1.Prediction of Unilateral Vocal Cord Paralysis Patients Through Machine Learning Analysis of Acoustic Parameters: A Preliminary Study
Seungtae KANG ; Su Na PARK ; Ji-Wan HA ; Ki-Su PARK ; Jiho LEE ; Janghyeok YOON ; Gil-Jin JANG ; GilJoon LEE
Journal of the Korean Society of Laryngology Phoniatrics and Logopedics 2024;35(1):24-29
Background and Objectives:
The purpose of this study is to evaluate value of diagnostic tool for vocal cord palsy utilizing artificial intelligence without laryngoscopeMaterials and Method A dataset consisting of recordings from patients with unilateral vocal cord paralysis (n=54) as well as normal individuals (n=163). The dataset included prolonged pronunciations of the vowels /ah/, /u/, /i/, and vocal cord data from paralyzed patients. Various acoustic parameters such as Mel-frequency cepstral coefficients, jitter, shimmer, harmonics-to-noise ratio, and fundamental frequency statistics were analyzed. The classification of vocal cord paralysis encompassed paralysis status, paralysis degree, and paralysis location. The deep learning model employed the leave-one-out method, and the feature set with the highest performance was selected using the following methods.
Results:
Vocal Cord Paralysis Classifier: The classifier accurately distinguished normal voice from vocal cord paralysis, achieving an accuracy and F1 score of 1.0. Paralysis Location Classifier: The classifier accurately differentiated between median and paramedian vocal cord paralysis, achieving an accuracy and micro F1 score of 1.0. Breathiness Degree Classifier: The classifier achieved an accuracy of 0.795 and a mean absolute error of 0.2857 in distinguishing different degrees of breathiness.
Conclusion
Although the small sample size raises concerns of potential overfitting, this preliminary study highlights distinctive acoustic features in cases of unilateral vocal fold paralysis compared to those of normal individuals. These findings suggest the feasibility of determining the presence, degree, and location of paralysis through the utilization of acoustic parameters. Further research is warranted to validate and expand upon these results.
2.Magnetic Resonance Elastography for Clinicians and Researchers Unfamiliar With the Field
Seungtae LEE ; Bio JOO ; Mina PARK ; Sung Jun AHN ; Sang Hyun SUH
Investigative Magnetic Resonance Imaging 2023;27(4):182-195
Magnetic resonance elastography (MRE) is an emerging magnetic resonance imaging (MRI) technique capable of quantitatively evaluating the biomechanical properties of tissue. MRE has been widely used in the evaluation of chronic parenchymal liver diseases.However, numerous studies have suggested its applicability in evaluating other organs.The MRE data acquisition process consists of three main steps: 1) generation of mechanical waves in soft tissues; 2) adoption of a modified phase-contrast MRI sequence to capture tissue displacements produced by the propagation of applied waves; and 3) application of an inversion algorithm to transform the wave image into maps of viscoelastic properties. As efforts are made to standardize MRE terminology and protocols, more extensive clinical investigations using MRE are expected in the future.
3.Facile Fabrication of Animal-Specific Positioning Molds For Multi-modality Molecular Imaging.
Jeong Chan PARK ; Jieun OH ; Seungtae WOO ; Wonjung KWAK ; Jeong Eun LEE ; Kyeong Min KIM ; Gwang Il AN ; Tae Hyun CHOI ; Gi Jeong CHEON ; Youngmin CHANG ; Sang Woo LEE ; Byeong Cheol AHN ; Jaetae LEE ; Jeongsoo YOO
Nuclear Medicine and Molecular Imaging 2008;42(5):401-409
PURPOSE: Recently multi-modal imaging system has become widely adopted in molecular imaging. We tried to fabricate animal-specific positioning molds for PET/MR fusion imaging using easily available molding clay and rapid foam. The animal-specific positioning molds provide immobilization and reproducible positioning of small animal. Herein, we have compared fiber-based molding clay with rapid foam in fabricating the molds of experimental animal. MATERIALS AND METHODS: The round bottomed-acrylic frame, which fitted into microPET gantry, was prepared at first. The experimental mice was anesthetized and placed on the mold for positioning. Rapid foam and fiber-based clay were used to fabricate the mold. In case of both rapid foam and the clay, the experimental animal needs to be pushed down smoothly into the mold for positioning. However, after the mouse was removed, the fabricated clay needed to be dried completely at 60 degrees C in oven overnight for hardening. Four sealed pipet tips containing [18F]FDG solution were used as fiduciary markers. After injection of [18F]FDG via tail vein, microPET scanning was performed. Successively, MRI scanning was followed in the same animal. RESULTS: Animal-specific positioning molds were fabricated using rapid foam and fiber-based molding clay for multimodality imaging. Functional and anatomical images were obtained with microPET and MRI, respectively. The fused PET/MR images were obtained using freely available AMIDE program. CONCLUSION: Animal-specific molds were successfully prepared using easily available rapid foam, molding clay and disposable pipet tips. Thanks to animal-specific molds, fusion images of PET and MR were co-registered with negligible misalignment.
Aluminum Silicates
;
Animals
;
Fungi
;
Immobilization
;
Magnetic Resonance Imaging
;
Mice
;
Molecular Imaging
;
Veins
4.Acupuncture alters pro-inflammatory cytokines in the plasma of maternally separated rat pups.
Dongsoo KIM ; Chang-Hwan BAE ; Ye Lee JUN ; Hyongjun JEON ; Sungtae KOO ; Seungtae KIM
Chinese journal of integrative medicine 2017;23(12):943-947
OBJECTIVETo investigate the potential alleviating effects of acupuncture on maternal separation (MS)-induced changes in plasma pro-inflammatory cytokine levels of rat pups.
METHODSOn postnatal day 15, rat pups were randomly assigned to 4 groups (n=6 per group) using a random number table: normal, MS, MS with acupuncture stimulation at Shenmen (HT 7) acupoint (MS+HT 7), and MS with acupuncture stimulation at Chengshan (BL 57) acupoint (MS+BL 57) groups. Rat pups in the normal group were housed with their mothers under standard conditions; those in the MS, MS+HT 7 and MS+BL 57 groups were maternally separated and individually maintained. Acupuncture stimulation was performed at HT 7 or BL 57 acupoints once a day for 7 consecutive days. A tail suspension test was performed to measure immobility time of rats and the plasma was collected on postnatal day 21, then levels of corticosterone (CORT), interleukin (IL)-1β, IL-6 and glial cell-derived neurotrophic factor (GDNF) in plasma were measured.
RESULTSCompared with the normal group, the immobility time and the plasma levels of CORT, IL-1β, IL-6 and GDNF in the MS group were significantly increased (P<0.05 or P<0.01). Compared with the MS group, the immobility time and the plasma levels of CORT, IL-1β, IL-6 and GDNF were significantly reduced in the MS+HT 7 group (P<0.05 or P<0.01). Moreover, the immobility time and plasma levels of IL-1β and IL-6 in the MS+HT 7 group were significantly lower than those in the MS+BL 57 group (P<0.05).
CONCLUSIONAcupuncture stimulation at HT 7 can alleviate the behavioral impairment and changes of the cytokines by MS, indicating that acupuncture can help to relieve MS-induced depression.
5.Changes in small intestinal motility and related hormones by acupuncture stimulation at Zusanli (ST 36) in mice.
Jung-Hee JANG ; Deuk-Joo LEE ; Chang-Hwan BAE ; Ki-Tae HA ; Sunoh KWON ; Hi-Joon PARK ; Dae-Hyun HAHM ; Hyejung LEE ; Seungtae KIM
Chinese journal of integrative medicine 2017;23(3):215-220
OBJECTIVESTo clarify the effects of acupuncture stimulation at Zusanli (ST 36) on the hormonal changes.
METHODSEight-week-old male C57BL/6 mice received acupuncture stimulation at acupoint ST 36 or Quchi (LI 11) once a day for 3 or 5 days in the acupuncture-stimulated groups, but not received in the normal group (n=6 in each group). On day 3 or 5, animals were given 0.1 mL of charcoal orally with a bulbed steel needle, 30 min after the last acupuncture stimulation. Ten minutes later, mice were anesthetized, and the intestinal transit and the concentrations of vasoactive intestinal peptide (VIP), motilin, ghrelin and gastrin in the serum were measured.
RESULTSCompared to no acupuncture stimulation, acupuncture stimulation at ST 36 for 5 days increased the intestinal transit and down-regulated the concentration of VIP and up-regulated the concentrations of motilin, ghrelin and gastrin (P<0.05 or 0.01), whereas acupuncture stimulation at LI 11 did not change them signifificantly (P>0.05).
CONCLUSIONAcupuncture stimulation at ST 36 for 5 days enhances the small intestinal motility and regulates the secretion of hormones related to small intestinal motility.
Acupuncture Points ; Acupuncture Therapy ; Animals ; Gastrointestinal Motility ; physiology ; Hormones ; blood ; Intestine, Small ; physiology ; Male ; Mice, Inbred C57BL
6.Korean red ginseng decreases 1-methyl-4-phenylpyridinium-induced mitophagy in SH-SY5Y cells.
Hyongjun JEON ; Hee-Young KIM ; Chang-Hwan BAE ; Yukyung LEE ; Sungtae KOO ; Seungtae KIM
Journal of Integrative Medicine 2021;19(6):537-544
OBJECTIVE:
Mitophagy is known to contribute towards progression of Parkinson's disease. Korean red ginseng (KRG) is a widely used medicinal herb in East Asia, and recent studies have reported that KRG prevents 1-methyl-4-phenylpyridinium ion (MPP
METHODS:
SH-SY5Y cells were incubated with KRG for 24 h, and subsequently exposed to MPP
RESULTS:
MPP
CONCLUSION
KRG effectively prevents MPP
1-Methyl-4-phenylpyridinium/toxicity*
;
Apoptosis
;
Cell Line, Tumor
;
Mitochondria
;
Mitophagy
;
Panax
;
Reactive Oxygen Species