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: 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.

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.