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加纳成年人的空腹血糖受疟原虫负荷的因果影响:使用会聚交叉映射的机制案例研究。

Fasting blood glucose in a Ghanaian adult is causally affected by malaria parasite load: a mechanistic case study using convergent cross mapping.

机构信息

Faculty of Medicine and University Hospital, Heidelberg Institute of Global Health (HIGH), Heidelberg University, Heidelberg, Germany.

Komfo Anokye Teaching Hospital, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana.

出版信息

Malar J. 2022 Mar 18;21(1):93. doi: 10.1186/s12936-022-04076-y.

Abstract

BACKGROUND

Adults with diabetes mellitus (DM) in malaria-endemic areas might be more susceptible to Plasmodium infection than healthy individuals. Herein, the study was aimed at verifying the hypothesis that increased fasting blood glucose (FBG) promotes parasite growth as reflected by increased parasite density.

METHODS

Seven adults without DM were recruited in rural Ghana to determine the relationships between FBG and malaria parasite load. Socio-economic data were recorded in questionnaire-based interviews. Over a period of 6 weeks, FBG and Plasmodium sp. Infection were measured in peripheral blood samples photometrically and by polymerase chain reaction (PCR)-assays, respectively. Daily physical activity and weather data were documented via smartphone recording. For the complex natural systems of homeostatic glucose control and Plasmodium sp. life cycle, empirical dynamic modelling was applied.

RESULTS

At baseline, four men and three women (median age, 33 years; interquartile range, 30-48) showed a median FBG of 5.5 (5.1-6.0 mmol/L); one participant had an asymptomatic Plasmodium sp. infection (parasite density: 240/µL). In this participant, convergent cross mapping (CCM) for 34 consecutive days, showed that FBG was causally affected by parasite density (p < 0.02), while the reciprocal relationship was not discernible (p > 0.05). Additionally, daily ambient temperature affected parasite density (p < 0.01).

CONCLUSION

In this study population living in a malaria-endemic area, time series analyses were successfully piloted for the relationships between FBG and Plasmodium sp. density. Longer observation periods and larger samples are required to confirm these findings and determine the direction of causality.

摘要

背景

在疟疾流行地区,患有糖尿病(DM)的成年人可能比健康个体更容易感染疟原虫。在此,研究旨在验证一个假设,即空腹血糖(FBG)升高会促进寄生虫生长,表现为寄生虫密度增加。

方法

在加纳农村招募了 7 名无糖尿病的成年人,以确定 FBG 与疟原虫负荷之间的关系。采用问卷调查进行社会经济数据记录。在 6 周的时间内,通过光度计和聚合酶链反应(PCR)检测分别测量外周血样中的 FBG 和疟原虫感染情况。通过智能手机记录日常体力活动和天气数据。对于血糖稳态控制和疟原虫生命周期的复杂自然系统,应用了经验动态建模。

结果

在基线时,4 名男性和 3 名女性(中位数年龄 33 岁;四分位间距 30-48)的 FBG 中位数为 5.5(5.1-6.0mmol/L);一名参与者患有无症状疟原虫感染(寄生虫密度:240/µL)。在该参与者中,连续 34 天的共辄交叉映射(CCM)显示 FBG 受到寄生虫密度的因果影响(p<0.02),而无法识别出相反的关系(p>0.05)。此外,每日环境温度影响寄生虫密度(p<0.01)。

结论

在本研究人群中,生活在疟疾流行地区,成功地为 FBG 与疟原虫密度之间的关系进行了时间序列分析。需要更长的观察期和更大的样本量来证实这些发现并确定因果关系的方向。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9b53/8932323/9c455461208d/12936_2022_4076_Fig1_HTML.jpg

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