1.ChatGPT Predicts In-Hospital All-Cause Mortality for Sepsis: In-Context Learning with the Korean Sepsis Alliance Database
Namkee OH ; Won Chul CHA ; Jun Hyuk SEO ; Seong-Gyu CHOI ; Jong Man KIM ; Chi Ryang CHUNG ; Gee Young SUH ; Su Yeon LEE ; Dong Kyu OH ; Mi Hyeon PARK ; Chae-Man LIM ; Ryoung-Eun KO ;
Healthcare Informatics Research 2024;30(3):266-276
Objectives:
Sepsis is a leading global cause of mortality, and predicting its outcomes is vital for improving patient care. This study explored the capabilities of ChatGPT, a state-of-the-art natural language processing model, in predicting in-hospital mortality for sepsis patients.
Methods:
This study utilized data from the Korean Sepsis Alliance (KSA) database, collected between 2019 and 2021, focusing on adult intensive care unit (ICU) patients and aiming to determine whether ChatGPT could predict all-cause mortality after ICU admission at 7 and 30 days. Structured prompts enabled ChatGPT to engage in in-context learning, with the number of patient examples varying from zero to six. The predictive capabilities of ChatGPT-3.5-turbo and ChatGPT-4 were then compared against a gradient boosting model (GBM) using various performance metrics.
Results:
From the KSA database, 4,786 patients formed the 7-day mortality prediction dataset, of whom 718 died, and 4,025 patients formed the 30-day dataset, with 1,368 deaths. Age and clinical markers (e.g., Sequential Organ Failure Assessment score and lactic acid levels) showed significant differences between survivors and non-survivors in both datasets. For 7-day mortality predictions, the area under the receiver operating characteristic curve (AUROC) was 0.70–0.83 for GPT-4, 0.51–0.70 for GPT-3.5, and 0.79 for GBM. The AUROC for 30-day mortality was 0.51–0.59 for GPT-4, 0.47–0.57 for GPT-3.5, and 0.76 for GBM. Zero-shot predictions using GPT-4 for mortality from ICU admission to day 30 showed AUROCs from the mid-0.60s to 0.75 for GPT-4 and mainly from 0.47 to 0.63 for GPT-3.5.
Conclusions
GPT-4 demonstrated potential in predicting short-term in-hospital mortality, although its performance varied across different evaluation metrics.
2.Fournier’s Gangrene Induced by Rectal Cancer
Chi Hyeon CHOI ; Dong Wook KIM ; Jong Yoon LEE ; Jong Hoon LEE ; Hye Ryeon KIM
Journal of Digestive Cancer Research 2024;12(2):131-136
Fournier’s gangrene (FG) is a necrotizing fasciitis of the perianal, perineal, and genital regions, leading to necrosis of the fascia and subcutaneous tissue. It is a rare condition, particularly when induced by rectal cancer. Herein, we present a rare case in which FG was discovered incidentally during the physical examination of a patient who complained of general weakness. The patient was diagnosed with FG induced by rectal cancer with liver metastasis and underwent laparoscopic diverting loop ileostomy instead of abdominoperineal resection (APR). After 13 rounds of chemotherapy over 9 months, the condition of the rectal cancer partially improved.Furthermore, FG lesions showed improvement with this treatment plan compared to the initial treatment with dressings and antibiotics. Therefore prompt surgical intervention is important for treating FG induced by rectal cancer.
3.Two Years of Experience and Methodology of Korean COVID-19 Living Clinical Practice Guideline Development
Miyoung CHOI ; Hyeon-Jeong LEE ; Su-Yeon YU ; Jimin KIM ; Jungeun PARK ; Seungeun RYOO ; Inho KIM ; Dong Ah PARK ; Young Kyung YOON ; Joon-Sung JOH ; Sunghoon PARK ; Ki Wook YUN ; Chi-Hoon CHOI ; Jae-Seok KIM ; Sue SHIN ; Hyun KIM ; Kyungmin HUH ; In-Seok JEONG ; Soo-Han CHOI ; Sung Ho HWANG ; Hyukmin LEE ; Dong Keon LEE ; Hwan Seok YONG ; Ho Kee YUM
Journal of Korean Medical Science 2023;38(23):e195-
Background:
In Korea, during the early phase of the coronavirus disease 2019 (COVID-19) pandemic, we responded to the uncertainty of treatments under various conditions, consistently playing catch up with the speed of evidence updates. Therefore, there was high demand for national-level evidence-based clinical practice guidelines for clinicians in a timely manner. We developed evidence-based and updated living recommendations for clinicians through a transparent development process and multidisciplinary expert collaboration.
Methods:
The National Evidence-based Healthcare Collaborating Agency (NECA) and the Korean Academy of Medical Sciences (KAMS) collaborated to develop trustworthy Korean living guidelines. The NECA-supported methodological sections and 8 professional medical societies of the KAMS worked with clinical experts, and 31 clinicians were involved annually. We developed a total of 35 clinical questions, including medications, respiratory/critical care, pediatric care, emergency care, diagnostic tests, and radiological examinations.
Results:
An evidence-based search for treatments began in March 2021 and monthly updates were performed. It was expanded to other areas, and the search interval was organized by a steering committee owing to priority changes. Evidence synthesis and recommendation review was performed by researchers, and living recommendations were updated within 3–4 months.
Conclusion
We provided timely recommendations on living schemes and disseminated them to the public, policymakers and various stakeholders using webpages and social media.Although the output was successful, there were some limitations. The rigor of development issues, urgent timelines for public dissemination, education for new developers, and spread of several new COVID-19 variants have worked as barriers. Therefore, we must prepare systematic processes and funding for future pandemics.
4.New conceptual approaches toward dentin regeneration using the drug repositioning strategy with Wnt signaling pathways
Eui-Seon LEE ; Tae-Young KIM ; Yam Prasad ARYAL ; Kihyun KIM ; Seongsoo BYUN ; Dongju SONG ; Yejin SHIN ; Dany LEE ; Jooheon LEE ; Gilyoung JUNG ; Seunghoon CHI ; Yoolim CHOI ; Youngkyun LEE ; Chang-Hyeon AN ; Jae-Young KIM
International Journal of Oral Biology 2021;46(2):67-73
This study summarizes the recent cutting-edge approaches for dentin regeneration that still do not offer adequate solutions. Tertiary dentin is formed when odontoblasts are directly affected by various stimuli. Recent preclinical studies have reported that stimulation of the Wnt/β-catenin signaling pathway could facilitate the formation of reparative dentin and thereby aid in the structural and functional development of the tertiary dentin. A range of signaling pathways, including the Wnt/β-catenin pathway, is activated when dental tissues are damaged and the pulp is exposed. The application of small molecules for dentin regeneration has been suggested as a drug repositioning approach. This study reviews the role of Wnt signaling in tooth formation, particularly dentin formation and dentin regeneration. In addition, the application of the drug repositioning strategy to facilitate the development of new drugs for dentin regeneration has been discussed in this study.
5.Revised Korean Cough Guidelines, 2020: Recommendations and Summary Statements
Hyonsoo JOO ; Ji-Yong MOON ; Tai Joon AN ; Hayoung CHOI ; So Young PARK ; Hongseok YOO ; Chi Young KIM ; Ina JEONG ; Joo-Hee KIM ; Hyeon-Kyoung KOO ; Chin Kook RHEE ; Sei Won LEE ; Sung Kyoung KIM ; Kyung Hoon MIN ; Yee Hyung KIM ; Seung Hun JANG ; Deog Kyeom KIM ; Jong Wook SHIN ; Hyoung Kyu YOON ; Dong-Gyu KIM ; Hui Jung KIM ; Jin Woo KIM
Tuberculosis and Respiratory Diseases 2021;84(4):263-273
Cough is the most common respiratory symptom that can have various causes. It is a major clinical problem that can reduce a patient’s quality of life. Thus, clinical guidelines for the treatment of cough were established in 2014 by the cough guideline committee under the Korean Academy of Tuberculosis and Respiratory Diseases. From October 2018 to July 2020, cough guidelines were revised by members of the committee based on the first guidelines. The purpose of these guidelines is to help clinicians efficiently diagnose and treat patients with cough. This article highlights the recommendations and summary of the revised Korean cough guidelines. It includes a revised algorithm for the evaluation of acute, subacute, and chronic cough. For a chronic cough, upper airway cough syndrome (UACS), cough variant asthma (CVA), and gastroesophageal reflux disease (GERD) should be considered in differential diagnoses. If UACS is suspected, first-generation antihistamines and nasal decongestants can be used empirically. In cases with CVA, inhaled corticosteroids are recommended to improve cough. In patients with suspected chronic cough due to symptomatic GERD, proton pump inhibitors are recommended. Chronic bronchitis, bronchiectasis, bronchiolitis, lung cancer, aspiration, intake of angiotensin-converting enzyme inhibitor, intake of dipeptidyl peptidase-4 inhibitor, habitual cough, psychogenic cough, interstitial lung disease, environmental and occupational factors, tuberculosis, obstructive sleep apnea, peritoneal dialysis, and unexplained cough can also be considered as causes of a chronic cough. Chronic cough due to laryngeal dysfunction syndrome has been newly added to the guidelines.
6.Revised Korean Cough Guidelines, 2020: Recommendations and Summary Statements
Hyonsoo JOO ; Ji-Yong MOON ; Tai Joon AN ; Hayoung CHOI ; So Young PARK ; Hongseok YOO ; Chi Young KIM ; Ina JEONG ; Joo-Hee KIM ; Hyeon-Kyoung KOO ; Chin Kook RHEE ; Sei Won LEE ; Sung Kyoung KIM ; Kyung Hoon MIN ; Yee Hyung KIM ; Seung Hun JANG ; Deog Kyeom KIM ; Jong Wook SHIN ; Hyoung Kyu YOON ; Dong-Gyu KIM ; Hui Jung KIM ; Jin Woo KIM
Tuberculosis and Respiratory Diseases 2021;84(4):263-273
Cough is the most common respiratory symptom that can have various causes. It is a major clinical problem that can reduce a patient’s quality of life. Thus, clinical guidelines for the treatment of cough were established in 2014 by the cough guideline committee under the Korean Academy of Tuberculosis and Respiratory Diseases. From October 2018 to July 2020, cough guidelines were revised by members of the committee based on the first guidelines. The purpose of these guidelines is to help clinicians efficiently diagnose and treat patients with cough. This article highlights the recommendations and summary of the revised Korean cough guidelines. It includes a revised algorithm for the evaluation of acute, subacute, and chronic cough. For a chronic cough, upper airway cough syndrome (UACS), cough variant asthma (CVA), and gastroesophageal reflux disease (GERD) should be considered in differential diagnoses. If UACS is suspected, first-generation antihistamines and nasal decongestants can be used empirically. In cases with CVA, inhaled corticosteroids are recommended to improve cough. In patients with suspected chronic cough due to symptomatic GERD, proton pump inhibitors are recommended. Chronic bronchitis, bronchiectasis, bronchiolitis, lung cancer, aspiration, intake of angiotensin-converting enzyme inhibitor, intake of dipeptidyl peptidase-4 inhibitor, habitual cough, psychogenic cough, interstitial lung disease, environmental and occupational factors, tuberculosis, obstructive sleep apnea, peritoneal dialysis, and unexplained cough can also be considered as causes of a chronic cough. Chronic cough due to laryngeal dysfunction syndrome has been newly added to the guidelines.
7.New conceptual approaches toward dentin regeneration using the drug repositioning strategy with Wnt signaling pathways
Eui-Seon LEE ; Tae-Young KIM ; Yam Prasad ARYAL ; Kihyun KIM ; Seongsoo BYUN ; Dongju SONG ; Yejin SHIN ; Dany LEE ; Jooheon LEE ; Gilyoung JUNG ; Seunghoon CHI ; Yoolim CHOI ; Youngkyun LEE ; Chang-Hyeon AN ; Jae-Young KIM
International Journal of Oral Biology 2021;46(2):67-73
This study summarizes the recent cutting-edge approaches for dentin regeneration that still do not offer adequate solutions. Tertiary dentin is formed when odontoblasts are directly affected by various stimuli. Recent preclinical studies have reported that stimulation of the Wnt/β-catenin signaling pathway could facilitate the formation of reparative dentin and thereby aid in the structural and functional development of the tertiary dentin. A range of signaling pathways, including the Wnt/β-catenin pathway, is activated when dental tissues are damaged and the pulp is exposed. The application of small molecules for dentin regeneration has been suggested as a drug repositioning approach. This study reviews the role of Wnt signaling in tooth formation, particularly dentin formation and dentin regeneration. In addition, the application of the drug repositioning strategy to facilitate the development of new drugs for dentin regeneration has been discussed in this study.
8.Assessment of Hand Motor Function in a Non-human Primate Model of Ischemic Stroke
Jinyoung WON ; Kyung Sik YI ; Chi-Hoon CHOI ; Chang-Yeop JEON ; Jincheol SEO ; Keonwoo KIM ; Hyeon-Gu YEO ; Junghyung PARK ; Yu Gyeong KIM ; Yeung Bae JIN ; Bon-Sang KOO ; Kyung Seob LIM ; Sangil LEE ; Ki Jin KIM ; Won Seok CHOI ; Sung-Hyun PARK ; Young-Hyun KIM ; Jae-Won HUH ; Sang-Rae LEE ; Sang-Hoon CHA ; Youngjeon LEE
Experimental Neurobiology 2020;29(4):300-313
Ischemic stroke results from arterial occlusion and can cause irreversible brain injury. A non-human primate (NHP) model of ischemic stroke was previously developed to investigate its pathophysiology and for efficacy testing of therapeutic candidates; however, fine motor impairment remains to be well-characterized. We evaluated hand motor function in a cynomolgus monkey model of ischemic stroke. Endovascular transient middle cerebral artery occlusion (MCAO) with an angiographic microcatheter induced cerebral infarction. In vivo magnetic resonance imaging mapped and measured the ischemia-induced infarct lesion. In vivo diffusion tensor imaging (DTI) of the stroke lesion to assess the neuroplastic changes and fiber tractography demonstrated three-dimensional patterns in the corticospinal tract 12 weeks after MCAO. The hand dexterity task (HDT) was used to evaluate fine motor movement of upper extremity digits. The HDT was modified for a home cage-based training system, instead of conventional chair restraint training. The lesion was localized in the middle cerebral artery territory, including the sensorimotor cortex. Maximum infarct volume was exhibited over the first week after MCAO, which progressively inhibited ischemic core expansion, manifested by enhanced functional recovery of the affected hand over 12 weeks after MCAO. The total performance time decreased with increasing success rate for both hands on the HDT. Compensatory strategies and retrieval failure improved in the chronic phase after stroke. Our findings demonstrate the recovery of fine motor skill after stroke, and outline the behavioral characteristics and features of functional disorder of NHP stroke model, providing a basis for assessing hand motor function after stroke.
9.Increased CD68/TGFβ Co-expressing Microglia/Macrophages after Transient Middle Cerebral Artery Occlusion in Rhesus Monkeys
Hyeon Gu YEO ; Jung Joo HONG ; Youngjeon LEE ; Kyung Sik YI ; Chang Yeop JEON ; Junghyung PARK ; Jinyoung WON ; Jincheol SEO ; Yu Jin AHN ; Keonwoo KIM ; Seung Ho BAEK ; Eun Ha HWANG ; Green KIM ; Yeung Bae JIN ; Kang Jin JEONG ; Bon Sang KOO ; Philyong KANG ; Kyung Seob LIM ; Sun Uk KIM ; Jae Won HUH ; Young Hyun KIM ; Yeonghoon SON ; Ji Su KIM ; Chi Hoon CHOI ; Sang Hoon CHA ; Sang Rae LEE
Experimental Neurobiology 2019;28(4):458-473
The function of microglia/macrophages after ischemic stroke is poorly understood. This study examines the role of microglia/macrophages in the focal infarct area after transient middle cerebral artery occlusion (MCAO) in rhesus monkeys. We measured infarct volume and neurological function by magnetic resonance imaging (MRI) and non-human primate stroke scale (NHPSS), respectively, to assess temporal changes following MCAO. Activated phagocytic microglia/macrophages were examined by immunohistochemistry in post-mortem brains (n=6 MCAO, n=2 controls) at 3 and 24 hours (acute stage), 2 and 4 weeks (subacute stage), and 4, and 20 months (chronic stage) following MCAO. We found that the infarct volume progressively decreased between 1 and 4 weeks following MCAO, in parallel with the neurological recovery. Greater presence of cluster of differentiation 68 (CD68)-expressing microglia/macrophages was detected in the infarct lesion in the subacute and chronic stage, compared to the acute stage. Surprisingly, 98~99% of transforming growth factor beta (TGFβ) was found colocalized with CD68-expressing cells. CD68-expressing microglia/macrophages, rather than CD206⁺ cells, may exert anti-inflammatory effects by secreting TGFβ after the subacute stage of ischemic stroke. CD68⁺ microglia/macrophages can therefore be used as a potential therapeutic target.
Brain
;
Haplorhini
;
Immunohistochemistry
;
Infarction, Middle Cerebral Artery
;
Inflammation
;
Macaca mulatta
;
Magnetic Resonance Imaging
;
Microglia
;
Middle Cerebral Artery
;
Primates
;
Stroke
;
Transforming Growth Factor beta
10.Prognostic Value of Admission Blood Glucose Level in Critically Ill Patients Admitted to Cardiac Intensive Care Unit according to the Presence or Absence of Diabetes Mellitus
Sua KIM ; Soo Jin NA ; Taek Kyu PARK ; Joo Myung LEE ; Young Bin SONG ; Jin Oh CHOI ; Joo Yong HAHN ; Jin Ho CHOI ; Seung Hyuk CHOI ; Hyeon Cheol GWON ; Chi Ryang CHUNG ; Kyeongman JEON ; Gee Young SUH ; Jeong Hoon YANG
Journal of Korean Medical Science 2019;34(9):e70-
BACKGROUND: Admission blood glucose (BG) level is a predictor of mortality in critically ill patients with various conditions. However, limited data are available regarding this relationship in critically ill patients with cardiovascular diseases according to diabetic status. METHODS: A total of 1,780 patients (595 with diabetes) who were admitted to cardiac intensive care unit (CICU) were enrolled from a single center registry. Admission BG level was defined as maximal serum glucose level within 24 hours of admission. Patients were divided by admission BG level: group 1 (< 7.8 mmol/L), group 2 (7.8–10.9 mmol/L), group 3 (11.0–16.5 mmol/L), and group 4 (≥ 16.6 mmol/L). RESULTS: A total of 105 patients died in CICU (62 non-diabetic patients [5.2%] and 43 diabetic patients [7.9%]; P = 0.105). The CICU mortality rate increased with admission BG level (1.7%, 4.8%, 10.3%, and 18.8% from group 1 to group 4, respectively; P < 0.001). On multivariable analysis, hypertension, mechanical ventilator, continuous renal replacement therapy, acute physiology and chronic health evaluation II (APACHE II) score, and admission BG level significantly influenced CICU mortality in non-diabetic patients (group 1 vs. group 3: hazard ratio [HR], 3.31; 95% confidence interval [CI], 1.47–7.44; P = 0.004; group 1 vs. group 4: HR, 6.56; 95% CI, 2.76–15.58; P < 0.001). However, in diabetic patients, continuous renal replacement therapy and APACHE II score influenced CICU mortality but not admission BG level. CONCLUSION: Admission BG level was associated with increased CICU mortality in critically ill, non-diabetic patients admitted to CICU but not in diabetic patients.
APACHE
;
Blood Glucose
;
Cardiovascular Diseases
;
Critical Care
;
Critical Illness
;
Diabetes Mellitus
;
Humans
;
Hypertension
;
Intensive Care Units
;
Mortality
;
Prognosis
;
Renal Replacement Therapy
;
Ventilators, Mechanical

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