Haramati Sharon, Firsow Anastasia, Navarro Daniela Abigail, Shechter Ravid
MyMilk Laboratories Ltd, Glil Yam, Israel.
Department of Nutrition Sciences, Ariel University, Ariel, Israel.
JMIR Pediatr Parent. 2023 Aug 22;6:e43837. doi: 10.2196/43837.
Prolonged exclusive breastfeeding is a public health priority and a personal desire by mothers; however, rates are low with milk supply challenges as a predominant cause. Early breastfeeding management at home is key. Milk electrolytes, mainly sodium ions, are accepted as biomarkers of secretory activation processes throughout the first weeks after birth and predictors for prolonged breastfeeding success, although they are not incorporated into routine care practice.
The aim of this study was to test the feasibility of a novel handheld smartphone-operated milk conductivity sensing system that was designed to compute a novel parameter, milk maturation percent (MM%), calculated from milk sample conductivity for tracking individual secretory activation progress in a real-world home setting.
System performance was initially evaluated in data collected from laboratory-based milk analysis, followed by a retrospective analysis of observational real-world data gathered with the system, on the spot in an at-home setting, implemented by lactation support providers or directly by mothers (N=592). Data collected included milk sample sensing data, baby age, and self-reported breastfeeding status and breastfeeding-related conditions. The data were retroactively classified in a day after birth-dependent manner. Results were compared between groups classified according to breastfeeding exclusivity and breastfeeding problems associated with ineffective breastfeeding and low milk supply.
Laboratory analysis in a set of breast milk samples demonstrated a strong correlation between the system's results and sodium ion levels. In the real-world data set, a total of 1511 milk sensing records were obtained on the spot with over 592 real-world mothers. Data gathered with the system revealed a typical time-dependent increase in the milk maturation parameter (MM%), characterized by an initial steep increase, followed by a moderate increase, and reaching a plateau during the first weeks postpartum. Additionally, MM% levels captured by the system were found to be sensitive to breastfeeding status classifications of exclusive breastfeeding and breastfeeding problems, manifested by differences in group means in the several-day range after birth, predominantly during the first weeks postpartum. Differences could also be demonstrated for the per-case time after birth-dependent progress in individual mothers.
This feasibility study demonstrates that the use of smart milk conductivity sensing technology can provide a robust, objective measure of individual breastfeeding efficiency, facilitating remote data collection within a home setting. This system holds considerable potential to augment both self-monitoring and remote breastfeeding management capabilities, as well as to refine clinical classifications. To further validate the clinical relevance and potential of this home milk monitoring tool, future controlled clinical studies are necessary, which will provide insights into its impact on user and care provider satisfaction and its potential to meet breastfeeding success goals.
延长纯母乳喂养是一项公共卫生重点工作,也是母亲们的个人愿望;然而,母乳喂养率较低,主要原因是乳汁供应不足。在家中进行早期母乳喂养管理是关键。乳电解质,主要是钠离子,被认为是出生后最初几周分泌激活过程的生物标志物以及延长母乳喂养成功的预测指标,尽管它们尚未纳入常规护理实践中。
本研究的目的是测试一种新型手持式智能手机操作的乳汁电导率传感系统的可行性,该系统旨在计算一个新参数——乳汁成熟百分比(MM%),该参数由乳汁样本电导率计算得出,用于在实际家庭环境中跟踪个体分泌激活进程。
系统性能最初在基于实验室的乳汁分析收集的数据中进行评估,随后对在家庭环境中由泌乳支持人员或母亲直接使用该系统收集的观察性实际数据进行回顾性分析(N = 592)。收集的数据包括乳汁样本传感数据、婴儿年龄以及自我报告的母乳喂养状况和与母乳喂养相关的情况。数据以出生后天数为依据进行追溯分类。比较了根据母乳喂养排他性以及与无效母乳喂养和乳汁供应不足相关的母乳喂养问题进行分类的组之间的结果。
一组母乳样本的实验室分析表明,该系统的结果与钠离子水平之间存在很强的相关性。在实际数据集中,共对592位实际母亲进行了现场1511次乳汁传感记录。该系统收集的数据显示,乳汁成熟参数(MM%)呈现出典型的随时间增加的趋势,其特征是最初急剧上升,随后适度上升,并在产后第一周达到平稳状态。此外,发现该系统捕获的MM%水平对纯母乳喂养和母乳喂养问题的母乳喂养状况分类敏感,表现为出生后几天内组均值的差异,主要是在产后第一周。个体母亲出生后每个案例的进展情况也存在差异。
这项可行性研究表明,使用智能乳汁电导率传感技术可以提供一种可靠、客观的个体母乳喂养效率测量方法,便于在家庭环境中进行远程数据收集。该系统在增强自我监测和远程母乳喂养管理能力以及完善临床分类方面具有相当大的潜力。为了进一步验证这种家庭乳汁监测工具的临床相关性和潜力,未来有必要进行对照临床研究,这将深入了解其对用户和护理人员满意度的影响以及实现母乳喂养成功目标的潜力。