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Federated learning (FL) algorithms have emerged as a promising solution to train models for healthcare imaging across institutions while preserving privacy. Here, the authors describe the Federated Tumor Segmentation (FeTS) challenge for the decentralised benchmarking of FL algorithms and evaluation of Healthcare AI algorithm generalizability in real-world cancer imaging datasets.

Finite momentum superconducting pairing refers to a class of unconventional superconducting states where Cooper pairs acquire a non-zero momentum. Here the authors report a new superconducting state in bulk 4Hb-TaS₂, where magnetic fields induce finite momentum pairing via magnetoelectric coupling.

Baryon acoustic oscillations from the early Universe are imprinted in the large-scale structure, providing a cosmic expansion ruler. A comparison of the shapes and positions of galaxies can yield an independent measure of these primordial oscillations.

K11/K48 branched ubiquitin chains regulate protein degradation and cell cycle progression. Here, the authors report the structural basis of how such a branched ubiquitin chain is recognized by the human 26S proteasome, revealing a multivalent binding mode that underlies selective recognition.

Demonstrations of quantum advantage relying on sampling hard-to-compute probability distributions are plagued by difficulties in efficiently confirming the correctness of their output, which is known as the verification problem. Here, the authors use a trapped-ion platform to demonstrate efficient verification of quantum random sampling in measurement-based quantum computing.

Thermal lepton pairs are ideal probes for the temperature of quark-gluon plasma. Here, the STAR Collaboration uses thermal electron-positron pair production to measure quark-gluon plasma average temperature at different stages of the evolution.

Single-cell transcriptomic and epigenetic analysis has enabled the identification of Thetis cells, a class of RORγt⁺ antigen-presenting cells with a key role in the differentiation of commensal microbiota-induced peripheral regulatory T cells.

Genome-wide association studies (GWAS) have improved our understanding of the genetic basis of lung adenocarcinoma but known susceptibility variants explain only a small fraction of the familial risk. Here, the authors perform a two-stage GWAS and report 12 novel genetic loci associated with lung adenocarcinoma in East Asians.

The quark structure of the f₀(980) hadron is still unknown after 50 years of its discovery. Here, the CMS Collaboration reports a measurement of the elliptic flow of the f₀(980) state in proton-lead collisions at a nucleon-nucleon centre-of-mass energy of 8.16 TeV, providing strong evidence that the state is an ordinary meson.

Bone marrow chimaeric mice are a valuable tool in research, but require myeloablative conditioning. Here the authors demonstrate efficient FACS-free enrichment of haematopoietic stem and progenitor cells for transplantation into unconditioned recipient mice, as well as for genetic engineering using polyvinyl alcohol based media.

The authors present SVclone, a computational method for inferring the cancer cell fraction of structural variants from whole-genome sequencing data.

A series of early-time, multiwavelength observations of an optical transient, AT2022cmc, indicate that it is a relativistic jet from a tidal disruption event originating from a supermassive black hole.

Impaired Aβ clearance in late-onset Alzheimer’s disease (AD) affects progression. Here, the authors show that CD14 + CD16+ monocytes carry Aβ in peripheral circulation and CSF in AD, suggesting a role in Aβ clearance.

MRI data from more than 100 studies have been aggregated to yield new insights about brain development and ageing, and create an interactive open resource for comparison of brain structures throughout the human lifespan, including those associated with neurological and psychiatric disorders.

Ionizing radiation and chemotherapy deplete haematopoietic stem cells and damage the vascular niche. Here the authors show that irradiation induces SEMA3A secretion from bone marrow endothelial cells (ECs), inducing EC apoptosis via NRP1 and that NRP1 inhibition promotes vascular regeneration and R spondin 2 dependent hematopoietic regeneration.

An adversarial domain translation framework is presented for scalable integration of single-cell atlases across samples, technical platforms, data modalities and species.

The authors uncover a mechano-metabolic adaptation where confinement induces rapid mitochondrial relocalization to the nuclear periphery, generating localized nuclear ATP surges that support chromatin remodeling, DNA repair, and cell cycle progression.

Here, the authors show that van der Waals isotopic heterostructures based on few-layer h¹⁰BN and h¹¹BN can be tuned to modulate the energy-momentum dispersions of hyperbolic phonon polaritons, offering an alternative approach to engineer the nanophotonic properties of 2D materials.

Here, the authors created a virtual reality task for monkeys and mice to explore if internal states like attention are similar across species. Their facial expressions during the task were similar, suggesting facial expressions reflect shared internal states.

Integrative analyses of transcriptome and whole-genome sequencing data for 1,188 tumours across 27 types of cancer are used to provide a comprehensive catalogue of RNA-level alterations in cancer.

Aged hematopoietic stem cells (HSC) are characterised by reduced regenerative potential and a loss of quiescence. Here, the authors show nicotinamide riboside treatment shrinks the age-enlarged stem cell pool and shifts aged HSC functionally, metabolically and molecularly towards the young state.

An understanding of the molecular mechanisms promoting the generation of immunoregulatory and tumour-promoting monocytes and macrophages is key to breaking the cycle of tumour myelopoiesis and developing more effective myeloid-targeting therapies.

The increasing accessibility of single cell omics technologies beyond transcriptomics demands parallel advances in analysis. Here, the authors introduce STREAM, a pipeline for reconstruction and visualization of differentiation trajectories from both single-cell RNA-seq and ATAC-seq data.

Parametric phase-locked oscillators were first developed in the 1950s as a way of electrically storing and controlling information. Lin et al.now show that a modern version of this concept using superconducting circuits enables high-fidelity, single-shot and non-destructive measurement of a qubit.

Previous ophthalmic foundation models have struggled to generalize effectively to diverse and rare fundus diseases, restricting their clinical applicability. Here, the authors introduce a vision-language foundation model that demonstrates superior performance in diagnosing both common and rare fundus conditions.

Investigating the inner structure of baryons is important to further our understanding of the strong interaction. Here, the BESIII Collaboration extracts the absolute value of the ratio of the electric to magnetic form factors and its relative phase for e + e − → J/ψ → ΛΣ decays, enhancing the signal thanks to the vacuum polarisation effect at the J/ψ peak.

The ATLAS experiment at the Large Hadron Collider reports a search for charged-lepton-flavour violation in decays of Z bosons into a τ lepton and an electron or muon of opposite charge.

Planar oxygen-doped carbon quantum rings (OD-CQRs) are prepared through one-pot solid-state reactions. The synthesized OD-CQRs exhibit a fluorescence peak centre at 393 nm, a full-width at half-maximum of 18 nm and a photoluminescence quantum yield of 95%. Electroluminescent light emitting diodes based on OD-CQRs demonstrate high-colour-purity violet emission.

Classical type 1 dendritic cells (cDC1s) are essential for activation of antiviral and anticancer T cell responses. Murphy and colleagues describe a genetic circuit that involves the transcription factors Nfil3, Id2 and Zeb2. This circuit imposes a molecular switch that allows cDC1 specification and development.

Data obtained from the MicroBooNE liquid-argon time projection chamber are used to exclude the single light sterile neutrino interpretation of the LSND and MiniBooNE anomalies at the 95% confidence level.

Performing a CRISPR–Cas9 screen in aged mice, Sun and colleagues identify clusterin as a driver of myeloid-biased hematopoietic stem cell differentiation in aging, through regulation of mitochondrial function via a Mnf2-OXPHOS-p38-Cebpb regulatory axis.

Primary angle-closure glaucoma is a leading cause of blindness. Here, the authors identify rare deleterious variants in UBOX5 as risk factors and implicate BIP ubiquitination as a potential disease mechanism.

A new artificial intelligence model, DeepSeek-R1, is introduced, demonstrating that the reasoning abilities of large language models can be incentivized through pure reinforcement learning, removing the need for human-annotated demonstrations.

The CMS Collaboration reports evidence for off-shell Higgs boson contributions in the production of Z boson pairs, and measures the width of the Higgs boson, which is inversely related to its lifetime.

The authors introduce the Neurolipid Atlas, a dynamic resource for the community to gain insight into lipid alterations in neurodegenerative disease, and they leverage the platform to show how cholesterol alterations in astrocytes can dysregulate neuroinflammatory pathways in Alzheimer disease.

By controlling the flow or composition of liquids, optofluidics provides numerous possibilities for devices, and so has great potential for transformation optics. Here, a multi-mode optofluidic waveguide is presented, which manipulates light to produce controllable chirped focussing and interference.

Nellie is a comprehensive automated pipeline for studying the structure and intracellular dynamics of diverse organelles that offers accurate segmentation, tracking and feature extraction on both 2D and 3D data.

Non-Abelian lattice gauge fields in photonic synthetic frequency dimensions can be used to study lattice physics in a scalable and programmable way.

A genome-wide association study identifies 17 genetic loci that are associated with the risk of myeloproliferative neoplasms (MPNs), and shows that the modulation of haematopoietic stem cell function drives MPN risk.

Genome-wide association and fine-mapping analyses in ancestrally diverse populations implicate candidate causal genes and mechanisms underlying type 2 diabetes. Trans-ancestry genetic risk scores enhance transferability across populations.

The strong connection between the dynamics of a physical system and its Hamiltonian’s spectrum has scarcely been applied in the non-Hermitian case. Here, the authors use a photonic quantum walk to confirm and expand previous theoretical analyses connecting self-acceleration dynamics with non-trivial point-gap topology.

DeepRETStroke is a deep learning system using retinal photographs to detect silent brain infarction and predict future stroke events.

The transcription factor IRF8 is essential for classical type 1 dendritic cell (cDC1) development. Murphy and colleagues investigate in detail the molecular control of cDC1 fate specification by systematically unpicking the IRF8 enhancer regions.

Many animals communicate through gestures, some caterpillars use scraping and drumming signals to ward off unwanted neighbours. Here, Scottet al. demonstrate that "leg-like" structures used by some caterpillar species to communicate evolved from legs that their ancestors used to walk.

Diamond Blackfan Anemia (DBA) is a congenital bone marrow failure syndrome that is associated with anemia. Here, the authors examine the role of Nemo-like kinase (NLK) in erythroid cells in the pathogenesis of DBA and as a potential target for therapy.

Analysis of cancer genome sequencing data has enabled the discovery of driver mutations. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium the authors present DriverPower, a software package that identifies coding and non-coding driver mutations within cancer whole genomes via consideration of mutational burden and functional impact evidence.