: A Case Report
Hyungrye NOH ; Hee Yeon KIM ; Dong Min SHIN ; Donghwi JANG ; Joonho SHIM ; Se Jin OH ; Jong Hee LEE ; Dong-Youn LEE ; Joo-Heung LEE ; Ji-Hye PARK
Korean Journal of Dermatology 2022;60(9):597-600
Aggressive digital papillary adenoma (ADPA) is a rare tumor of the sweat glands. They usually present as solitary masses, with or without pain, and are most commonly observed in the fingers. A 19-year-old man presented with a solitary, protruding lesion on the right big toe that had enlarged 6 months previously. The biopsy specimen revealed a well-marginated mass with papillary projections and tubular structures. On foot magnetic resonance imaging, there was no invasion, and chest radiography showed no metastasis. Based on these findings, the tumor was diagnosed as ADPA, and wide excision was performed. Herein, we report a rare sweat gland tumor on the toe that was diagnosed as an ADPA.