Screening Potential Cornea Donors for Signs of Sepsis

Paul Chong, Kate Marsh, D. Vavra, W. C. Fowler, Robert W. Enzenauer
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Abstract

This study sought to expand upon previous works to explore correlations between cornea donor characteristics and incidence of sepsis/donor ineligibility. The medical records of 837 potential cornea donors with signs of possible sepsis from 2 Eye Bank Association of America–accredited eye banks between 2009 and 2022 were reviewed by an infectious disease clinician consultant for US Food and Drug Administration-designated signs of sepsis. Data and machine learning analysis were performed to explore relationships between different donor features and donor eligibility. A review of the potential cornea donor records revealed that the presence of a greater number of signs of sepsis was not associated with a higher probability of donor ineligibility (P = 0.45). The only single sign of sepsis that was associated with a higher likelihood of donor ineligibility determination was positive blood cultures (P < 0.001). Finally, if the patient's length of hospitalization was less than 24 hours, these potential donors were more likely to be deemed ineligible for cornea donation (P < 0.001). Machine learning analysis revealed length of hospitalization to be the most importantly weighted factor in determining donor eligibility. Based on our analysis of hundreds of medical records over more than a decade, the data suggest that potential cornea donors who 1) have a positive blood culture or 2) have a length of stay of less than 24 hours may be reasonably deemed likely not eligible for donation and not all forwarded to infectious disease consultants or their respective medical director. The results of this study call for further exploration with the collection of larger sample sizes and more representative populations of cornea donors to pursue potential protocols with respect to determining cornea donor eligibility.
筛查角膜捐献者是否有败血症迹象
本研究试图在前人研究的基础上进一步探讨角膜捐献者特征与败血症/捐献者不合格发生率之间的相关性。 美国眼库协会认证的两家眼库在 2009 年至 2022 年期间对 837 名可能有败血症征兆的角膜捐献者的病历进行了审查,由传染病临床医生顾问对美国食品和药物管理局指定的败血症征兆进行了审查。我们进行了数据和机器学习分析,以探索不同捐献者特征与捐献者资格之间的关系。 对潜在角膜捐献者记录的审查显示,出现更多败血症征兆与更高的捐献者不合格概率无关(P = 0.45)。唯一一个与较高的捐献者不合格概率相关的败血症征兆是血液培养阳性(P < 0.001)。最后,如果患者的住院时间少于 24 小时,这些潜在捐献者更有可能被认定为不符合角膜捐献资格(P < 0.001)。机器学习分析表明,住院时间是决定捐献者资格的最重要加权因素。 根据我们对十多年来数百份病历的分析,数据表明,潜在的角膜捐献者如果1)血液培养呈阳性或2)住院时间少于24小时,就有可能被合理地认为不符合捐献条件,而不会全部转交给传染病顾问或其各自的医务主任。这项研究的结果要求我们进一步探索,收集更大样本量和更具代表性的角膜捐献者,以研究确定角膜捐献者资格的潜在方案。
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