Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA USA.
Aquaya Institute, P.O. Box 5502, Santa Cruz, CA 95063, USA.
Water Res. 2018 May 1;134:115-125. doi: 10.1016/j.watres.2018.01.054. Epub 2018 Feb 3.
Current guidelines for testing drinking water quality recommend that the sampling rate, which is the number of samples tested for fecal indicator bacteria (FIB) per year, increases as the population served by the drinking water system increases. However, in low-resource settings, prevalence of contamination tends to be higher, potentially requiring higher sampling rates and different statistical methods not addressed by current sampling recommendations. We analyzed 27,930 tests for FIB collected from 351 piped water systems in eight countries in sub-Saharan Africa to assess current sampling rates, observed contamination prevalences, and the ability of monitoring agencies to complete two common objectives of sampling programs: determine regulatory compliance and detect a change over time. Although FIB were never detected in samples from 75% of piped water systems, only 14% were sampled often enough to conclude with 90% confidence that the true contamination prevalence met an example guideline (≤5% chance of any sample positive for FIB). Similarly, after observing a ten percentage point increase in contaminated samples, 43% of PWS would still require more than a year before their monitoring agency could be confident that contamination had actually increased. We conclude that current sampling practices in these settings may provide insufficient information because they collect too few samples. We also conclude that current guidelines could be improved by specifying how to increase sampling after contamination has been detected. Our results suggest that future recommendations should explicitly consider the regulatory limit and desired confidence in results, and adapt when FIB is detected.
当前的饮用水水质检测指南建议,随着饮用水系统服务人口的增加,检测粪便指示菌(FIB)的采样率(即每年检测的样本数量)也应增加。然而,在资源匮乏的环境中,污染的普遍性往往更高,可能需要更高的采样率和当前采样建议未涉及的不同统计方法。我们分析了来自撒哈拉以南非洲八个国家 351 个管道供水系统的 27930 个 FIB 检测结果,以评估当前的采样率、观察到的污染流行率,以及监测机构完成采样计划两个常见目标的能力:确定法规遵从性和检测随时间的变化。尽管从未在 75%的管道供水系统的样本中检测到 FIB,但只有 14%的样本采样频率足够高,能够有 90%的置信度确定真实的污染流行率符合示例指南(FIB 任何样本呈阳性的几率≤5%)。同样,在观察到受污染样本增加十个百分点后,仍有 43%的 PWS 需要一年以上的时间,其监测机构才能确信污染实际上已经增加。我们的结论是,在这些环境中,当前的采样实践可能提供的信息不足,因为它们采集的样本太少。我们还得出结论,当前的指南可以通过指定在检测到污染后如何增加采样来改进。我们的研究结果表明,未来的建议应明确考虑监管限制和对结果的置信度,并在检测到 FIB 时进行调整。