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Here, the authors propose a physics-informed distillation framework that automatically discovers physically consistent network structures, improving accuracy, efficiency, and transferability across diverse PDE problems.

DNA computing systems face challenges in switching functions due to complex molecular redesigns. Here, the authors introduce a base Stacking-Mediated Allostery (SMALL) strategy enabling efficient function switching with minimal architecture changes (1-2 nucleotides), implemented across diverse logic operations and cellular gene regulation patterns.

The lack of efficient and diverse synthesis strategy has hindered the study of perifused cycles. Here, the authors report a metal-catalyzed cascade electrocyclization to access 5,6,7-perifused cycles, and demonstrated the versatility of this protocol in the late-stage modification of pharmaceuticals.

Diagnosing rare diseases, such as choroid neoplasias, remains a critical challenge. Here, the authors develop a multimodal concept-based interpretable model (MMCBM) to distinguish uveal melanoma from hemangioma and metastatic carcinoma, obtaining performance comparable to senior ophthalmologists in a large cohort of Asian patients with choroid neoplasms.

Polygenic scores for body mass index and obesity constructed using data from 5 million people with different ancestries were associated with distinct weight gain trajectories from early childhood to adulthood.

Azetidine is a pharmacophore present in drug-related molecules. Here the authors unveil a two-metalloenzyme cascade leading to the azetidine-containing polyoximic acid, in which PolE functions as an Fe²⁺/pterin-dependent l-isoleucine desaturase, while PolF is a haem-oxygenase-like diiron oxidase, orchestrating the sequential desaturation and cyclization. These findings expand our knowledge of metalloenzymes.

A gene-edited pig liver transplanted into a human recipient remains functional after 10 days and indicates that porcine organs could help meet the growing demand for liver transplants.

Authors use a high-entropy engineering approach to produce fully amorphous BiTO films by exfoliation and annealing, creating crystalline regions, leading to flexible ceramics with dielectric properties.

Single-layer NbSe₂ has a charge density wave with two degenerate domains, related by mirror reflection. Here, using scanning tunneling microscopy, the authors observe the time-dependent movement of domain walls, and demonstrate reversible switching between the two domain types using a voltage pulse from the microscope tip.

Common sleep problems are linked to various health conditions, but are often underdiagnosed. This study presents a deep learning model trained on 15,785 nights of respiratory data for contactless sleep monitoring. Leveraging this model, the remote management platform enables real-time in-home sleep assessment, advancing sleep health equity.

ASPP1 promotes apoptosis of cardiomyocytes by increasing the trafficking of p53 to the nucleus. Here the authors show that, in fibroblasts, ASPP1 promotes the ubiquitination and degradation of p53, decreasing myofibroblast activity and improving cardiac fibrosis and function after myocardial infarction.

Enantioselective oxidative cross-coupling of unactivated C(sp³)−H bonds and terminal alkynes is challenging. Here, the authors developed a copper/cinchona alkaloid catalyst for the asymmetric Sonogashira-type alkynylation of C(sp³)-H bonds via radical intermediates.

Limited whole genome sequencing (WGS) of Asian populations results in a lack of representative reference panels, hindering imputation of Asian ancestry-specific genetic variants. Here the authors use WGS data from 11,067 individuals across 17 Asian countries to create a new reference panel which shows improved imputation accuracy for South Asian populations.

A large genome-wide association study of more than 5 million individuals reveals that 12,111 single-nucleotide polymorphisms account for nearly all the heritability of height attributable to common genetic variants.

The O-alkylation of tertiary alcohols with racemic tertiary electrophiles to access chiral hindered dialkyl ethers has remained elusive. Now this synthetic challenge has been accomplished by copper-catalysed C–O cross-coupling between tertiary haloamides and alcohols using designed ligands.

Moiré materials, where two van der Waals layers are stacked together with a small twist angle has proven to be a rich playground for exotic phases, with some materials, such as twisted MoTe2 being found to host quantum anomalous and fractional hall states among others. Here, An, Pan, Qiu and coauthors add to this, observing ferromagnetism in the second moiré band of twisted MoTe2.

The authors reveal the activation mechanism of non-basal slip systems in a medium entropy alloy, offering new insights for the design of advanced structural alloys with enhanced ductility and high strength.

Analyses of 2,658 whole genomes across 38 types of cancer identify the contribution of non-coding point mutations and structural variants to driving cancer.

In somatic cells the mechanisms maintaining the chromosome ends are normally inactivated; however, cancer cells can re-activate these pathways to support continuous growth. Here, the authors characterize the telomeric landscapes across tumour types and identify genomic alterations associated with different telomere maintenance mechanisms.

The flagship paper of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes Consortium describes the generation of the integrative analyses of 2,658 cancer whole genomes and their matching normal tissues across 38 tumour types, the structures for international data sharing and standardized analyses, and the main scientific findings from across the consortium studies.

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.

Whole-genome sequencing data from more than 2,500 cancers of 38 tumour types reveal 16 signatures that can be used to classify somatic structural variants, highlighting the diversity of genomic rearrangements in cancer.

A pan-cancer genomic analysis reports the effects of structural variations on chromatin domains (TADs). Most TAD disruptions do not result in appreciable changes in expression of nearby genes.

An analysis of 2,954 genomes from 38 cancer subtypes identified 19,166 retrotransposition events in 35% of samples. Aberrant LINE-1 retrotranspositions can lead to the deletion of tumor-suppressor genes as well as the amplification of oncogenes.

Whole-genome sequencing data for 2,778 cancer samples from 2,658 unique donors across 38 cancer types is used to reconstruct the evolutionary history of cancer, revealing that driver mutations can precede diagnosis by several years to decades.

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

The characterization of 4,645 whole-genome and 19,184 exome sequences, covering most types of cancer, identifies 81 single-base substitution, doublet-base substitution and small-insertion-and-deletion mutational signatures, providing a systematic overview of the mutational processes that contribute to cancer development.

In this study the authors consider the structural variants (SVs) present within cancer cases of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium. They report hundreds of genes, including known cancer-associated genes for which the nearby presence of a SV breakpoint is associated with altered expression.

Cancers evolve as they progress under differing selective pressures. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, the authors present the method TrackSig the estimates evolutionary trajectories of somatic mutational processes from single bulk tumour data.

The apelin receptor regulates heart and metabolic health via G-protein and β-arrestin signaling pathways. Here, authors present receptor-β-arrestin complex structures with distinct stoichiometries that provide insight into biased signaling, guiding targeted drug design.

Junlin Yang et al. develop deep learning algorithms that diagnose adolescent idiopathic scoliosis with its accuracy superior to human specialists. This method reduces patients’ exposure to radiation and unnecessary referrals when used for routine scoliosis screening and periodic follow-ups.

Histamine mediates allergic reactions, inflammation, wakefulness, gastric acid secretion and neurotransmission, among others. Here, the authors determine 9 cryo-EM structures of the 4 histamine receptors in complexes with four different G protein subtypes, with endogenous or synthetic agonists bound, revealing their distinct features.

Scattering in the archetypal oxide SrRuO₃ is shown to enhance orbital currents. This counter-intuitive effect establishes a transformative paradigm for energy-efficient spintronic devices.

A parallel experimental and computational approach was used to predict and prepare intercalated, layered hybrid perovskites, highlighting the breadth and flexibility of intercalation.

The direct electro-reduction of diluted CO₂ in acidic media can circumvent CO₂ purification and reduce carbon loss. Here, the authors use an ionomer coating layer to enrich the diluted CO₂ and block proton transport, thereby achieving high carbon utilization in diluted CO₂ in an acidic electrolyte.

Copper component is introduced into MOR zeolites via in situ high-temperature crystallization to tune pores for N₂/CH₄ sieving. MOR-Cu-210 exhibits high N₂ adsorption capacity and N₂/CH₄ uptake ratio, alleviating the capacity-selectivity trade-off.

Developing operando spectroscopic techniques with high sensitivity and reproducibility is of great importance for mechanistic investigations of surface-mediated electrochemical reactions. Here the authors study reaction mechanism of CO electroreduction using highly ordered gold superlattices as substrate for surface-enhanced infrared absorption spectroscopy.

LC-MS-based proteomics often relies on data-dependent acquisition (DDA) for quality control. Here, the authors demonstrate that data-independent acquisition (DIA) outperforms DDA in detecting subtle changes in LC-MS status in large-scale quantitative proteomics experiments. They further prioritized 15 QC metrics and developed an AI model, implemented in a free software called iDIA-QC, for detecting LC-MS faults.

Comparative analysis of whole-genome sequencing of six zokor species that live at different altitudes show the contribution of deletions and inversions to adaptation to high altitude in these subterranean rodents.

Saber et al. show that the lipase DDHD2 provides endogenous saturated fatty acids to support fatty acid oxidation and energy production, proteostasis and membrane trafficking balance.

Advances have been made in thin-film piezoelectrics; however, the linearity of electric-field-induced strain with frequency and temperature still requires improvement. Here, by growing interlocked monoclinic and tetragonal polar nanoregions in (K,Na)NbO₃ thin films, highly linear strains of up to 1.1% are reported at frequencies up to 10⁵ Hz.

Convective flow can enhance solar evaporation performance but requires external components and power input. Here, authors develop a Dyson sphere-like evaporator capable of self-generating internal convection to significantly improve evaporation rates. Energy allocation for direct water evaporation and vapor removal is investigated.

Understanding deregulation of biological pathways in cancer can provide insight into disease etiology and potential therapies. Here, as part of the PanCancer Analysis of Whole Genomes (PCAWG) consortium, the authors present pathway and network analysis of 2583 whole cancer genomes from 27 tumour types.

There’s an emerging body of evidence to show how biological sex impacts cancer incidence, treatment and underlying biology. Here, using a large pan-cancer dataset, the authors further highlight how sex differences shape the cancer genome.

With the generation of large pan-cancer whole-exome and whole-genome sequencing projects, a question remains about how comparable these datasets are. Here, using The Cancer Genome Atlas samples analysed as part of the Pan-Cancer Analysis of Whole Genomes project, the authors explore the concordance of mutations called by whole exome sequencing and whole genome sequencing techniques.

Viral pathogen load in cancer genomes is estimated through analysis of sequencing data from 2,656 tumors across 35 cancer types using multiple pathogen-detection pipelines, identifying viruses in 382 genomic and 68 transcriptome datasets.