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| Open AccessExtracting medicinal chemistry intuition via preference machine learning
Over their careers, medicinal chemists develop a gut feeling for what is a promising molecule. Here, the authors use machine learning models to learn this intuition and show that it can be successfully applied in several drug discovery scenarios.
- Oh-Hyeon Choung
- , Riccardo Vianello
- & José Jiménez-Luna
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Article
| Open AccesslesSDRF is more: maximizing the value of proteomics data through streamlined metadata annotation
Public proteomics data often lack essential metadata, limiting their potential. To address this, the authors developed lesSDRF, a tool to simplify the process of metadata annotation, thereby ensuring that data leave a lasting, impactful legacy well beyond their initial publication.
- Tine Claeys
- , Tim Van Den Bossche
- & Lennart Martens
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Article
| Open AccessSimulation of undiagnosed patients with novel genetic conditions
Rare Mendelian disorders pose a major diagnostic challenge, but evaluation of automated tools that aim to uncover causal genes tools is limited. Here, the authors present a computational pipeline that simulates realistic clinical datasets to address this deficit.
- Emily Alsentzer
- , Samuel G. Finlayson
- & Isaac S. Kohane
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Comment
| Open AccessExtending research impact by sharing maker information
The availability of maker resources such as 3D printers, makerspaces, and public repositories enable researchers to share information with research peers, educators, industry, and the general public. This broadens the impact of research and inspires its extension and application.
- Larry L. Howell
- & Terri Bateman
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Article
| Open AccessSugar-sweetened beverage intakes among adults between 1990 and 2018 in 185 countries
Recent estimates of sugar-sweetened beverages (SSBs) intake are generally unavailable. Here the authors show a global SSBs intake of 2.7 servings/week in 2018 in adults (range: 0.7 South Asia, 7.8 Latin America/Caribbean); intakes were higher among males, younger, more educated, and urban adults.
- Laura Lara-Castor
- , Renata Micha
- & Rubina Hakeem
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Review Article
| Open AccessThe promise of data science for health research in Africa
In this Review article, the authors discuss emerging efforts to build ethical governance frameworks for data science health research in Africa and the opportunities to advance these through investments by African governments and institutions, international funding organizations and collaborations for research and capacity development.
- Clement A. Adebamowo
- , Shawneequa Callier
- & Sally N. Adebamowo
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Comment
| Open AccessEngineered and natural gene drives: mechanistically the same, yet not same in kind
We propose the use of the terms natural gene drive (NGD) and engineered gene drive (EGD) arguing against James et al.
1 , who think both should be included within the term “gene drive”, based on their mechanistic similarities.- Raul F. Medina
- & Jennifer Kuzma
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Comment
| Open AccessZoonotic malaria requires new policy approaches to malaria elimination
WHO guidelines for classification of malaria elimination in a country require that the risk of human infection from zoonotic, as well as nonzoonotic, malaria parasites is negligible. In this Comment, the authors discuss the implications of this policy for countries, such as Malaysia, with no recent reported nonzoonotic cases but ongoing zoonotic transmission.
- Kimberly M. Fornace
- , Chris J. Drakeley
- & Kamruddin Ahmed
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Article
| Open AccessCD36 mediates SARS-CoV-2-envelope-protein-induced platelet activation and thrombosis
Aberrant coagulation and thrombosis are associated with severe SARS-CoV-2 infection. Here, the authors show that the E protein are associated with coagulation disorders in COVID-19 patients and could directly enhance platelet activation and thrombosis through a CD36/p38 MAPK/NF-kB signaling axis.
- Zihan Tang
- , Yanyan Xu
- & Tingting Liu
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Article
| Open AccessAn open resource combining multi-contrast MRI and microscopy in the macaque brain
Linking microscale cellular structures to macroscale features of the brain is required to fully understand its structure and function. Here, the authors present a resource which combines multi-contrast microscopy and MRI of a single whole macaque brain to facilitate multimodal analyses.
- Amy F. D. Howard
- , Istvan N. Huszar
- & Karla L. Miller
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Article
| Open AccessGender differences in the intention to study math increase with math performance
The authors show that there is a positive and linear relationship between the probability of intending to pursue math and math performance, and that this relationship is stronger among boys than among girls.
- Thomas Breda
- , Elyès Jouini
- & Clotilde Napp
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Article
| Open AccessDifferentially private knowledge transfer for federated learning
To ensure the privacy of processed data, federated learning approaches involve local differential privacy techniques which however require communicating a large amount of data that needs protection. The authors propose here a framework that uses selected small data to transfer knowledge in federated learning with privacy guarantees.
- Tao Qi
- , Fangzhao Wu
- & Xing Xie
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Article
| Open AccessUncertainty in non-CO2 greenhouse gas mitigation contributes to ambiguity in global climate policy feasibility
The potential for the mitigation of global non-CO2 greenhouse gases is highly uncertain. Harmsen et al. estimate this uncertainty and show that it has large implications for the feasibility of reaching the Paris Climate Agreement targets.
- Mathijs Harmsen
- , Charlotte Tabak
- & Detlef van Vuuren
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Comment
| Open AccessEthical considerations for researchers developing and testing minimal-risk devices
This comment explores ethical aspects in developing and testing minimal-risk devices, such as wearables and biomedical sensors. Authors outline the process of independent review, emphasizing the different levels of review depending on the research design and risk level. They also share examples of practical scenarios, highlighting key ethical considerations.
- Anna Wexler
- & Emily Largent
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Comment
| Open AccessMethod Reporting with Initials for Transparency (MeRIT) promotes more granularity and accountability for author contributions
Lack of information on authors’ contribution to specific aspects of a study hampers reproducibility and replicability. Here, the authors propose a new, easily implemented reporting system to clarify contributor roles in the Methods section of an article.
- Shinichi Nakagawa
- , Edward R. Ivimey-Cook
- & Malgorzata Lagisz
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Comment
| Open AccessA gene drive is a gene drive: the debate over lumping or splitting definitions
We address a controversy over use of the term “gene drive” to include both natural and synthetic genetic elements that promote their own transmission within a population, arguing that this broad definition is both practical and has advantages for risk analysis.
- Stephanie L. James
- , David A. O’Brochta
- & Omar S. Akbari
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Article
| Open AccessSurprising combinations of research contents and contexts are related to impact and emerge with scientific outsiders from distant disciplines
Here, using hypergraph modeling the authors show that surprising research (in terms of unexpected combinations of research contents and contexts) is associated with impact and arises from scientific outsiders solving problems in distant disciplines.
- Feng Shi
- & James Evans
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Perspective
| Open AccessToward sustainable space exploration: a roadmap for harnessing the power of microorganisms
Establishing sustainable approaches for human space exploration is key to achieve independency from terrestrial resources, as well as for ethical considerations. Here the authors highlight microbial biotechnologies that will support sustainable processes for space-based in situ resource utilization and loop-closure, and may be translatable to Earth applications.
- Rosa Santomartino
- , Nils J. H. Averesch
- & Luis Zea
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Article
| Open AccessRegional clozapine, ECT and lithium usage inversely associated with excess suicide rates in male adolescents
There are conflicting results on the effectiveness of pharmacologic interventions for suicide prevention in adolescence. Here, the authors show, in a retrospective registry study from Sweden during 2016–2020, that regional utilization rates of clozapine, electroconvulsive therapy and lithium in 15–19-year-olds were associated with lower excess suicide death rates in male adolescents
- Adrian E. Desai Boström
- , Peter Andersson
- & Jussi Jokinen
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Comment
| Open AccessResearch on scalable graphene faces a reproducibility gap
More than a decade after the first demonstration of large-scale graphene synthesis by chemical vapor deposition, the commercialization of graphene products is limited not only by price, but also by consistency, reproducibility, and predictability. Here, the author discusses the reproducibility issues in the field and proposes possible solutions to improve the reliability of published results.
- Peter Bøggild
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Article
| Open AccessA scoping review of the impacts of COVID-19 physical distancing measures on vulnerable population groups
Physical distancing measures introduced to control the spread of COVID-19 had socio-economic trade-offs that may have particularly impacted vulnerable population groups. Here, the authors perform a scoping review and summarise the impacts on different vulnerable groups described in 265 studies.
- Lili Li
- , Araz Taeihagh
- & Si Ying Tan
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Comment
| Open AccessCommunity voices: broadening participation in Science, Technology, Engineering, Mathematics, and Medicine among persons with disabilities
Disability has too often been peripheral to efforts to widen the STEMM pipeline, hampering research quality and innovation. Inspired by change in education delivery and research collaborations during the pandemic, we offer a structure for efforts to recruit and retain disabled scientists and practitioners.
- Siobhán M. Mattison
- , Logan Gin
- & Katherine Wander
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Comment
| Open AccessGreater genetic diversity is needed in human pluripotent stem cell models
While there are a growing number of human pluripotent stem cell repositories, genetic diversity remains limited in most collections and studies. Here, we discuss the importance of incorporating diverse ancestries in these models to improve equity and accelerate biological discovery.
- Sulagna Ghosh
- , Ralda Nehme
- & Lindy E. Barrett
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Article
| Open AccessGlobal disparities in SARS-CoV-2 genomic surveillance
In this study, the authors provide a global overview of SARS-CoV-2 genome sequencing, and estimate the proportion of cases sequenced and time to genome upload. They identify disparities and highlight the need to strengthen surveillance in lower and middle income countries.
- Anderson F. Brito
- , Elizaveta Semenova
- & Nuno R. Faria
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Perspective
| Open AccessThe history of sexual selection research provides insights as to why females are still understudied
While it is widely acknowledged that Darwin’s descriptions of females were gender-biased, gender bias in modern sexual selection research is less recognized. This Perspective highlights that sexual selection theory and research are still male-centered and suggest strategies for alleviating biases in this field and beyond.
- Malin Ah-King
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Article
| Open AccessFemale peer mentors early in college have lasting positive impacts on female engineering students that persist beyond graduation
The authors report findings from their study of female student participants interested in engineering at college entry who were randomly assigned to a female peer mentor, male mentor, or no mentor for their first year of college. The authors show that students assigned to a female peer mentor show benefits in psychological experiences in engineering, aspirations to pursue postgraduate engineering degrees, and emotional well-being, which persists up to one year after graduation.
- Deborah J. Wu
- , Kelsey C. Thiem
- & Nilanjana Dasgupta
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Article
| Open AccessEconomic interests cloud hazard reductions in the European regulation of substances of very high concern
The most important variable explaining the regulation of chemical substances of very high concern in the European REACH regulation is not how dangerous a chemical is but the fact that it is not produced nor imported into the European Economic Area.
- Jessica Coria
- , Erik Kristiansson
- & Mikael Gustavsson
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Article
| Open AccessUntangling the network effects of productivity and prominence among scientists
While inequalities in science are common, most efforts to understand them treat scientists as isolated individuals, ignoring the network effects of collaboration. Here, the authors develop models that untangle the network effects of productivity and prominence of individual scientists from their collaboration networks.
- Weihua Li
- , Sam Zhang
- & Aaron Clauset
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Comment
| Open AccessScience in the time of COVID-19: Reflections on the UK Events Research Programme
We reflect on the extent to which the UK Events Research Programme adhered to four principles of design and evaluation in assessing risk of transmission from attending such mass events as football matches and festivals, and lessons learned.
- Theresa M. Marteau
- , Michael J. Parker
- & W. John Edmunds
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Article
| Open AccessSystematic evidence and gap map of research linking food security and nutrition to mental health
There is a broad range of research available on the relationship between food security and mental health. Here the authors carry out a systematic mapping of evidence on food security and nutrition related to mental health and identifies trends in themes, setting, and study design over the 20 year period studied.
- Thalia M. Sparling
- , Megan Deeney
- & Suneetha Kadiyala
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Comment
| Open AccessCommunity voices: policy proposals to promote inclusion in academia through the lens of women in science
Diversity is a creative force that broadens views and enhances ideas; it increases productivity as well as the impact of our science, making our respective organisations more agile and timely. Equality of opportunity is a key to success for any research organisation. Here we argue that every research organisation, whether in academia or in industry, needs to have better inclusion policies to harness the benefits of diversity in research. Drawing from our personal experiences and perspectives as women in science, we share our suggestions on how to promote inclusion in academia and create a better research culture for all. Our shared experiences highlight the many hurdles women in science face on a daily basis. We stress that rules and regulations, as well as education for awareness, will play critical role in this much needed shift from a male-dominated scientific culture that dates from Victorian times to a modern focus on gender equality in science. The key ingredients of this new culture will be flexibility, transparency, fairness and thoughtfulness.
- Sarah A. Teichmann
- , Muzlifah Haniffa
- & Jasmin Fisher
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Comment
| Open AccessA global forum on synthetic biology: the need for international engagement
A Global Forum on Synthetic Biology is needed to engage policymakers with practitioners across borders at the highest level. The international community needs a global confidence-building measure focused on discussing policy futures for the age of engineering biology.
- Thomas A. Dixon
- , Paul S. Freemont
- & Isak S. Pretorius
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Comment
| Open AccessCommunity voices: sowing, germinating, flourishing as strategies to support inclusion in STEM
Understanding gaps in academic representation while considering the intersectionality concept is paramount to promoting real progress towards a more inclusive STEM. Here we discuss ways in which STEM careers can be sown and germinated so that inclusivity can flourish.
- Luisa Maria Diele-Viegas
- , Thamara Santos de Almeida
- & Flávia Virginio
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Comment
| Open AccessCrowd-sourcing observations of volcanic eruptions during the 2021 Fagradalsfjall and Cumbre Vieja events
This study explores the scientific potential of crowdsourced observations during volcanic eruptions, using the 2021 Fagradalsfjall (Iceland) and Cumbre Vieja (Canary Islands) events as case studies.
- Fabian B. Wadsworth
- , Edward W. Llewellin
- & Alejandro Polo Santabárbara
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Article
| Open AccessThe 4D Nucleome Data Portal as a resource for searching and visualizing curated nucleomics data
This paper describes the ‘4DN Data Portal’ that hosts data generated by the 4D Nucleome network, including Hi-C and other chromatin conformation capture assays, as well as various sequencing-based and imaging-based assays. Raw data have been uniformly processed to increase comparability and the portal is implemented with visualization tools to browse the data without download.
- Sarah B. Reiff
- , Andrew J. Schroeder
- & Peter J. Park
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Article
| Open AccessAn analysis of neuroscience and psychiatry papers published from 2009 and 2019 outlines opportunities for increasing discovery of sex differences
Sex differences occur in many neurological and psychiatric diseases, and yet research is not always designed optimally to identify these. Here the authors perform a study of how sex was incorporated into the design and analyses of papers published six journals in neuroscience and psychiatry in 2009 compared with 2019.
- Rebecca K. Rechlin
- , Tallinn F. L. Splinter
- & Liisa A. M. Galea
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Comment
| Open AccessCommunity voices: Achieving real diversity in STEM requires the ability to transform institutions
Resilience is often invoked to address systemic marginalization (e.g. racism) in academia but inadvertently maintains harmful systems. We argue that the ability to transform systems, as opposed to persevering within them, must be prioritized to make real, lasting change.
- Jory C. Lerback
- , Monique M. Holt
- & Stephanie Alvarez
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Comment
| Open AccessCommunity voices: NIH working toward inclusive excellence by promoting and supporting women in science
The U. S. National Institutes of Health is committed to addressing gender discrimination and fostering inclusive excellence, which is critical for the advancement of creativity and innovation in science. Strategies and processes aimed at achieving these goals are discussed.
- Kelly G. Ten Hagen
- , Carrie Wolinetz
- & Marie A. Bernard
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Comment
| Open AccessCommunity voices: the importance of diverse networks in academic mentoring
Mentor relationships are crucial to retention, success, and wellbeing of women and underrepresented minority scientists in academia. A network of diverse mentors may support achieving long-term career goals, advancement, and retention of both mentors and mentees, thus enhancing diversity, equity, and inclusion initiatives.
- Rocío Deanna
- , Bethann Garramon Merkle
- & Gabriela Auge
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Article
| Open AccessHigh-resolution population estimation using household survey data and building footprints
A lack of up-to-date population figures may hamper effective decision-making. Here, the authors develop a Bayesian model to estimate population data at high resolution in five provinces of the Democratic Republic of the Congo.
- Gianluca Boo
- , Edith Darin
- & Andrew J. Tatem
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Comment
| Open AccessMultilateral benefit-sharing from digital sequence information will support both science and biodiversity conservation
Ensuring international benefit-sharing from sequence data without jeopardising open sharing is a major obstacle for the Convention on Biological Diversity and other UN negotiations. Here, the authors propose a solution to address the concerns of both developing countries and life scientists.
- Amber Hartman Scholz
- , Jens Freitag
- & Jörg Overmann
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Comment
| Open AccessA Just Digital framework to ensure equitable achievement of the Sustainable Development Goals
While the technological revolution is accelerating, digital poverty is undermining the Sustainable Development Goals. This article introduces a justice-oriented digital framework which considers how fair access to digital capabilities, commodities, infrastructure, and governance can reduce global inequality and advance the SDGs.
- Katriona O’Sullivan
- , Serena Clark
- & Malcolm MacLachlan
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Comment
| Open AccessImpacts of climate change to African indigenous communities and examples of adaptation responses
Climate change negatively impacts the livelihoods of indigenous communities across the world, including those located on the African continent. This Comment reports on how five African indigenous communities have been impacted by climate change and the adopted adaptation mechanisms.
- Walter Leal Filho
- , Newton R. Matandirotya
- & Richard Achia Mbih
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Article
| Open AccessBAMboozle removes genetic variation from human sequence data for open data sharing
Transparent data sharing is central to scientific progress, but limited for human sequencing data because of patient privacy concerns. Here, the authors propose an approach that removes certain types of genetic information in sequencing data, without affecting count-based downstream analyses.
- Christoph Ziegenhain
- & Rickard Sandberg
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Comment
| Open AccessPotentially long-lasting effects of the pandemic on scientists
The pandemic has caused disruption to many aspects of scientific research. In this Comment the authors describe the findings from surveys of scientists between April 2020 and January 2021, which suggests there was a decline in new projects started in that time.
- Jian Gao
- , Yian Yin
- & Dashun Wang
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Article
| Open AccessSystematic review and meta-analyses of studies analysing instructions to authors from 1987 to 2017
Publishers’ policies have the capability to increase transparency in scholarly literature. Malički and colleagues carried out a systematic review of over 150 studies that have examined scholarly journals’ recommendations. They find that requirements in terms of authorship, conflict of interests, data sharing, funding disclosure or ethics approval declaration vary greatly over time, among journals and across disciplines.
- Mario Malički
- , Ana Jerončić
- & Gerben ter Riet
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Article
| Open AccessScientific prizes and the extraordinary growth of scientific topics
Scientific revolutions have famously inspired scientists and innovation but large-scale analyses of scientific revolutions in modern science are rare. Here, the authors investigate one possible factor connected with a topic’s extraordinary growth—scientific prizes.
- Ching Jin
- , Yifang Ma
- & Brian Uzzi
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Article
| Open AccessUnderstanding the onset of hot streaks across artistic, cultural, and scientific careers
Despite their ubiquitous nature across a wide range of creative domains, it remains unclear if there is any regularity underlying the beginning of successful periods in a career. Here, the authors develop computational methods to trace the career outputs of artists, film directors, and scientists and explore how they move in their creative space along their career trajectory.
- Lu Liu
- , Nima Dehmamy
- & Dashun Wang
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Perspective
| Open AccessAn actionable anti-racism plan for geoscience organizations
Racism thrives in geoscience. We present an antiracism plan to support the recruitment, retention and success of Black, Indigenous, and other people of color in geoscience. Our action plan can be adapted by any organization to remove barriers to participation for all marginalized geoscientists.
- Hendratta N. Ali
- , Sarah L. Sheffield
- & Blair Schneider