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Weighting overall estimates should be considered in VE studies in future.We evaluate whether randomly sampling and testing a set number of individuals for coronavirus disease 2019 (COVID-19) while adjusting for misclassification error captures the true prevalence. We also quantify the impact of misclassification error bias on publicly reported case data in Maryland. Using a stratified random sampling approach, 50,000 individuals were selected from a simulated Maryland population to estimate the prevalence of COVID-19. We examined the situation when the true prevalence is low (0.07%-2%), medium (2%-5%) and high (6%-10%). find more Bayesian models informed by published validity estimates were used to account for misclassification error when estimating COVID-19 prevalence. Adjustment for misclassification error captured the true prevalence 100% of the time, irrespective of the true prevalence level. When adjustment for misclassification error was not done, the results highly varied depending on the population's underlying true prevalence and the type of diagnostic test used. Generally, the prevalence estimates without adjustment for misclassification error worsened as the true prevalence level increased. Adjustment for misclassification error for publicly reported Maryland data led to a minimal but not significant increase in the estimated average daily cases. Random sampling and testing of COVID-19 are needed with adjustment for misclassification error to improve COVID-19 prevalence estimates.The Society for Epidemiologic Research's (SER) annual meeting is a major forum for sharing new research and promoting participants' career development. As such, evaluating representation in key presentation formats is critical. For the 3,257 presentations identified at the 2015-2017 SER annual meetings, we evaluated presenter characteristics, including gender, affiliation, subject area and h-index, and representation in three highlighted presentation formats platform talks (n=382), invited symposium talks (n=273) and serving as a Concurrent Contributed Session or symposium chair (n=188). Data were abstracted from SER records, abstract booklets and programs. Gender was assessed using GenderChecker software and h-index using Scopus Application Programming Interface (API). Log-binomial models adjusted for participant characteristics and conference year. In adjusted models, women were less likely than men to present an invited symposium talk (RR 0.60, 95% CI 0.45, 0.81) versus those with accepted abstracts. Researchers from U.S. public universities, U.S. government institutions and international institutions were less likely to present a symposium talk or chair a Concurrent Contributed Session or symposium than researchers from U.S. private institutions. Research areas most represented in platform talks were epidemiologic methods, social epidemiology and cardiovascular epidemiology. Findings suggest differences in representation by gender, affiliation and subject area after accounting for h-index.Biases and in-group preferences limit opportunities for persons of all identities to flourish in science. Decisions made by leading professional meetings about which presentations to feature prominently, and by academic journals about which articles to publish, reinforce these biases. The paper by Nobles and colleagues (Am J Epidemiol. XXXX;XXX(XX)XXXX-XXXX)), shows that women are less likely to be selected to be symposium presenters in the field's pre-eminent scientific meeting than men. The scientific and moral arguments for promoting diversity of engagement by persons of all identities in the field are abundantly clear, calling for efforts to mitigate the effect of these in-group biases. I offer three suggestions about how we can go about achieving better diversity in our field. 1. Increasing our discussions of the importance of diversity, raising consciousness about the issue consistently; 2. Ensuring that only blinded peer-reviewed presentations are advanced at professional meeting; 3. Publishing only blinded peer-reviewed papers in leading journals in the field. These steps-together with broader system-wide efforts to maximize diversity among trainees and faculty-can pave the way for any field to become welcoming to all, irrespective of any axes of identity.Commonly found flavonols in plants are synthesized from dihydroflavonols by flavonol synthase (FLS). The genome of Arabidopsis thaliana contains six FLS genes, among which FLS1 encodes a functional enzyme. Previous work has demonstrated that the R2R3-MYB subgroup 7 transcription factors MYB11, MYB12, and MYB111 redundantly regulate flavonol biosynthesis. However, flavonol accumulation in pollen grains was unaffected in the myb11myb12myb111 triple mutant. Here we show that MYB21 and its homologs MYB24 and MYB57, which belong to subgroup 19, promote flavonol biosynthesis through regulation of FLS1 gene expression. We used a combination of genetic and metabolite analysis to identify the role of MYB21 in regulating flavonol biosynthesis through direct binding to the GARE cis-element in the FLS1 promoter. Treatment with kaempferol or overexpression of FLS1 rescued stamen defects in the myb21 mutant. We also observed that excess reactive oxygen species (ROS) accumulated in the myb21 stamen, and that treatment with the ROS inhibitor diphenyleneiodonium chloride partly rescued the reduced fertility of the myb21 mutant. Furthermore, drought increased ROS abundance and impaired fertility in myb21, myb21myb24myb57, and chs, but not in the wild type or myb11myb12myb111, suggesting that pollen-specific flavonol accumulation contributes to drought-induced male fertility by ROS scavenging in Arabidopsis.Transcriptional deregulation is a central event in the development of acute myeloid leukemia (AML). To identify potential disturbances in gene regulation, we conducted an unbiased screen of allele-specific expression (ASE) in 209 AML cases. The gene encoding GATA binding protein 2 (GATA2) displayed ASE more often than any other myeloid or cancer-related gene. GATA2 ASE was strongly associated with CEBPA double mutations (CEBPA DM), with 95% of cases presenting GATA2 ASE. In CEBPA DM AML with GATA2 mutations, the mutated allele was preferentially expressed. We found that GATA2 ASE is a somatic event lost in complete remission, supporting the notion that it plays a role in CEBPA DM AML. Acquisition of GATA2 ASE involved silencing of one allele via promoter methylation and concurrent overactivation of the other allele, thereby preserving expression levels. Notably, promoter methylation was also lost in remission together with GATA2 ASE. In summary, we propose that GATA2 ASE is acquired by epigenetic mechanisms and is a prerequisite for the development of AML with CEBPA DM.