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A new computational tool developed with support from the U.S. National Science Foundation could greatly speed up determining the 3D structure of RNAs, a critical step in developing new RNA-based drugs, identifying drug-binding sites and using RNAs in other biotechnology and biomedicine applications.

The tool, NuFold, leverages state-of-the-art machine learning techniques to predict the structure of a wide variety of RNA molecules from their sequences. This new capability will allow researchers to visualize what a given RNA structure could look like based on its sequence and identify its potential use in drug delivery, disease treatment and other applications.  The research leading to NuFold was published in Nature Communications.

RNAs are critical biological molecules — encoding information, like DNA, and performing cellular functions, like proteins — but relatively few RNA structures have been determined through experimentation thus far, which severely limits understanding of their functions. For example, RNAs in the NSF-funded Research Collaboratory for Structural Bioinformatics Protein Data Bank (RCSB PDB) represent only about 3% of total entries. Experimentally determining RNA structures is often time-consuming and costly. By providing a path to reliably predicting RNA structure from sequence, NuFold could greatly expedite the discovery of RNA function and enable quicker development of RNA-based therapeutics and technologies.

Credit: Daisuke Kihara, Purdue University. Figure taken from the Nufold

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Volcanoes Today, 7 May 2025: Santiaguito volcano, Fuego, Semeru, Ibu, Dukono, Marapi, Reventador, Poas

Wed, 7 May 2025, 14:00 1746626405 | BY: VN

Satellite image of Ibu volcano on 7 May 2025

Satellite image of Semeru volcano on 7 May 2025

Satellite image of Marapi volcano on 6 May 2025

Satellite image of Dukono volcano on 7 May 2025

Satellite image of White Island volcano on 7 May 2025

After the end of the lava fountaining episode at Kilauea, the floor of Halema’uma’u crater is still covered with incandescent lava (image: HVO webcams)

Tall lava fountains from Kilauea volcano this morning (image: HVO webcam)

Ibu (Halmahera, Indonesia): Explosive activity continues. Volcanic Ash Advisory Center (VAAC) Darwin warned about a volcanic ash plume that rose up to estimated 7000 ft (2100 m) altitude or flight level 070 and is moving at 05 kts in S direction.
The full report is as follows: VA TO FL070

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In-brief analysis

May 7, 2025

Data source: FracFocus
Note: To calculate the number of wells completed per location, we grouped wells within a 50-foot radius into single locations. We then identified wells completed by their completion start and end dates, counting concurrent completions when their completion periods overlapped.

We estimate that the average number of wells completed simultaneously at the same location in the Lower 48 states has more than doubled, increasing from 1.5 wells in December 2014 to more than 3.0 wells in June 2024. By completing multiple wells at once rather than sequentially, operators can accelerate their production timeline and reduce their cost per well. The increasing number of simultaneous completions reflects significant technological advances in hydraulic fracturing operations, particularly in equipment capabilities and operational strategies.

Using data from FracFocus to estimate simultaneous

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