New AI agent could transform how scientists study weather and climate
Reports and Proceedings
Updates every hour. Last Updated: 2-Apr-2026 02:16 ET (2-Apr-2026 06:16 GMT/UTC)
Computer scientists and weather scientists have taken the first steps toward creating an AI agent capable of analyzing and answering questions in natural language, such as English, about data from AI-driven weather and climate forecasting models. Recently, models driven by AI and deep learning have considerably improved weather forecasting. But analyzing the resulting data remains difficult and time-consuming. A main issue is that these types of AI models are not able to describe their findings in plain language. A secondary issue is that these models are not able to reason about text information, such as meteorology reports and weather bulletins. The UC San Diego research team aims to address both.
In a gift that supports basic research toward a clean geothermal resource that could transform the world’s energy transition, Quaise Energy has given $750,000 to Oregon State University (OSU). The gift will help OSU scientists recreate in the lab the conditions found miles underground common to the superhot rock which, if tapped, could power the world, according to Carlos Araque, CEO of Quaise and a co-founder. The goal is to learn ever more about this geothermal resource, which is not easy to study in the field.
A new UK‑wide study reveals that while some councils are beginning to make meaningful progress with AI, adoption remains highly uneven, with most authorities still building the basic digital and data foundations needed for safe and effective use.
Dental pulp injury caused by trauma or deep caries often leads to inflammation, tissue necrosis, and eventual loss of tooth vitality. In severe cases, bacterial invasion and sustained immune responses further compromise the pulp’s microenvironment, disrupting its natural capacity for repair. Although regenerative endodontic approaches aim to restore living tissue, predictable biological repair remains difficult to achieve. Central to successful regeneration is the precise regulation of stem cell signaling pathways that coordinate cellular proliferation, differentiation, and matrix remodeling. Among these, Wnt/β-catenin signaling plays a fundamental role in stem cell proliferation, differentiation, and tissue repair. However, the upstream molecular mechanisms governing this pathway in human dental pulp stem cells have remained incompletely understood.
To address this question, researchers investigated the function of SMAD7, a protein traditionally regarded as a negative regulator of transforming growth factor-beta (TGF-β) signaling and often associated with inhibitory cellular responses. Using human dental pulp stem cells (hDPSCs), the team applied immunofluorescent staining, gene silencing techniques, nuclear protein quantification, and western blot analysis to examine intracellular signaling dynamics in detail. Their experiments revealed that SMAD7 directly interacts with β-catenin inside the nucleus, forming a transcriptional complex that enhances Wnt pathway activation. Mechanistically, phosphorylated SMAD2/3 (P-SMAD2/3), activated downstream of TGF-β signaling, can bind and “capture” β-catenin, thereby limiting β-catenin nuclear availability and suppressing Wnt/β-catenin signaling activation. In this context, SMAD7 functions as a critical mediator that restrains TGF-β–SMAD2/3 signaling and preserves β-catenin activity: loss of SMAD7 leads to increased P-SMAD2/3 accumulation, which sequesters β-catenin and weakens Wnt pathway output. These findings were published on January 6, 2026 of the journal International Journal of Oral Science.
The research was led by Dr. Tian Chen, postdoctoral researcher from the Department of Orthodontics at West China Hospital of Stomatology, Sichuan University, Chengdu, China.
At the mechanistic level, the study overturns the long-standing assumption that SMAD7 functions solely as an inhibitory signaling molecule. Instead, the findings demonstrate that SMAD7 can act as a direct transcriptional mediator of Wnt/β-catenin signaling. By forming a nuclear complex with β-catenin, SMAD7 promotes activation of genes associated with stem cell proliferation and regenerative differentiation. “We were surprised to observe SMAD7 functioning as a positive regulator within the nucleus,” said Dr. Chen. “This direct partnership with β-catenin provides a clearer explanation for how Wnt signaling is amplified during dental pulp regeneration.”
Beyond clarifying a molecular mechanism, the study highlights important translational opportunities. In the short term, targeting the SMAD7–β-catenin interaction could improve regenerative endodontic procedures by enhancing natural pulp healing responses. Biomaterials or small-molecule modulators designed to optimize this signaling axis may help preserve tooth vitality and reduce reliance on conventional root canal treatment. Such advances could directly improve patient outcomes by supporting biological repair instead of artificial replacement.
Over the longer term, the implications extend beyond dentistry. Wnt/β-catenin signaling is central to bone biology, craniofacial development, and broader tissue engineering applications. Identifying SMAD7 as a direct transcriptional partner of β-catenin opens avenues for interdisciplinary collaboration in regenerative medicine and stem cell-based therapeutics. Over the next decade, refined control of this pathway may contribute to precision strategies that guide tissue repair in oral and skeletal systems. “Our motivation comes from clinical challenges we see every day,” Dr. Chen added. “Understanding these molecular interactions brings us closer to therapies that regenerate living tissue and transform restorative care.”
Reference
Titles of original paper: SMAD7 regulates the canonical Wnt signaling through TGF-β cascade crosstalk and SMAD7/β-CATENIN transcription factor complex formation during tooth regeneration
Journal: International journal of oral science
DOI: https://doi.org/10.1038/s41368-025-00393-5
About Dr. Tian Chen
Dr. Tian Chen is a postdoctoral researcher in the Department of Orthodontics at West China Hospital of Stomatology, Sichuan University, Chengdu, China. Her research centers on tooth and craniofacial development, stem cell biology, molecular signaling, and regenerative strategies for oral tissues. From 2017 to 2022, she conducted her Joint PhD training and postdoctoral research at the Department of Cell and Molecular Biology at Tulane University, New Orleans, USA, where she strengthened her expertise in translational biomedical research and became proficient in the construction of various transgenic mouse models. Skilled in chromatography and advanced cellular signaling analysis, she integrates molecular techniques with regenerative applications. Dr. Chen has authored 22 publications and received 474 citations, reflecting her growing academic impact.The single-stranded DNA molecules developed by researchers using the SELEX technology could transform blood testing for Alzheimer's biomarkers. These synthetic aptamers target neurofilament light chain (NfL), a structural protein component of nerve cells, that is released into the bloodstream upon neuronal injury. These aptamers exhibit binding strength and selectivity comparable to anti-NfL antibodies used in current tests, while being more economical to produce and reliable, opening the door to affordable, diagnostic biosensors.