1.Clinical Application of Artificial Intelligence in Breast Ultrasound
John BAEK ; Jaeil KIM ; Hye Jung KIM ; Jung Hyun YOON ; Ho Yong PARK ; Jeeyeon LEE ; Byeongju KANG ; Iliya ZAKIRYAROV ; Askhat KULTAEV ; Bolat SAKTASHEV ; Won Hwa KIM
Journal of the Korean Society of Radiology 2025;86(2):216-226
Breast cancer is the most common cancer in women worldwide, and its early detection is critical for improving survival outcomes. As a diagnostic and screening tool, mammography can be less effective owing to the masking effect of fibroglandular tissue, but breast US has good sensitivity even in dense breasts. However, breast US is highly operator dependent, highlighting the need for artificial intelligence (AI)-driven solutions. Unlike other modalities, US is performed using a handheld device that produces a continuous real-time video stream, yielding 12000–48000 frames per examination. This can be significantly challenging for AI development and requires real-time AI inference capabilities. In this review, we classified AI solutions as computer-aided diagnosis and computer-aided detection to facilitate a functional understanding and review commercial software supported by clinical evidence.In addition, to bridge healthcare gaps and enhance patient outcomes in geographically under resourced areas, we propose a novel framework by reviewing the existing AI-based triage workflows including mobile ultrasound.
2.Clinical Application of Artificial Intelligence in Breast Ultrasound
John BAEK ; Jaeil KIM ; Hye Jung KIM ; Jung Hyun YOON ; Ho Yong PARK ; Jeeyeon LEE ; Byeongju KANG ; Iliya ZAKIRYAROV ; Askhat KULTAEV ; Bolat SAKTASHEV ; Won Hwa KIM
Journal of the Korean Society of Radiology 2025;86(2):216-226
Breast cancer is the most common cancer in women worldwide, and its early detection is critical for improving survival outcomes. As a diagnostic and screening tool, mammography can be less effective owing to the masking effect of fibroglandular tissue, but breast US has good sensitivity even in dense breasts. However, breast US is highly operator dependent, highlighting the need for artificial intelligence (AI)-driven solutions. Unlike other modalities, US is performed using a handheld device that produces a continuous real-time video stream, yielding 12000–48000 frames per examination. This can be significantly challenging for AI development and requires real-time AI inference capabilities. In this review, we classified AI solutions as computer-aided diagnosis and computer-aided detection to facilitate a functional understanding and review commercial software supported by clinical evidence.In addition, to bridge healthcare gaps and enhance patient outcomes in geographically under resourced areas, we propose a novel framework by reviewing the existing AI-based triage workflows including mobile ultrasound.
3.Clinical Application of Artificial Intelligence in Breast Ultrasound
John BAEK ; Jaeil KIM ; Hye Jung KIM ; Jung Hyun YOON ; Ho Yong PARK ; Jeeyeon LEE ; Byeongju KANG ; Iliya ZAKIRYAROV ; Askhat KULTAEV ; Bolat SAKTASHEV ; Won Hwa KIM
Journal of the Korean Society of Radiology 2025;86(2):216-226
Breast cancer is the most common cancer in women worldwide, and its early detection is critical for improving survival outcomes. As a diagnostic and screening tool, mammography can be less effective owing to the masking effect of fibroglandular tissue, but breast US has good sensitivity even in dense breasts. However, breast US is highly operator dependent, highlighting the need for artificial intelligence (AI)-driven solutions. Unlike other modalities, US is performed using a handheld device that produces a continuous real-time video stream, yielding 12000–48000 frames per examination. This can be significantly challenging for AI development and requires real-time AI inference capabilities. In this review, we classified AI solutions as computer-aided diagnosis and computer-aided detection to facilitate a functional understanding and review commercial software supported by clinical evidence.In addition, to bridge healthcare gaps and enhance patient outcomes in geographically under resourced areas, we propose a novel framework by reviewing the existing AI-based triage workflows including mobile ultrasound.
4.Salmonella vector induces protective immunity against Lawsonia and Salmonella in murine model using prokaryotic expression system
Sungwoo PARK ; Eunseok CHO ; Amal SENEVIRATHNE ; Hak-Jae CHUNG ; Seungmin HA ; Chae-Hyun KIM ; Seogjin KANG ; John Hwa LEE
Journal of Veterinary Science 2024;25(1):e4-
Background:
Lawsonia intracellularis is the causative agent of proliferative enteropathy and is associated with several outbreaks, causing substantial economic loss to the porcine industry.
Objectives:
In this study, we focused on demonstrating the protective effect in the mouse model through the immunological bases of two vaccine strains against porcine proliferative enteritis.
Methods:
We used live-attenuated Salmonella Typhimurium (ST) secreting two selected immunogenic LI antigens (Lawsonia autotransporter A epitopes and flagellin [FliC]-peptidoglycan-associated lipoprotein-FliC) as the vaccine carrier. The constructs were cloned into a Salmonella expression vector (pJHL65) and transformed into the ST strain (JOL912). The expression of immunogenic proteins within Salmonella was evaluated via immunoblotting.
Results:
Immunizing BALB/c mice orally and subcutaneously induced high levels of LI-specific systemic immunoglobulin G and mucosal secretory immunoglobulin A. In immunized mice, there was significant upregulation of interferon-γ and interleukin-4 cytokine mRNA and an increase in the subpopulations of cluster of differentiation (CD) 4+ and CD 8+ T lymphocytes upon splenocytes re-stimulation with LI antigens. We observed significant protection in C57BL/6 mice against challenge with 106.9 times the median tissue culture infectious dose of LI or 2 × 109 colony-forming units of the virulent ST strain. Immunizing mice with either individual vaccine strains or co-mixture inhibited bacterial proliferation, with a marked reduction in the percentage of mice shedding Lawsonia in their feces.
Conclusions
Salmonella-mediated LI gene delivery induces robust humoral and cellular immune reactions, leading to significant protection against LI and salmonellosis.
5.Evaluation of host and bacterial gene modulation during Lawsonia intracellularis infection in immunocompetent C57BL/6 mouse model
Perumalraja KIRTHIKA ; Sungwoo PARK ; Vijayakumar JAWALAGATTI ; John Hwa LEE
Journal of Veterinary Science 2022;23(3):e41-
Background:
Proliferative enteritis caused by Lawsonia intracellularis undermines the economic stability of the swine industry worldwide. The development of cost-effective animal models to study the pathophysiology of the disease will help develop strategies to counter this bacterium.
Objectives:
This study focused on establishing a model of gastrointestinal (GI) infection of L.intracellularis in C57BL/6 mice to evaluate the disease progression and lesions of proliferative enteropathy (PE) in murine GI tissue.
Methods:
We assessed the murine mucosal and cell-mediated immune responses generated in response to inoculation with L. intracellularis.
Results:
The mice developed characteristic lesions of the disease and shed L.intracellularis in the feces following oral inoculation with 5 × 107 bacteria. An increase in L. intracellularis 16s rRNA and groEL copies in the intestine of infected mice indicated intestinal dissemination of the bacteria. The C57BL/6 mice appeared capable of modulating humoral and cell-mediated immune responses to L. intracellularis infection. Notably, the expression of genes for the vitamin B12 receptor and for secreted and membrane-bound mucins were downregulated in L. intracellularis -infected mice. Furthermore, L. intracellularis colonization of the mouse intestine was confirmed by the immunohistochemistry and western blot analyses.
Conclusions
This is the first study demonstrating the contributions of bacterial chaperonin and host nutrient genes to PE using an immunocompetent mouse model. This mouse infection model may serve as a platform from which to study L. intracellularis infection and develop potential vaccination and therapeutic strategies to treat PE.
6.Cardioprotective mechanism of SGLT2 inhibitor against myocardial infarction is through reduction of autosis.
Kai JIANG ; Yue XU ; Dandan WANG ; Feng CHEN ; Zizhuo TU ; Jie QIAN ; Sheng XU ; Yixiang XU ; John HWA ; Jian LI ; Hongcai SHANG ; Yaozu XIANG
Protein & Cell 2022;13(5):336-359
Sodium-glucose cotransporter 2 (SGLT2) inhibitors reduce cardiovascular mortality in patients with diabetes mellitus but the protective mechanism remains elusive. Here we demonstrated that the SGLT2 inhibitor, Empagliflozin (EMPA), suppresses cardiomyocytes autosis (autophagic cell death) to confer cardioprotective effects. Using myocardial infarction (MI) mouse models with and without diabetes mellitus, EMPA treatment significantly reduced infarct size, and myocardial fibrosis, thereby leading to improved cardiac function and survival. In the context of ischemia and nutritional glucose deprivation where autosis is already highly stimulated, EMPA directly inhibits the activity of the Na+/H+ exchanger 1 (NHE1) in the cardiomyocytes to regulate excessive autophagy. Knockdown of NHE1 significantly rescued glucose deprivation-induced autosis. In contrast, overexpression of NHE1 aggravated the cardiomyocytes death in response to starvation, which was effectively rescued by EMPA treatment. Furthermore, in vitro and in vivo analysis of NHE1 and Beclin 1 knockout mice validated that EMPA's cardioprotective effects are at least in part through downregulation of autophagic flux. These findings provide new insights for drug development, specifically targeting NHE1 and autosis for ventricular remodeling and heart failure after MI in both diabetic and non-diabetic patients.
Animals
;
Diabetes Mellitus
;
Diabetes Mellitus, Type 2/drug therapy*
;
Glucose
;
Humans
;
Mice
;
Myocardial Infarction/metabolism*
;
Sodium-Glucose Transporter 2 Inhibitors/therapeutic use*
;
Ventricular Remodeling
7.EPOSTER • DRUG DISCOVERY AND DEVELOPMENT
Marwan Ibrahim ; Olivier D LaFlamme ; Turgay Akay ; Julia Barczuk ; Wioletta Rozpedek-Kaminska ; Grzegorz Galita ; Natalia Siwecka ; Ireneusz Majsterek ; Sharmni Vishnu K. ; Thin Thin Wi ; Saint Nway Aye ; Arun Kumar ; Grace Devadason ; Fatin Aqilah Binti Ishak ; Goh Jia Shen ; Dhaniya A/P Subramaniam ; Hiew Ke Wei ; Hong Yan Ren ; Sivalingam Nalliah ; Nikitha Lalindri Mareena Senaratne ; Chong Chun Wie ; Divya Gopinath ; Pang Yi Xuan ; Mohamed Ismath Fathima Fahumida ; Muhammad Imran Bin Al Nazir Hussain ; Nethmi Thathsarani Jayathilake ; Sujata Khobragade ; Htoo Htoo Kyaw Soe ; Soe Moe ; Mila Nu Nu Htay ; Rosamund Koo ; Tan Wai Yee ; Wong Zi Qin ; Lau Kai Yee ; Ali Haider Mohammed ; Ali Blebil ; Juman Dujaili ; Alicia Yu Tian Tan ; Cheryl Yan Yen Ng ; Ching Xin Ni ; Michelle Ng Yeen Tan ; Kokila A/P Thiagarajah ; Justin Jing Cherg Chong ; Yong Khai Pang ; Pei Wern Hue ; Raksaini Sivasubramaniam ; Fathimath Hadhima ; Jun Jean Ong ; Matthew Joseph Manavalan ; Reyna Rehan ; Tularama Naidu ; Hansi Amarasinghe ; Minosh Kumar ; Sdney Jia Eer Tew ; Yee Sin Chong ; Yi Ting Sim ; Qi Xuan Ng ; Wei Jin Wong ; Shaun Wen Huey Lee ; Ronald Fook Seng Lee ; Wei Ni Tay ; Yi Tan ; Wai Yew Yang ; Shu Hwa Ong ; Yee Siew Lim ; Siddique Abu Nowajish ; Zobaidul Amin ; Umajeyam Anbarasan ; Lim Kean Ghee ; John Pinto ; Quek Jia Hui ; Ching Xiu Wei ; Dominic Lim Tao Ran ; Philip George ; Chandramani Thuraisingham ; Tan Kok Joon ; Wong Zhi Hang ; Freya Tang Sin Wei ; Ho Ket Li ; Shu Shuen Yee ; Goon Month Lim ; Wen Tien Tan ; Sin Wei Tang
International e-Journal of Science, Medicine and Education 2022;16(Suppl1):21-37
8.Protection of palmitic acid treatment in RAW264.7 cells and BALB/c mice during Brucella abortus 544 infection
Alisha Wehdnesday BERNARDO REYES ; Tran Xuan NGOC HUY ; Son Hai VU ; Hyun Jin KIM ; Jin Ju LEE ; Jeong Soo CHOI ; John Hwa LEE ; Suk KIM
Journal of Veterinary Science 2021;22(2):e18-
Background:
We previously elucidated the protective mechanism of Korean red ginseng oil (RGO) against Brucella abortus infection, and our phytochemical analysis revealed that palmitic acid (PA) was an abundant component of RGO. Consequently, we investigated the contribution of PA against B. abortus.
Objectives:
We aimed to investigate the efficacy of PA against B. abortus. infection using a murine cell line and a murine model.
Methods:
Cell viability, bactericidal, internalization, and intracellular replication, western blot, nitric oxide (NO), and superoxide (O2 - ) analyses and flow cytometry were performed to determine the effects of PA on the progression of B. abortus. infection in macrophages. Flow cytometry for cytokine analysis of serum samples and bacterial counts from the spleens were performed to determine the effect of PA in a mouse model.
Results:
PA did not affect the growth of B. abortus.. PA treatment in macrophages did not change B. abortus. uptake but it did attenuate the intracellular survivability of B. abortus.. Incubation of cells with PA resulted in a modest increase in sirtuin 1 (SIRT1) expression.Compared to control cells, reduced nitrite accumulation, augmented O2 - , and enhanced pro-inflammatory cytokine production were observed in PA-treated B. abortus.-infected cells.Mice orally treated with PA displayed a decreased serum interleukin-10 level and enhanced bacterial resistance.
Conclusions
Our results suggest that PA participates in the control of B. abortus. within murine macrophages, and the in vivo study results confirm its efficacy against the infection. However, further investigations are encouraged to completely characterize the mechanisms involved in the inhibition of B. abortus. infection by fatty acids.
9.Protective efficacy of attenuated Salmonella Typhimurium strain expressing BLS, Omp19, PrpA, or SOD of Brucella abortus in goats
Mwense LEYA ; Won Kyong KIM ; Enkhsaikhan OCHIRKHUYAG ; Eun-Chae YU ; Young-Jee KIM ; Yoonhwan YEO ; Myeon-Sik YANG ; Sang-Seop HAN ; John Hwa LEE ; Dongseob TARK ; Jin HUR ; Bumseok KIM
Journal of Veterinary Science 2021;22(2):e15-
Background:
Attenuated Salmonella strain can be used as a vector to transport immunogens to the host antigen-binding sites.
Objectives:
The study aimed to determine the protective efficacy of attenuated Salmonellastrain expressing highly conserved Brucella immunogens in goats.
Methods:
Goats were vaccinated with Salmonella vector expressing individually lipoprotein outer-membrane protein 19 (Omp19), Brucella lumazine synthase (BLS), proline racemase subunit A (PrpA), Cu/Zn superoxide dismutase (SOD) at 5 × 10 9 CFU/mL and challenge of all groups was done at 6 weeks after vaccination.
Results:
Among these vaccines inoculated at 5 × 10 9 CFU/mL in 1 mL, Omp19 or SOD showed significantly higher serum immunoglobulin G titers at (2, 4, and 6) weeks post-vaccination, compared to the vector control. Interferon-γ production in response to individual antigens was significantly higher in SOD, Omp19, PrpA, and BLS individual groups, compared to that in the vector control (all p < 0.05). Brucella colonization rate at 8 weeks post-challenge showed that most vaccine-treated groups exhibited significantly increased protection by demonstrating reduced numbers of Brucella in tissues collected from vaccinated groups. Realtime polymerase chain reaction revealed that Brucella antigen expression levels were reduced in the spleen, kidney, and parotid lymph node of vaccinated goats, compared to the nonvaccinated goats. Besides, treatment with vaccine expressing individual antigens ameliorated brucellosis-related histopathological lesions.
Conclusions
These results delineated that BLS, Omp19, PrpA, and SOD proteins achieved a definite level of protection, indicating that Salmonella Typhimurium successfully delivered Brucella antigens, and that individual vaccines could differentially elicit an antigen-specific immune response.
10.Protection of palmitic acid treatment in RAW264.7 cells and BALB/c mice during Brucella abortus 544 infection
Alisha Wehdnesday BERNARDO REYES ; Tran Xuan NGOC HUY ; Son Hai VU ; Hyun Jin KIM ; Jin Ju LEE ; Jeong Soo CHOI ; John Hwa LEE ; Suk KIM
Journal of Veterinary Science 2021;22(2):e18-
Background:
We previously elucidated the protective mechanism of Korean red ginseng oil (RGO) against Brucella abortus infection, and our phytochemical analysis revealed that palmitic acid (PA) was an abundant component of RGO. Consequently, we investigated the contribution of PA against B. abortus.
Objectives:
We aimed to investigate the efficacy of PA against B. abortus. infection using a murine cell line and a murine model.
Methods:
Cell viability, bactericidal, internalization, and intracellular replication, western blot, nitric oxide (NO), and superoxide (O2 - ) analyses and flow cytometry were performed to determine the effects of PA on the progression of B. abortus. infection in macrophages. Flow cytometry for cytokine analysis of serum samples and bacterial counts from the spleens were performed to determine the effect of PA in a mouse model.
Results:
PA did not affect the growth of B. abortus.. PA treatment in macrophages did not change B. abortus. uptake but it did attenuate the intracellular survivability of B. abortus.. Incubation of cells with PA resulted in a modest increase in sirtuin 1 (SIRT1) expression.Compared to control cells, reduced nitrite accumulation, augmented O2 - , and enhanced pro-inflammatory cytokine production were observed in PA-treated B. abortus.-infected cells.Mice orally treated with PA displayed a decreased serum interleukin-10 level and enhanced bacterial resistance.
Conclusions
Our results suggest that PA participates in the control of B. abortus. within murine macrophages, and the in vivo study results confirm its efficacy against the infection. However, further investigations are encouraged to completely characterize the mechanisms involved in the inhibition of B. abortus. infection by fatty acids.


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