2021
DOI: 10.7554/elife.69698
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Improving statistical power in severe malaria genetic association studies by augmenting phenotypic precision

Abstract: Severe falciparum malaria has substantially affected human evolution. Genetic association studies of patients with clinically defined severe malaria and matched population controls have helped characterise human genetic susceptibility to severe malaria, but phenotypic imprecision compromises discovered associations. In areas of high malaria transmission the diagnosis of severe malaria in young children and, in particular, the distinction from bacterial sepsis, is imprecise. We developed a probabilistic diagnos… Show more

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Cited by 26 publications
(40 citation statements)
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References 53 publications
(123 reference statements)
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“…We re-estimated case-control odds-ratios under a data-tilting framework for the five major red blood cell genetic polymorphisms evaluated using previously published probability weights based on the plasma Pf HRP2 and the platelet count to downweigh probabilistically data from patients who were unlikely to have true severe malaria (Fig. 4 ) 13 , 15 . This increased the strength of the evidence that HBB , ABO , HBA1-2 , and FREM3/GYP are associated with protection against severe malaria compared with the non-weighted case–controls odds-ratios (for HBA1-2 : p = 10 −5 versus p = 10 −4 ; ABO : p = 10 −13 versus p = 10 −8 ; FREM3 : p = 10 −12 versus p = 10 −11 ).…”
Section: Resultsmentioning
confidence: 99%
“…We re-estimated case-control odds-ratios under a data-tilting framework for the five major red blood cell genetic polymorphisms evaluated using previously published probability weights based on the plasma Pf HRP2 and the platelet count to downweigh probabilistically data from patients who were unlikely to have true severe malaria (Fig. 4 ) 13 , 15 . This increased the strength of the evidence that HBB , ABO , HBA1-2 , and FREM3/GYP are associated with protection against severe malaria compared with the non-weighted case–controls odds-ratios (for HBA1-2 : p = 10 −5 versus p = 10 −4 ; ABO : p = 10 −13 versus p = 10 −8 ; FREM3 : p = 10 −12 versus p = 10 −11 ).…”
Section: Resultsmentioning
confidence: 99%
“…We re-estimated case-control odds-ratios under a data-tilting framework for our five major red blood cell genetic polymorphisms using previously published probability weights based on the plasma Pf HRP2 and the platelet count to probabilistically downweigh patients who were unlikely to have true severe malaria 13,24 . This increased the evidence that HBB, ABO, HBA1-2 and FREM3/GYP are associated with protection against severe malaria when comparing against the non-weighted case-controls odds-ratios (for HBA1-2 : p=10 −5 versus p=10 −4 ; ABO : p=10 −13 versus p=10 −8 ; FREM3 : p=10 −12 versus p=10 −11 ).…”
Section: Resultsmentioning
confidence: 99%
“…Conversely, incorporating platelet counts into case definitions of severe falciparum malaria using >200,000 per μL to rule out severe malaria has been proposed as a means to improve the specificity of clinical and parasitological diagnosis in a mathematical modeling study. Results suggested that one-third of 2,220 Kenyan children included in studies had been misdiagnosed as having severe malaria [ 99 ]. Very few articles reported platelet counts associated with severe syndromes in our review so we were unable to explore this.…”
Section: Discussionmentioning
confidence: 99%