UNSUPERVISED ANALYSIS OF FLOW CYTOMETRY DATA IN A CLINICAL SETTING CAPTURES CELL DIVERSITY AND ALLOWS POPULATION DISCOVERY

Unsupervised Analysis of Flow Cytometry Data in a Clinical Setting Captures Cell Diversity and Allows Population Discovery

Data obtained with cytometry are increasingly complex and their interrogation impacts the type and quality of knowledge gained.Conventional supervised analyses are limited to pre-defined cell populations and do not exploit the full potential of data.Here, in the context of a clinical trial of cancer patients treated with radiotherapy, we performed

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GIS-based frequency ratio and Shannon entropy modeling for landslide susceptibility mapping: A case study in Kundah Taluk, Nilgiris District, India

In the Nilgiris district of the Western Exhaust Systems Ghats, landslides pose a recurrent threat, necessitating accurate landslide susceptibility mapping (LSM) to designate high-risk zones and mitigate the potential loss of lives and property.Kundah taluk in the Nilgiris has witnessed an increasing number of landslide events in recent years, prima

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Optimizing plastics recycling networks

Plastic pollution is a serious sustainability issue facing the global community.Fragments of macroplastics and microplastics pollute terrestrial and aquatic ecosystems, while nanoplastics can also degrade air quality.The recent COVID-19 pandemic also exacerbated the problem.Large-scale commercial use of plastics recycling technologies is hindered b

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