Machine learning (ML) is currently being widely studied and applied in data analysis and prediction in various fields, including laboratory medicine. To comprehensively evaluate the application of ML in laboratory medicine, we reviewed the literature on ML applications in laboratory medicine published between February 2014 and March 2024. A PubMed search using a search string yielded 779 articles on the topic, among which 144 articles were selected for this review. These articles were analyzed to extract and categorize related fields within laboratory medicine, research objectives, specimen types, data types, ML models, evaluation metrics, and sample sizes. Sankey diagrams and pie charts were used to illustrate the relationships between categories and the proportions within each category. We found that most studies involving the application of ML in laboratory medicine were designed to improve efficiency through automation or expand the roles of clinical laboratories. The most common ML models used are convolutional neural networks, multilayer perceptrons, and tree-based models, which are primarily selected based on the type of input data. Our findings suggest that, as the technology evolves, ML will rise in prominence in laboratory medicine as a tool for expanding research activities. Nonetheless, expertise in ML applications should be improved to effectively utilize this technology.

Purpose: Advances in chemotherapeutic and targeted agents have increased pathologic complete response (pCR) rates after neoadjuvant systemic therapy (NST). Vacuum-assisted biopsy (VAB) has been suggested to accurately evaluate pCR. This study aims to confirm the non-inferiority of the 5-year disease-free survival of patients who omitted breast surgery when predicted to have a pCR based on breast magnetic resonance imaging (MRI) and VAB after NST, compared with patients with a pCR who had undergone breast surgery in previous studies. Methods The Omission of breast surgery for PredicTed pCR patients wIth MRI and vacuumassisted bIopsy in breaST cancer after neoadjuvant systemic therapy (OPTIMIST) trial is a prospective, multicenter, single-arm, non-inferiority study enrolling in 17 tertiary care hospitals in the Republic of Korea. Eligible patients must have a clip marker placed in the tumor and meet the MRI criteria suggesting complete clinical response (post-NST MRI size ≤ 1 cm and lesion-to-background signal enhancement ratio ≤ 1.6) after NST. Patients will undergo VAB, and breast surgery will be omitted for those with no residual tumor. Axillary surgery can also be omitted if the patient was clinically node-negative before and after NST and met the stringent criteria of MRI size ≤ 0.5 cm. Survival and efficacy outcomes are evaluated over five years.Discussion: This study seeks to establish evidence for the safe omission of breast surgery in exceptional responders to NST while minimizing patient burden. The trial will address concerns about potential undertreatment due to false-negative results and recurrence as well as improved patient-reported quality of life issues from the omission of surgery. Successful completion of this trial may reshape clinical practice for certain breast cancer subtypes and lead to a safe and less invasive approach for selected patients.

Purpose: : In this study, we aimed to identify factors influencing the inpatient satisfaction in integrated nursing care service wards. Methods: : Using data from the 2020 and 2021 healthcare service experience surveys conducted by the Ministry of Health and Welfare, this study analyzed a weighted sample of 416,020 participants using descriptive statistics, pairedt-test, Pearson’s correlation, and multiple linear regression analyses. Results: : Inpatient satisfaction in integrated nursing care service wards was most significantly affected by the experiences with nursing services and perceived health status, followed by experiences with doctor services, length of hospitalization, age, experiences with medical institution services, education level, gender, presence of chronic diseases, type of hospital, and occupation. Most significant positive impacts were associated with experiences with nursing and doctor services, especially in general hospitals and high-level facilities, among males and elderly patients ＞ 60 years old. In contrast, high education level, presence of chronic diseases, and unemployment were associated with low inpatient satisfaction. Conclusion : Effective programs and guidelines must be developed and implemented to expand and promote the integrated nursing care and medical services and overall utilization of healthcare institutions, with a special focus on person-centered care.

Purpose: The study aimed to investigate the recruiting of T lymphocytes including IL-7Rαlow CX3CR1+ effector memory (EM) CD8+ T cells and α4β7 integrin tagged T cells to inflamed intestinal mucosa. Methods: Whole blood and mucosal tissues of intestine were collected from 40 children with or without inflammatory bowel disease (IBD). T cell surface staining and immunohistochemistry were done with several antibodies in peripheral blood mononuclear cells (PBMCs) and intestinal mucosa, respectively. Serum levels of cytokines were measured by ELISA. Results: The frequency of IL-7Rαlow CX3CR1+ EM CD8+ T cells in the PBMC was significantly higher in the ulcerative colitis group than in the control group (57.9±17.80% vs. 33.9±15.70%, p=0.021). The frequency of integrin α4β7+ CD4+ T cells in the PBMC was significantly lower in the ulcerative colitis group than in the control group (53.2±27.6% vs. 63.9±13.2%, p=0.022). Serum concentration of TNF-α was higher in the Crohn’s disease group than in the control group (26.13±5.01 pg/mL vs. 19.65±6.07 pg/mL, p=0.008). Of the three groups, the ulcerative colitis group had the highest frequency of integrin α4β7+ T cells based on immunohistochemistry analyses for intestinal tissues, followed by the Crohn’s disease group and the control group (4.63±1.29 cells vs. 2.0±0.57 cells vs. 0.84±0.52 cells, p<0.001). Conclusion Trafficking immune cells with effector memory CD8+ T cells clarified by IL-7Rαlow CX3CR1+ and integrin α4β7+ CD4+ T cells might be highly associated with the pathogenesis of ulcerative colitis.

Objectives: The association between statin use and depression is well studied, but the studies on the association of statin use and bipolar disorders are limited. Thus, we aimed to investigate the effects of taking statin on risk of bipolar disorder using national claims data of South Korea. Methods: A total of 5713871 subjects who did not take statin and were not diagnosed with bipolar disorder before the health examination were included. Among eligible subjects, 315537 subjects started taking statin within 1 year after taking the health examination and 5398334 subjects did not. After 9 years of follow-up, the incidence of bipolar disorder was determined for each group. Results: Compared to subjects who were not exposed to statin, subjects who were exposed to statin showed a greater incidence of bipolar disorder and an increased risk of bipolar disorder (hazard ratio [HR]: 1.66; 95% confidence interval [CI]: 1.58 to 1.75), and after adjusting for age, sex, low income, regular exercise, smoking, drinking, diabetes mellitus, hypertension, body mass index, cholesterol and depression (adjusted HR: 1.32; 95% CI: 1.24 to 1.40). Conclusions This result showed an increased risk of bipolar disorder after taking statin, but the underlying biological mechanism needs further investigations. This study has clinical implications for patients taking statins, which require early assessment and response in addition to drug treatment and lifestyle modification, considering the possibility that unhealthy lifestyle habits may appear as part of the mood symptoms of bipolar disorder.

Purpose: The study aimed to investigate the recruiting of T lymphocytes including IL-7Rαlow CX3CR1+ effector memory (EM) CD8+ T cells and α4β7 integrin tagged T cells to inflamed intestinal mucosa. Methods: Whole blood and mucosal tissues of intestine were collected from 40 children with or without inflammatory bowel disease (IBD). T cell surface staining and immunohistochemistry were done with several antibodies in peripheral blood mononuclear cells (PBMCs) and intestinal mucosa, respectively. Serum levels of cytokines were measured by ELISA. Results: The frequency of IL-7Rαlow CX3CR1+ EM CD8+ T cells in the PBMC was significantly higher in the ulcerative colitis group than in the control group (57.9±17.80% vs. 33.9±15.70%, p=0.021). The frequency of integrin α4β7+ CD4+ T cells in the PBMC was significantly lower in the ulcerative colitis group than in the control group (53.2±27.6% vs. 63.9±13.2%, p=0.022). Serum concentration of TNF-α was higher in the Crohn’s disease group than in the control group (26.13±5.01 pg/mL vs. 19.65±6.07 pg/mL, p=0.008). Of the three groups, the ulcerative colitis group had the highest frequency of integrin α4β7+ T cells based on immunohistochemistry analyses for intestinal tissues, followed by the Crohn’s disease group and the control group (4.63±1.29 cells vs. 2.0±0.57 cells vs. 0.84±0.52 cells, p<0.001). Conclusion Trafficking immune cells with effector memory CD8+ T cells clarified by IL-7Rαlow CX3CR1+ and integrin α4β7+ CD4+ T cells might be highly associated with the pathogenesis of ulcerative colitis.

Purpose: The study aimed to investigate the recruiting of T lymphocytes including IL-7Rαlow CX3CR1+ effector memory (EM) CD8+ T cells and α4β7 integrin tagged T cells to inflamed intestinal mucosa. Methods: Whole blood and mucosal tissues of intestine were collected from 40 children with or without inflammatory bowel disease (IBD). T cell surface staining and immunohistochemistry were done with several antibodies in peripheral blood mononuclear cells (PBMCs) and intestinal mucosa, respectively. Serum levels of cytokines were measured by ELISA. Results: The frequency of IL-7Rαlow CX3CR1+ EM CD8+ T cells in the PBMC was significantly higher in the ulcerative colitis group than in the control group (57.9±17.80% vs. 33.9±15.70%, p=0.021). The frequency of integrin α4β7+ CD4+ T cells in the PBMC was significantly lower in the ulcerative colitis group than in the control group (53.2±27.6% vs. 63.9±13.2%, p=0.022). Serum concentration of TNF-α was higher in the Crohn’s disease group than in the control group (26.13±5.01 pg/mL vs. 19.65±6.07 pg/mL, p=0.008). Of the three groups, the ulcerative colitis group had the highest frequency of integrin α4β7+ T cells based on immunohistochemistry analyses for intestinal tissues, followed by the Crohn’s disease group and the control group (4.63±1.29 cells vs. 2.0±0.57 cells vs. 0.84±0.52 cells, p<0.001). Conclusion Trafficking immune cells with effector memory CD8+ T cells clarified by IL-7Rαlow CX3CR1+ and integrin α4β7+ CD4+ T cells might be highly associated with the pathogenesis of ulcerative colitis.

Objectives: The association between statin use and depression is well studied, but the studies on the association of statin use and bipolar disorders are limited. Thus, we aimed to investigate the effects of taking statin on risk of bipolar disorder using national claims data of South Korea. Methods: A total of 5713871 subjects who did not take statin and were not diagnosed with bipolar disorder before the health examination were included. Among eligible subjects, 315537 subjects started taking statin within 1 year after taking the health examination and 5398334 subjects did not. After 9 years of follow-up, the incidence of bipolar disorder was determined for each group. Results: Compared to subjects who were not exposed to statin, subjects who were exposed to statin showed a greater incidence of bipolar disorder and an increased risk of bipolar disorder (hazard ratio [HR]: 1.66; 95% confidence interval [CI]: 1.58 to 1.75), and after adjusting for age, sex, low income, regular exercise, smoking, drinking, diabetes mellitus, hypertension, body mass index, cholesterol and depression (adjusted HR: 1.32; 95% CI: 1.24 to 1.40). Conclusions This result showed an increased risk of bipolar disorder after taking statin, but the underlying biological mechanism needs further investigations. This study has clinical implications for patients taking statins, which require early assessment and response in addition to drug treatment and lifestyle modification, considering the possibility that unhealthy lifestyle habits may appear as part of the mood symptoms of bipolar disorder.

Objectives: The association between statin use and depression is well studied, but the studies on the association of statin use and bipolar disorders are limited. Thus, we aimed to investigate the effects of taking statin on risk of bipolar disorder using national claims data of South Korea. Methods: A total of 5713871 subjects who did not take statin and were not diagnosed with bipolar disorder before the health examination were included. Among eligible subjects, 315537 subjects started taking statin within 1 year after taking the health examination and 5398334 subjects did not. After 9 years of follow-up, the incidence of bipolar disorder was determined for each group. Results: Compared to subjects who were not exposed to statin, subjects who were exposed to statin showed a greater incidence of bipolar disorder and an increased risk of bipolar disorder (hazard ratio [HR]: 1.66; 95% confidence interval [CI]: 1.58 to 1.75), and after adjusting for age, sex, low income, regular exercise, smoking, drinking, diabetes mellitus, hypertension, body mass index, cholesterol and depression (adjusted HR: 1.32; 95% CI: 1.24 to 1.40). Conclusions This result showed an increased risk of bipolar disorder after taking statin, but the underlying biological mechanism needs further investigations. This study has clinical implications for patients taking statins, which require early assessment and response in addition to drug treatment and lifestyle modification, considering the possibility that unhealthy lifestyle habits may appear as part of the mood symptoms of bipolar disorder.

Purpose: The study aimed to investigate the recruiting of T lymphocytes including IL-7Rαlow CX3CR1+ effector memory (EM) CD8+ T cells and α4β7 integrin tagged T cells to inflamed intestinal mucosa. Methods: Whole blood and mucosal tissues of intestine were collected from 40 children with or without inflammatory bowel disease (IBD). T cell surface staining and immunohistochemistry were done with several antibodies in peripheral blood mononuclear cells (PBMCs) and intestinal mucosa, respectively. Serum levels of cytokines were measured by ELISA. Results: The frequency of IL-7Rαlow CX3CR1+ EM CD8+ T cells in the PBMC was significantly higher in the ulcerative colitis group than in the control group (57.9±17.80% vs. 33.9±15.70%, p=0.021). The frequency of integrin α4β7+ CD4+ T cells in the PBMC was significantly lower in the ulcerative colitis group than in the control group (53.2±27.6% vs. 63.9±13.2%, p=0.022). Serum concentration of TNF-α was higher in the Crohn’s disease group than in the control group (26.13±5.01 pg/mL vs. 19.65±6.07 pg/mL, p=0.008). Of the three groups, the ulcerative colitis group had the highest frequency of integrin α4β7+ T cells based on immunohistochemistry analyses for intestinal tissues, followed by the Crohn’s disease group and the control group (4.63±1.29 cells vs. 2.0±0.57 cells vs. 0.84±0.52 cells, p<0.001). Conclusion Trafficking immune cells with effector memory CD8+ T cells clarified by IL-7Rαlow CX3CR1+ and integrin α4β7+ CD4+ T cells might be highly associated with the pathogenesis of ulcerative colitis.