生成型人工智能:在基础和临床脏病学中寻找新的景观
Farnoush Kiyanpour1,2, Ali Motahharynia2, Marek Ostaszewski3
1Department of Advanced Medical Technology, Isfahan University of Medical Sciences, Isfahan, Iran.
概括
人工智能 (AI) 为分析慢性病研究中的复杂数据提供了强大的工具. 人工智能在病学中的应用增强了诊断,预后和药物发现,尽管道德考虑至关重要.
科学领域:
- 腎臟病學 (nephrology) 是一種醫學專業.
- 系统生物学 系统生物学
- 人工智能的人工智能
背景情况:
- 系统生物学模型已经推进了对慢性病 (CKD) 等复杂疾病的理解.
- 尽管有大量的OMIC数据,但将研究结果转化为CKD的临床应用仍然很困难.
- 人工智能 (AI),特别是生成性AI,为数据挖掘和复杂疾病的整合提供了一个有希望的途径.
研究的目的:
- 探索AI在解决数据复杂性和脏病学临床翻译方面的挑战方面的潜力.
- 突出AI在改善慢性病的诊断,预后和治疗策略方面的作用.
- 讨论人工智能在精密脏病学和药物发现方面的影响.
主要方法:
- 利用生成性人工智能挖掘,整合和处理多样化和复杂的原始数据.
- 人工智能工具的应用,以改善临床科诊断和预后.
- 利用人工智能识别新型治疗点并重新使用现有药物.
主要成果:
- 人工智能工具在改善科诊断和预后准确度方面显示出巨大潜力.
- 人工智能有助于识别CKD的新治疗点和药物重用机会.
- 人工智能通过个性化患者护理策略,使精确脏病学的进步成为可能.
结论:
- 人工智能,特别是生成性人工智能,是临床科和慢性病管理的转型技术.
- 整合人工智能有望加速将研究成果转化为可行的临床解决方案.
- 人工智能在科领域的快速发展需要积极考虑相关的伦理和法律问题.
相关概念视频
Physiology of the Genitourinary System I: Renal Blood Flow and Glomerular Filtration
749
The kidneys are vital organs responsible for regulating blood filtration, waste excretion, and fluid balance, all of which are crucial for maintaining homeostasis. Renal physiology examines renal blood flow, glomerular filtration, and urine formation, ensuring the body’s internal environment remains stable.Renal Blood FlowThe kidneys receive about 20-25% of the cardiac output, typically around 1200 mL of blood per minute in an average adult. Blood flows into the kidneys through the renal...
749
Chronic Kidney Disease III: Interprofessional Care
344
Chronic kidney disease (CKD) requires collaborative and comprehensive management. CKD progresses through stages and can lead to end-stage kidney disease (ESKD) if untreated. Interprofessional collaboration and patient education are crucial, enabling patients to manage their health and improve their quality of life.Diagnostic approach for chronic kidney diseaseThe diagnosis of CKD primarily focuses on the glomerular filtration rate (GFR), which assesses kidney function by measuring how well...
344
Chronic Kidney Disease I: Introduction
573
Chronic Kidney Disease (CKD) arises when the kidneys progressively lose their ability to function, ultimately leading to end-stage renal disease. At this advanced stage, the kidneys can no longer filter waste or maintain essential body functions, requiring renal replacement therapy (RRT) through dialysis or a kidney transplant for survival.Early-stage chronic kidney disease and detection challengesIn CKD's early stages, symptoms often remain absent because healthy nephrons compensate for...
573
Nephrons
6.5K
The kidneys are intricate organs with millions of working units known as nephrons. Each nephron features two major structures: the renal corpuscle, which facilitates blood plasma filtration, and the renal tubule, which handles the glomerular filtrate. Blood supply is directly linked to the nephrons. The renal corpuscle consists of the glomerulus, a capillary network, and the Bowman's capsule, a double-walled epithelial structure that encases the glomerulus. The filtering of blood plasma...
6.5K
Acute Kidney Injury II: Pathophysiology
903
Acute kidney injury (AKI) causes are categorized into three primary categories based on the location of the injury: prerenal, intrarenal (or intrinsic), and postrenal causes. This classification guides clinical management and illustrates how different pathways can impair kidney function.Etiology and Pathophysiology of Acute Kidney Injury1. Prerenal causesEtiology: Prerenal Acute Kidney Injury, the most common type, occurs when reduced blood flow to the kidneys decreases filtration capacity...
903
Drug Dosing in Renal Diseases: Estimation of Glomerular Filtration Rate Based on Serum Creatinine Concentration
190
Glomerular filtration rate (GFR) can be estimated from serum creatinine using the modification of diet in renal disease (MDRD) formula or the chronic kidney disease–epidemiology collaboration (CKD–EPI) equation. Both methods are widely used in clinical practice to assess kidney function and guide treatment decisions.The MDRD equation does not require weight or height measurements and is normalized to the body surface area of 1.73 m², considered the average adult surface area.
190


