1.Deep-Learning-Based Segmentation of Predefined Chunks in Connected Speech: A Retrospective Analysis
Jae Yeong KIM ; Jungirl SEOK ; Jehyun LEE ; Jeong Hoon LEE ; Tack-Kyun KWON
Journal of the Korean Society of Laryngology Phoniatrics and Logopedics 2024;35(1):15-23
Background and Objectives:
In institutional settings, manually segmenting connected speech is a time-consuming and labor-intensive process. This study aims to develop a deep-learning model for automating this process, evaluating its accuracy, and determining the minimum dataset size for effective performance.Materials and Method Voice data from 524 individuals with pathological conditions and 502 individuals with normal conditions, totaling 1026 samples, were used. Each voice sample had 17 chunks, including a “summer” sentence (15 chunks) and vowels /α/ and /i/. The deep-learning model employed in this study is based on the multi-layer perceptron-mixer architecture. This study evaluated performance using the Intersection over Union (IoU) metric, commonly employed in artificial intelligence-based image detection for chunk segmentation.
Results:
The accuracy of chunk identification at the frame level was 96.47%. Using IoU metrics, chunk segmentation accuracy was 98.15% at IoU ≥0.6, 96.03% at IoU ≥0.7, and 89.78% at IoU ≥0.8. Optimal dataset size exploration indicated that more than 700 connected speech datasets were needed for successful training, maintaining F1-scores up to 95% at IoU ≥0.7.
Conclusion
The artificial intelligence model is suitable for the development of an automated system that efficiently divides segments in the institutional collection of voice data. This suggests its potential utility in advancing voice research using connected speech.
2.Radiotherapy versus Surgery in Early-Stage HPV-Positive Oropharyngeal Cancer
Dong-Yun KIM ; Hong-Gyun WU ; Jin Ho KIM ; Joo Ho LEE ; Soon-Hyun AHN ; Eun-Jae CHUNG ; Keun-Yong EOM ; Young Ho JUNG ; Woo-Jin JEONG ; Tack-Kyun KWON ; Suzy KIM ; Chan Woo WEE
Cancer Research and Treatment 2022;54(2):406-416
Purpose:
This study aimed to compare the outcomes of primary radiotherapy (RT) versus surgery in early-stage human papilloma virus–positive oropharyngeal squamous cell carcinoma (hpv+OPC), and investigate the preoperative clinical factors that can predict the requirement for postoperative adjuvant treatment.
Materials and Methods:
This multicenter study included 166 patients with American Joint Committee on Cancer 8th edition-Stages I-II hpv+OPC. Sixty (36.1%) and 106 (63.9%) patients underwent primary (concurrent chemo)radiotherapy [(CC)RT] and surgery, respectively. Seventy-eight patients (73.6%) in the surgery group received postoperative (CC)RT.
Results:
With a median follow-up of 45.6 months for survivors, the 2-year overall survival (OS), progression-free survival (PFS), and locoregional control (LC) for RT/surgery were 97.8%/96.4%, 91.1%/92.0%, and 92.9%/93.3%, respectively. In multivariate analyses, patients with synchronous radiologic extranodal extension and conglomeration (ENEcong) of metastatic lymph nodes (LNs) showed significantly poorer OS (p=0.047), PFS (p=0.001), and LC (p=0.003). In patients undergoing primary surgery, two or more clinically positive LN metastases (odds ratio [OR], 5.15; p=0.004) and LN metastases with ENEcong (OR, 3.75; p=0.009) were predictors of postoperative chemoradiotherapy. No patient in the primary RT group demonstrated late severe toxicity whereas three (2.8%), one (0.9%), and one (0.9%) patient in the surgery group showed grade 3 dysphagia, grade 3 xerostomia, and fatal oral cavity bleeding.
Conclusion
We found no differences in OS, PFS, and LC between upfront RT and surgery in stage I-II hpv+OPC which warrants comparison through a prospective trial in the treatment de-escalation era. However, most early-stage hpv+OPC patients undergoing surgery received adjuvant (CC)RT. Pretreatment LN findings were prognostic and predictive for adjuvant treatment.
3.Standardization of FEES Evaluation for the Accurate Diagnosis of Dysphagia
Bo Young KIM ; Bo Young KIM ; Jin LEE ; Jin LEE ; Bo Hae KIM ; Bo Hae KIM ; Hanaro PARK ; Hanaro PARK ; Sung Joon PARK ; Sung Joon PARK ; Chang Myeon SONG ; Chang Myeon SONG ; Eun-Jae CHUNG ; Eun-Jae CHUNG ; Tack-Kyun KWON ; Tack-Kyun KWON ; Young Ju JIN ; Young Ju JIN
Journal of the Korean Dysphagia Society 2022;12(1):59-63
Objective:
Fiberoptic endoscopic evaluation of swallowing (FEES) is a standard diagnostic tool for swallowing disorders. However, it has not been used frequently in Korea because of the long test time, low cost, and the absence of a standard evaluation system. The purpose of this study was to suggest a standard fill-out form for the FEES result.
Methods:
From February 2019 to June 2020, a total of 98 FEES tests were performed by an otolaryngologist (JYJ) at the Wonkwang University Hospital. After the exclusion of 68 cases, 30 cases were analyzed twice by 4 raters with over 5 years of experience as otolaryngologists working in various hospitals. The results were measured for the rater’s test-retest reliability and inter-rater consistency.
Results:
Cohen’s kappa values for measuring the intra-rater consistency of the four raters were 0.984, 0.887, 0.848, and 0.930, respectively, meaning very good alignment of 0.8 or more, respectively. The Fleiss Kappa value for measuring inter-rater consistency was 0.276, meaning ‘fair’ for values of 0.2 or more. To examine consistency, an intraclass correlation coefficient (ICC) analysis conducted by assuming the grading score to be a constant continuous variable gave an ICC value of 0.729 (P<0.001), showing a very reliable tendency.
Conclusion
In this study, all the items of the fill-out form were rated using a three-step grading scale, so the degree of agreement was high when performed twice by the same rater, but the degree of agreement among raters was relatively low. Therefore, our fill-out form for FEES will be useful in evaluating the improvement of a patient over the course of clinical treatment.
4.Alteration in Cngb1 Expression upon Maternal Immune Activation in a Mouse Model and Its Possible Association with Schizophrenia Susceptibility
Hwayoung LEE ; Sung Wook KANG ; Hyeonjung JEONG ; Jun-Tack KWON ; Young Ock KIM ; Hak-Jae KIM
Clinical Psychopharmacology and Neuroscience 2021;19(4):618-627
Objective:
The cyclic nucleotide-gated channel (Cng) regulates synaptic efficacy in brain neurons by modulating Ca2+ levels in response to changes in cyclic nucleotide concentrations. This study investigated whether the expression of Cng channel, cyclic nucleotide-gated channel subunit beta 1 (Cngb1) exhibited any relationship with the pathophysiology of schizophrenia in an animal model and whether genetic polymorphisms of the human gene were associated with the progression of schizophrenia in a Korean population.
Methods:
We investigated whether Cngb1 expression was related to psychiatric disorders in a mouse model of schizophrenia induced by maternal immune activation. A case-control study was conducted of 275 schizophrenia patients and 410 controls with single-nucleotide polymorphisms (SNPs) in the 5′-near region of CNGB1.
Results:
Cngb1 expression was decreased in the prefrontal cortex in the mouse model. Furthermore, the genotype frequency of a SNP (rs3756314) of CNGB1 was associated with the risk of schizophrenia.
Conclusion
Our results suggest that CNGB1 might be associated with schizophrenia susceptibility and maternal immune activation. Consequently, it is hypothesized that CNGB1 may be involved in the pathophysiology of schizophrenia.
5.Guidelines for the Management of Unilateral Vocal Fold Paralysis From the Korean Society of Laryngology, Phoniatrics and Logopedics
; ; Chang Hwan RYU ; Tack-Kyun KWON ; Heejin KIM ; Han Su KIM ; Il-Seok PARK ; Joo Hyun WOO ; Sang-Hyuk LEE ; Seung Won LEE ; Jae-Yol LIM ; Seong-Tae KIM ; Sung-Min JIN ; Seung Ho CHOI
Clinical and Experimental Otorhinolaryngology 2020;13(4):340-360
The Korean Society of Laryngology, Phoniatrics and Logopedics appointed a task force to establish clinical practice guidelines for the management of unilateral vocal fold paralysis (UVFP). These guidelines cover a comprehensive range of management-related factors, including the diagnosis and treatment of UVFP, and provide in-depth information based on current, up-to-date knowledge. Detailed evidence profiles are provided for each recommendation. The CORE databases, including OVID Medline, Embase, the Cochrane Library, and KoreaMed, were searched to identify all relevant papers, using a predefined search strategy. When insufficient evidence existed, expert opinions and Delphi questionnaires were used to fill the evidence gap. The committee developed 16 evidence-based recommendations in six categories: initial evaluation (R1–4), spontaneous recovery (R5), medical treatment (R6), surgical treatment (R7–14), voice therapy (R15), and aspiration prevention (R16). The goal of these guidelines is to assist general otolaryngologists and speech-language pathologists who are primarily responsible for treating patients with UVFP. These guidelines are also intended to facilitate understanding of the condition among other health-care providers, including primary care physicians, nurses, and policy-makers.
6.Outcomes of Non-Operative Management for Pseudarthrosis after Pedicle Subtraction Osteotomies at Minimum 5 Years Follow-Up
Yong Chan KIM ; Ki Tack KIM ; Cheung Kue KIM ; Il Yeong HWANG ; Woo Young JIN ; Lawrence G LENKE ; Jae Ryong CHA
Journal of Korean Neurosurgical Society 2019;62(5):567-576
OBJECTIVE: Minimal data exist regarding non-operative management of suspected pseudarthrosis after pedicle subtraction osteotomy (PSO). This study reports radiographic and clinical outcomes of non-operative management for post-PSO pseudarthrosis at a minimum 5 years post-detection.METHODS: Nineteen consecutive patients with implant breakage indicating probable pseudarthrosis after PSO surgery (13 women/six men; mean age at surgery, 58 years) without severe pain and disability were treated with non-operative management (mean follow-up, 5.8 years; range, 5–10 years). Non-operative management included medication, intermittent brace wearing and avoidance of excessive back strain. Radiographic and clinical outcomes analysis was performed.RESULTS: Sagittal vertical axis (SVA), proximal junctional angle, thoracic kyphosis achieved by a PSO were maintained after detection of pseudarthrosis through ultimate follow-up. Lumbar lordosis and PSO angle decreased at final follow-up. There was no significant change in Oswestry Disability Index (ODI) scores and Scoliosis Research Society (SRS) total score, or subscales of pain, self-image, function, satisfaction and mental health between detection of pseudarthrosis and ultimate follow-up. SVA greater than 11 cm showed poorer ODI and SRS total score, as well as the pain, self-image, and function subscales (p<0.05).CONCLUSION: Non-operative management of implant failure of probable pseudarthrosis after PSO offers acceptable outcomes even at 5 years after detection of implant breakage, provided SVA is maintained. As SVA increased, outcome scores decreased in this patient population.
Animals
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Braces
;
Follow-Up Studies
;
Humans
;
Joint Deformities, Acquired
;
Kyphosis
;
Lordosis
;
Male
;
Mental Health
;
Osteotomy
;
Pseudarthrosis
;
Scoliosis
;
Spine
7.Multicenter Adherence Study of Asthma Medication for Children in Korea
Chang Keun KIM ; Zak CALLAWAY ; Jungi CHOI ; Hyo Bin KIM ; Eun Mi KWON ; Yoon Seok CHANG ; Yeong Ho RHA ; Soo Jong HONG ; Jae Won OH ; Hyun Hee KIM ; Dae Hyun LIM ; Sung Won KIM ; Kang Seo PARK ; Yong Hoon CHO ; Hai Lee CHUNG ; Hee Ju PARK ; Sang Gun JUNG ; Im Joo KANG ; Myung Chul HYUN ; Moo Young OH ; Jin A JUNG ; Myung Sung KIM ; Jung Yeon SHIM ; Jin Tack KIM ; Young Yull KOH ;
Allergy, Asthma & Immunology Research 2019;11(2):222-230
PURPOSE: Adherence is a major component of successful medical treatment. However, non-adherence remains a barrier to effective delivery of healthcare worldwide. METHODS: Twenty healthcare facilities (secondary or tertiary hospitals) belonging to the Korean Academy of Pediatric Allergy and Respiratory Diseases (KAPARD) participated. Questionnaires were given to patients currently receiving treatment in the form of inhalant useor oral intake or transdermal patch for mild to moderate asthma. RESULTS: A total of 1,838 patients responded to the questionnaire. Mean age was 5.98 ± 3.79 years (range: 0-18 years). With help from their caregivers, the percentage of patients that answered “taking as prescribed” was 38.04% for inhalant users, 50.09% for oral medication users and 67.42% for transdermal users. Transdermal patch users had significantly greater adherence compared to the other 2 groups (P < 0.001). The 34.15% of inhalant users, 70.33% of oral medication users and 93.00% of transdermal patch users felt that their medication delivery system was “Easy” or “Very easy” to use (P < 0.001). “Method of administration” was deemed to be the most difficult part of the treatment regimen to follow, and 76.7% of patients preferred once-daily administration (i.e., “Frequency of administration”). CONCLUSIONS: Asthma medication adherence in young children was found to be better in the transdermal patch group. This may be due to requiring fewer doses and easy to follow instructions. From an adherence point of view, the transdermal patch seems more useful for long-term asthma control in children compared to oral or inhaled medicine.
Asthma
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Caregivers
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Child
;
Delivery of Health Care
;
Humans
;
Hypersensitivity
;
Korea
;
Medication Adherence
;
Transdermal Patch
8.Influence of clozapine on neurodevelopmental protein expression and behavioral patterns in animal model of psychiatric disorder induced by low-level of lead
Hwayoung LEE ; Minyoung LEE ; Hyung Ki KIM ; Young Ock KIM ; Jun Tack KWON ; Hak Jae KIM
The Korean Journal of Physiology and Pharmacology 2019;23(6):467-474
Exposure to lead during pregnancy is a risk factor for the development of psychiatric disorders in the offspring. In this study, we investigated whether exposure to low levels of lead acetate (0.2%) in drinking water during pregnancy and lactation causes behavioral impairment and affects the expression of proteins associated with neurodevelopment. Lead exposure altered several parameters in rat offspring compared with those unexposed in open-field, social interaction, and pre-pulse inhibition tests. These parameters were restored to normal levels after clozapine treatment. Western blot and immunohistochemical analyses of the hippocampus revealed that several neurodevelopmental proteins were downregulated in lead-exposed rats. The expression was normalized after clozapine treatment (5 mg/kg/day, postnatal day 35–56). These findings demonstrate that downregulation of several proteins in lead-exposed rats affected subsequent behavioral changes. Our results suggest that lead exposure in early life may induce psychiatric disorders and treatment with antipsychotics such as clozapine may reduce their incidence.
Animals
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Antipsychotic Agents
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Behavior Rating Scale
;
Blotting, Western
;
Clozapine
;
Down-Regulation
;
Drinking Water
;
Female
;
Hippocampus
;
Incidence
;
Interpersonal Relations
;
Lactation
;
Lead Poisoning
;
Models, Animal
;
Neurodevelopmental Disorders
;
Pregnancy
;
Rats
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Risk Factors
9.Current Status of Patient Education in the Management of Atopic Dermatitis in Korea
Min Kyung LEE ; Ju Hee SEO ; Howard CHU ; Hyunjung KIM ; Yong Hyun JANG ; Jae Won JEONG ; Hye Yung YUM ; Man Yong HAN ; Ho Joo YOON ; Sang Heon CHO ; Yeong Ho RHA ; Jin Tack KIM ; Young Lip PARK ; Seong Jun SEO ; Kwang Hoon LEE ; Chang Ook PARK
Yonsei Medical Journal 2019;60(7):694-699
Patient education is important for successful management of atopic dermatitis; however, due to limited time and resources, patient education remains insufficient. This study aimed to investigate the current state of education provided by Korean dermatologists, pediatric allergists, and allergists to patients with atopic dermatitis. A questionnaire survey consisting of items regarding educational programs for patients with atopic dermatitis was conducted via e-mail. In total, 153 participants responded to the questionnaires, and 26.8% indicated that they have had separate educational programs. The workforce involved in the educational program included nurses, residents or fellows, dieticians, pharmacists, and clinical psychologists. Most education protocols addressed the characteristics and natural course of atopic dermatitis and environmental management. Overall, 96.7% of the participants replied that an additional charge is needed for education; moreover, additional assistance from an academic society or association, in the form of medical staff, organized data, and advertisement, is required to develop and provide a well-structured educational program. A standardized education protocol will effectively provide appropriate education for patients with atopic dermatitis. Arrangement of education fees, covered by the National Health Insurance Service, will lead to the establishment of a structured educational program and participation of an additional medical workforce.
Dermatitis, Atopic
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Education
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Electronic Mail
;
Fees and Charges
;
Humans
;
Korea
;
Medical Staff
;
National Health Programs
;
Nutritionists
;
Patient Education as Topic
;
Pharmacists
;
Psychology
10.Poor prognostic factors in human papillomavirus-positive head and neck cancer: who might not be candidates for de-escalation treatment?
Shin Hye YOO ; Chan Young OCK ; Bhumsuk KEAM ; Sung Joon PARK ; Tae Min KIM ; Jin Ho KIM ; Yoon Kyung JEON ; Eun Jae CHUNG ; Seong Keun KWON ; J Hun HAH ; Tack Kyun KWON ; Kyeong Chun JUNG ; Dong Wan KIM ; Hong Gyun WU ; Myung Whun SUNG ; Dae Seog HEO
The Korean Journal of Internal Medicine 2019;34(6):1313-1323
BACKGROUND/AIMS:
Since patients with human papillomavirus (HPV)-associated head and neck squamous cell carcinoma (HNSCC) have favorable outcomes after treatment, treatment de-escalation for these patients is being actively investigated. However, not all HPV-positive HNSCCs are curable, and some patients have a poor prognosis. The purpose of this study was to identify poor prognostic factors in patients with HPV-positive HNSCC.
METHODS:
Patients who received a diagnosis of HNSCC and tested positive for HPV from 2000 to 2015 at a single hospital site (n = 152) were included in this retrospective analysis. HPV typing was conducted using the HPV DNA chip assay or liquid bead microarray system. Expression of p16 in the tumors was assessed by immunohistochemistry. To determine candidate factors associated with overall survival (OS), univariate and multivariable Cox regression analyses were performed.
RESULTS:
A total of 152 patients with HPV-positive HNSCC were included in this study; 82.2% were male, 43.4% were current or former smokers, and 84.2% had oropharyngeal cancer. By univariate analysis, old age, performance status ≥ 1, non-oropharyngeal location, advanced T classification (T3–4), and HPV genotype 18 were significantly associated with poor OS. By multivariable analysis, performance status ≥ 1 and non-oropharyngeal location were independently associated with shorter OS (hazard ratio [HR], 4.36, p = 0.015; HR, 11.83, p = 0.002, respectively). Furthermore, HPV genotype 18 positivity was also an independent poor prognostic factor of OS (HR, 10.87, p < 0.001).
CONCLUSIONS
Non-oropharyngeal cancer, poor performance status, and HPV genotype 18 were independent poor prognostic factors in patients with HPV-positive HNSCC. Patients with these risk factors might not be candidates for de-escalation treatment.

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