141. Inspiring the next generation of engineers and scientists to be champions of equitable change.
Nyasha Milanzi is a winner of the fifth annual Rising Black Scientists Awards for a scholar in the physical, data, earth, and environmental sciences. We asked emerging Black scientists to tell us about their scientific vision and goals, experiences that sparked their interest in science, how they want to contribute to a more inclusive scientific community, and how these all fit together on their journey. This is her story.
142. Retooling science: Transforming tools into instruments of equity as a Black physician-scientist.
Victor Ekuta is a winner of the fifth annual Rising Black Scientists Awards for a scholar in the life and health sciences. We asked emerging Black scientists to tell us about their scientific vision and goals, the experiences that sparked their interest in science, how they want to contribute to a more inclusive scientific community, and how these all fit together on their journey. This is his story.
143. Bridging worlds: A STEM journey from Nigeria to the US and back.
Kenna Gloria Agbugba is a winner of the fifth annual Rising Black Scientists Awards for a scholar in the physical, data, earth, and environmental sciences. We asked emerging Black scientists to tell us about their scientific vision and goals, the experiences that sparked their interest in science, how they want to contribute to a more inclusive scientific community, and how these all fit together on their journey. This is her story.
144. The sounds of music: Tracing memories and pathways through research and resistance.
Jheannelle Johnson is a winner of the fifth annual Rising Black Scientists Awards for a scholar in the life and health sciences. We asked emerging Black scientists to tell us about their scientific vision and goals, experiences that sparked their interest in science, how they want to contribute to a more inclusive scientific community, and how these all fit together on their journey. This is her story.
145. Brainstem neuropeptidergic neurons link a neurohumoral axis to satiation.
作者: Srikanta Chowdhury.;Nachiket G Kamatkar.;Wendy Xueyi Wang.;Christa A Akerele.;Jiahao Huang.;Junlin Wu.;Amajindi Nwankpa.;Charlotte M Kane.;Varun M Bhave.;Hao Huang.;Xiao Wang.;Alexander R Nectow.
来源: Cell. 2025年188卷6期1563-1579.e18页
Hunger is evolutionarily hardwired to ensure that an animal has sufficient energy to survive and reproduce. Just as important as knowing when to start eating is knowing when to stop eating. Here, using spatially resolved single-cell phenotyping, we characterize a population of neuropeptidergic neurons in the brainstem's dorsal raphe nucleus (DRN) and describe how they regulate satiation. These neurons track food from sensory presentation through ingestion, integrate these signals with slower-acting humoral cues, and express cholecystokinin (CCK). These CCK neurons bidirectionally regulate meal size, driving a sustained meal termination signal with a built-in delay. They are also well positioned to sense and respond to ingestion: they express a host of metabolic signaling factors and are integrated into an extended network known to regulate feeding. Together, this work demonstrates how DRN CCK neurons regulate satiation and identifies a likely conserved cellular mechanism that transforms diverse neurohumoral signals into a key behavioral output.
146. Engineered commensals for targeted nose-to-brain drug delivery.
作者: Haosheng Shen.;Nikhil Aggarwal.;Beiming Cui.;Guo Wei Foo.;Yuanzhi He.;Santosh Kumar Srivastava.;Shengjie Li.;Marcus Ze Xian Seah.;Kwok Soon Wun.;Hua Ling.;In Young Hwang.;Chun Loong Ho.;Yung Seng Lee.;Matthew Wook Chang.
来源: Cell. 2025年188卷6期1545-1562.e16页
Intranasal administration through the olfactory epithelium (OE) presents a direct pathway for brain-targeted therapeutic delivery, although its feasibility is hampered by the anatomical and absorptive limitations of the OE. In this study, we identified Lactobacillus plantarum WCFS1 (Lp), a commensal strain with a natural affinity for the OE and engineered it to function as a vector for cerebral drug delivery. Upon intranasal administration, Lp released specific payload molecules within the OE, with subsequent transport and accumulation in the brain. The therapeutic efficacy of Lp was further validated by the recombinant production and secretion of appetite-regulating hormones. When administered intranasally in a murine model of obesity prevention, the engineered Lp significantly alleviated obesity-related symptoms. This was evidenced by decreased appetite, reduced body weight gain, and improved glucose metabolism and fat mass deposition. Our study demonstrates the capability of Lp as an intranasal delivery vehicle, emphasizing its potential for brain-targeted therapeutic applications.
147. Rhodoquinone carries electrons in the mammalian electron transport chain.
作者: Jonathan Valeros.;Madison Jerome.;Tenzin Tseyang.;Paula Vo.;Thang Do.;Diana Fajardo Palomino.;Nils Grotehans.;Manisha Kunala.;Alexandra E Jerrett.;Nicolai R Hathiramani.;Michael Mireku.;Rayna Y Magesh.;Batuhan Yenilmez.;Paul C Rosen.;Jessica L Mann.;Jacob W Myers.;Tenzin Kunchok.;Tanner L Manning.;Lily N Boercker.;Paige E Carr.;Muhammad Bin Munim.;Caroline A Lewis.;David M Sabatini.;Mark Kelly.;Jun Xie.;Michael P Czech.;Guangping Gao.;Jennifer N Shepherd.;Amy K Walker.;Hahn Kim.;Emma V Watson.;Jessica B Spinelli.
来源: Cell. 2025年188卷4期1084-1099.e27页
Ubiquinone (UQ), the only known electron carrier in the mammalian electron transport chain (ETC), preferentially delivers electrons to the terminal electron acceptor oxygen (O2). In hypoxia, ubiquinol (UQH2) diverts these electrons onto fumarate instead. Here, we identify rhodoquinone (RQ), an electron carrier detected in mitochondria purified from certain mouse and human tissues that preferentially delivers electrons to fumarate through the reversal of succinate dehydrogenase, independent of environmental O2 levels. The RQ/fumarate ETC is strictly present in vivo and is undetectable in cultured mammalian cells. Using genetic and pharmacologic tools that reprogram the ETC from the UQ/O2 to the RQ/fumarate pathway, we establish that these distinct ETCs support unique programs of mitochondrial function and that RQ confers protection upon hypoxia exposure in vitro and in vivo. Thus, in discovering the presence of RQ in mammals, we unveil a tractable therapeutic strategy that exploits flexibility in the ETC to ameliorate hypoxia-related conditions.
148. Long-term imaging of individual ribosomes reveals ribosome cooperativity in mRNA translation.
作者: Maximilian F Madern.;Sora Yang.;Olivier Witteveen.;Hendrika A Segeren.;Marianne Bauer.;Marvin E Tanenbaum.
来源: Cell. 2025年188卷7期1896-1911.e24页
The genetic information stored in mRNAs is decoded by ribosomes during mRNA translation. mRNAs are typically translated by multiple ribosomes simultaneously, but it is unclear whether and how the activity of different ribosomes on an mRNA is coordinated. Here, we develop an imaging approach based on stopless-ORF circular RNAs (socRNAs) to monitor translation of individual ribosomes in either monosomes or polysomes with very high resolution. Using experiments and simulations, we find that translating ribosomes frequently undergo transient collisions. However, unlike persistent collisions, such transient collisions escape detection by cellular quality control pathways. Rather, transient ribosome collisions promote productive translation by reducing ribosome pausing on problematic sequences, a process we term ribosome cooperativity. Ribosome cooperativity also reduces recycling of ribosomes by quality control pathways, thus enhancing processive translation. Together, our single-ribosome imaging approach reveals that ribosomes cooperate during translation to ensure fast and efficient translation.
149. Early fusion intermediate of ACE2-using coronavirus spike acting as an antiviral target.
作者: Lixiao Xing.;Zhimin Liu.;Xinling Wang.;Qianying Liu.;Wei Xu.;Qiyu Mao.;Xiang Zhang.;Aihua Hao.;Shuai Xia.;Zezhong Liu.;Lujia Sun.;Guangxu Zhang.;Qian Wang.;Zhenguo Chen.;Shibo Jiang.;Lei Sun.;Lu Lu.
来源: Cell. 2025年188卷5期1297-1314.e24页
Coronavirus fusion with and entry into the host cell depends on viral spike, which acts as a crucial component of viral infection. However, the lack of receptor-activated spike intermediate conformation has hindered a comprehensive understanding of spike-induced membrane fusion. Here, we captured an angiotensin-converting enzyme 2 (ACE2)-induced early fusion intermediate conformation (E-FIC) of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) spike in which heptad repeat 1 (HR1) in S2 has ejected while S1 remains attached. This E-FIC can transition to the late FIC after S2' cleavage. Leveraging this discovery, we designed an E-FIC-targeted dual-functional antiviral protein, AL5E. AL5E effectively inactivated ACE2-using coronaviruses and inhibited their infection, outperforming a mono-functional antiviral in protecting animals against these coronaviruses. This study has identified the E-FIC and used it as a target for the development of a dual-functional antiviral for the prevention and treatment of ACE2-using coronavirus infection.
150. Resolving the three-dimensional interactome of human accelerated regions during human and chimpanzee neurodevelopment.
作者: Atreyo Pal.;Mark A Noble.;Matheo Morales.;Richik Pal.;Marybeth Baumgartner.;Je Won Yang.;Kristina M Yim.;Severin Uebbing.;James P Noonan.
来源: Cell. 2025年188卷6期1504-1523.e27页
Human accelerated regions (HARs) have been implicated in human brain evolution. However, insight into the genes and pathways they control is lacking, hindering the understanding of their function. Here, we identify 2,963 conserved gene targets for 1,590 HARs and their orthologs in human and chimpanzee neural stem cells (NSCs). Conserved gene targets are enriched for neurodevelopmental functions and are overrepresented among differentially expressed genes (DEGs) identified in human NSCs (hNSCs) and chimpanzee NSCs (cNSCs) as well as in human versus non-human primate brains. Species-specific gene targets do not converge on any function and are not enriched among DEGs. HAR targets also show cell-type-specific expression in the human fetal brain, including in outer radial glia, which are linked to cortical expansion. Our findings support that HARs influence brain evolution by altering the expression of ancestral gene targets shared between human and chimpanzee rather than by gaining new targets in human and facilitate hypothesis-directed studies of HAR biology.
151. Identification, structure, and agonist design of an androgen membrane receptor.
作者: Zhao Yang.;Yu-Qi Ping.;Ming-Wei Wang.;Chao Zhang.;Shu-Hua Zhou.;Yue-Tong Xi.;Kong-Kai Zhu.;Wei Ding.;Qi-Yue Zhang.;Zhi-Chen Song.;Ru-Jia Zhao.;Zi-Lu He.;Meng-Xin Wang.;Lei Qi.;Christian Ullmann.;Albert Ricken.;Torsten Schöneberg.;Zhen-Ji Gan.;Xiao Yu.;Peng Xiao.;Fan Yi.;Ines Liebscher.;Jin-Peng Sun.
来源: Cell. 2025年188卷6期1589-1604.e24页
Androgens, such as 5α-dihydrotestosterone (5α-DHT), regulate numerous functions by binding to nuclear androgen receptors (ARs) and potential unknown membrane receptors. Here, we report that the androgen 5α-DHT activates membrane receptor GPR133 in muscle cells, thereby increasing intracellular cyclic AMP (cAMP) levels and enhancing muscle strength. Further cryoelectron microscopy (cryo-EM) structural analysis of GPR133-Gs in complex with 5α-DHT or its derivative methenolone (MET) reveals the structural basis for androgen recognition. Notably, the presence of the "Φ(F/L)2.64-F3.40-W6.53" and the "F7.42××N/D7.46" motifs, which recognize the hydrophobic steroid core and polar groups, respectively, are common in adhesion GPCRs (aGPCRs), suggesting that many aGPCRs may recognize different steroid hormones. Finally, we exploited in silico screening methods to identify a small molecule, AP503, which activates GPR133 and separates the beneficial muscle-strengthening effects from side effects mediated by AR. Thus, GPR133 represents an androgen membrane receptor that contributes to normal androgen physiology and has important therapeutic potentials.
152. Ligand interaction landscape of transcription factors and essential enzymes in E. coli.
作者: Hui Peng.;Sergei Kotelnikov.;Megan E Egbert.;Shany Ofaim.;Grant C Stevens.;Sadhna Phanse.;Tatiana Saccon.;Mikhail Ignatov.;Shubham Dutta.;Zoe Istace.;Mohamed Taha Moutaoufik.;Hiroyuki Aoki.;Neal Kewalramani.;Jianxian Sun.;Yufeng Gong.;Dzmitry Padhorny.;Gennady Poda.;Andrey Alekseenko.;Kathryn A Porter.;George Jones.;Irina Rodionova.;Hongbo Guo.;Oxana Pogoutse.;Suprama Datta.;Milton Saier.;Mark Crovella.;Sandor Vajda.;Gabriel Moreno-Hagelsieb.;John Parkinson.;Daniel Segre.;Mohan Babu.;Dima Kozakov.;Andrew Emili.
来源: Cell. 2025年188卷5期1441-1455.e15页
Knowledge of protein-metabolite interactions can enhance mechanistic understanding and chemical probing of biochemical processes, but the discovery of endogenous ligands remains challenging. Here, we combined rapid affinity purification with precision mass spectrometry and high-resolution molecular docking to precisely map the physical associations of 296 chemically diverse small-molecule metabolite ligands with 69 distinct essential enzymes and 45 transcription factors in the gram-negative bacterium Escherichia coli. We then conducted systematic metabolic pathway integration, pan-microbial evolutionary projections, and independent in-depth biophysical characterization experiments to define the functional significance of ligand interfaces. This effort revealed principles governing functional crosstalk on a network level, divergent patterns of binding pocket conservation, and scaffolds for designing selective chemical probes. This structurally resolved ligand interactome mapping pipeline can be scaled to illuminate the native small-molecule networks of complete cells and potentially entire multi-cellular communities.
153. Designed mosaic nanoparticles enhance cross-reactive immune responses in mice.
作者: Eric Wang.;Alexander A Cohen.;Luis F Caldera.;Jennifer R Keeffe.;Annie V Rorick.;Yusuf M Adia.;Priyanthi N P Gnanapragasam.;Pamela J Bjorkman.;Arup K Chakraborty.
来源: Cell. 2025年188卷4期1036-1050.e11页
Nanoparticle vaccines displaying combinations of SARS-like betacoronavirus (sarbecovirus) receptor-binding domains (RBDs) could protect against SARS-CoV-2 variants and spillover of zoonotic sarbecoviruses into humans. Using a computational approach, we designed variants of SARS-CoV-2 RBDs and selected 7 natural sarbecovirus RBDs, each predicted to fold properly and abrogate antibody responses to variable epitopes. RBDs were attached to 60-mer nanoparticles to make immunogens displaying two (mosaic-2COMs), five (mosaic-5COM), or seven (mosaic-7COM) different RBDs for comparisons with mosaic-8b, which elicited cross-reactive antibodies and protected animals from sarbecovirus challenges. Naive and COVID-19 pre-vaccinated mice immunized with mosaic-7COM elicited antibodies targeting conserved RBD epitopes, and their sera exhibited higher binding and neutralization titers against sarbecoviruses than mosaic-8b. Mosaic-2COMs and mosaic-5COM elicited higher antibody potencies against some SARS-CoV-2 variants than mosaic-7COM. However, mosaic-7COM elicited more potent responses against zoonotic sarbecoviruses and highly mutated Omicrons, supporting its use to protect against SARS-CoV-2 variants and zoonotic sarbecoviruses.
154. A pair of LysM receptors mediates symbiosis and immunity discrimination in Marchantia.
作者: Xinhang Tan.;Dapeng Wang.;Xiaowei Zhang.;Shuang Zheng.;Xiaojie Jia.;Hui Liu.;Zilin Liu.;Hao Yang.;Huiling Dai.;Xi Chen.;Zhixin Qian.;Ran Wang.;Miaolian Ma.;Peng Zhang.;Nan Yu.;Ertao Wang.
来源: Cell. 2025年188卷5期1330-1348.e27页
Most land plants form symbioses with microbes to acquire nutrients but also must restrict infection by pathogens. Here, we show that a single pair of lysin-motif-containing receptor-like kinases, MpaLYR and MpaCERK1, mediates both immunity and symbiosis in the liverwort Marchantia paleacea. MpaLYR has a higher affinity for long-chain (CO7) versus short-chain chitin oligomers (CO4). Although both CO7 and CO4 can activate symbiosis-related genes, CO7 triggers stronger immune responses than CO4 in a dosage-dependent manner. CO4 can inhibit CO7-induced strong immune responses, recapitulating the early response to inoculation with the symbiont arbuscular mycorrhizal fungi. We show that phosphate starvation of plants increases their production of strigolactone, which stimulates CO4/CO5 secretion from mycorrhizal fungi, thereby prioritizing symbiosis over immunity. Thus, a single pair of LysM receptors mediates dosage-dependent perception of different chitin oligomers to discern symbiotic and pathogenic microbes in M. paleacea, which may facilitate terrestrialization.
155. Comparative proteomic landscapes elucidate human preimplantation development and failure.
作者: Wencheng Zhu.;Juan Meng.;Yan Li.;Lei Gu.;Wenjun Liu.;Ziyi Li.;Yi Shen.;Xiaoyu Shen.;Zihong Wang.;Yonggen Wu.;Guiquan Wang.;Junfeng Zhang.;Huiping Zhang.;Haiyan Yang.;Xi Dong.;Hui Wang.;Xuefeng Huang.;Yidi Sun.;Chen Li.;Liangshan Mu.;Zhen Liu.
来源: Cell. 2025年188卷3期814-831.e21页
Understanding mammalian preimplantation development, particularly in humans, at the proteomic level remains limited. Here, we applied our comprehensive solution of ultrasensitive proteomic technology to measure the proteomic profiles of oocytes and early embryos and identified nearly 8,000 proteins in humans and over 6,300 proteins in mice. We observed distinct proteomic dynamics before and around zygotic genome activation (ZGA) between the two species. Integrative analysis with translatomic data revealed extensive divergence between translation activation and protein accumulation. Multi-omic analysis indicated that ZGA transcripts often contribute to protein accumulation in blastocysts. Using mouse embryos, we identified several transcriptional regulators critical for early development, thereby linking ZGA to the first lineage specification. Furthermore, single-embryo proteomics of poor-quality embryos from over 100 patient couples provided insights into preimplantation development failure. Our study may contribute to reshaping the framework of mammalian preimplantation development and opening avenues for addressing human infertility.
156. Assembly and architecture of endogenous NMDA receptors in adult cerebral cortex and hippocampus.
作者: Ming Zhang.;Juan Feng.;Chun Xie.;Nan Song.;Chaozhi Jin.;Jian Wang.;Qun Zhao.;Lihua Zhang.;Boshuang Wang.;Yidi Sun.;Fei Guo.;Yang Li.;Shujia Zhu.
来源: Cell. 2025年188卷5期1198-1207.e13页
The cerebral cortex and hippocampus are crucial brain regions for learning and memory, which depend on activity-induced synaptic plasticity involving N-methyl-ᴅ-aspartate receptors (NMDARs). However, subunit assembly and molecular architecture of endogenous NMDARs (eNMDARs) in the brain remain elusive. Using conformation- and subunit-dependent antibodies, we purified eNMDARs from adult rat cerebral cortex and hippocampus. Three major subtypes of GluN1-N2A-N2B, GluN1-N2B, and GluN1-N2A eNMDARs were resolved by cryoelectron microscopy (cryo-EM) at the resolution up to 4.2 Å. The particle ratio of these three subtypes was 9:7:4, indicating that about half of GluN2A and GluN2B subunits are incorporated into the tri-heterotetramers. Structural analysis revealed the asymmetric architecture of the GluN1-N2A-N2B receptor throughout the extracellular to the transmembrane layers. Moreover, the conformational variations between GluN1-N2B and GluN1-N2A-N2B receptors revealed the distinct biophysical properties across different eNMDAR subtypes. Our findings imply the structural and functional complexity of eNMDARs and shed light on structure-based therapeutic design targeting these eNMDARs in vivo.
157. Cardiometabolic benefits of a non-industrialized-type diet are linked to gut microbiome modulation.
作者: Fuyong Li.;Anissa M Armet.;Katri Korpela.;Junhong Liu.;Rodrigo Margain Quevedo.;Francesco Asnicar.;Benjamin Seethaler.;Tianna B S Rusnak.;Janis L Cole.;Zhihong Zhang.;Shuang Zhao.;Xiaohang Wang.;Adele Gagnon.;Edward C Deehan.;João F Mota.;Jeffrey A Bakal.;Russell Greiner.;Dan Knights.;Nicola Segata.;Stephan C Bischoff.;Laurie Mereu.;Andrea M Haqq.;Catherine J Field.;Liang Li.;Carla M Prado.;Jens Walter.
来源: Cell. 2025年188卷5期1226-1247.e18页
Industrialization adversely affects the gut microbiome and predisposes individuals to chronic non-communicable diseases. We tested a microbiome restoration strategy comprising a diet that recapitulated key characteristics of non-industrialized dietary patterns (restore diet) and a bacterium rarely found in industrialized microbiomes (Limosilactobacillus reuteri) in a randomized controlled feeding trial in healthy Canadian adults. The restore diet, despite reducing gut microbiome diversity, enhanced the persistence of L. reuteri strain from rural Papua New Guinea (PB-W1) and redressed several microbiome features altered by industrialization. The diet also beneficially altered microbiota-derived plasma metabolites implicated in the etiology of chronic non-communicable diseases. Considerable cardiometabolic benefits were observed independently of L. reuteri administration, several of which could be accurately predicted by baseline and diet-responsive microbiome features. The findings suggest that a dietary intervention targeted toward restoring the gut microbiome can improve host-microbiome interactions that likely underpin chronic pathologies, which can guide dietary recommendations and the development of therapeutic and nutritional strategies.
158. Rational multienzyme architecture design with iMARS.
作者: Jiawei Wang.;Xingyu Ouyang.;Shiyu Meng.;Bowen Zhao.;Liangxu Liu.;Chaofeng Li.;Hengrun Li.;Haotian Zheng.;Yihan Liu.;Ting Shi.;Yi-Lei Zhao.;Jun Ni.
来源: Cell. 2025年188卷5期1349-1362.e17页
Biocatalytic cascades with spatial proximity can orchestrate multistep pathways to form metabolic highways, which enhance the overall catalytic efficiency. However, the effect of spatial organization on catalytic activity is poorly understood, and multienzyme architectural engineering with predictable performance remains unrealized. Here, we developed a standardized framework, called iMARS, to rapidly design the optimal multienzyme architecture by integrating high-throughput activity tests and structural analysis. The approach showed potential for industrial-scale applications, with artificial fusion enzymes designed by iMARS significantly improving the production of resveratrol by 45.1-fold and raspberry ketone by 11.3-fold in vivo, as well as enhancing ergothioneine synthesis in fed-batch fermentation. In addition, iMARS greatly enhanced the in vitro catalytic efficiency of the multienzyme complexes for PET plastic depolymerization and vanillin biosynthesis. As a generalizable and flexible strategy at molecular level, iMARS could greatly facilitate green chemistry, synthetic biology, and biomanufacturing.
159. Centromeric chromatin clearings demarcate the site of kinetochore formation.
作者: Kathryn Kixmoeller.;Ekaterina V Tarasovetc.;Elie Mer.;Yi-Wei Chang.;Ben E Black.
来源: Cell. 2025年188卷5期1280-1296.e19页
The centromere is the chromosomal locus that recruits the kinetochore, directing faithful propagation of the genome during cell division. Using cryo-ET on human mitotic chromosomes, we reveal a distinctive architecture at the centromere: clustered 20- to 25-nm nucleosome-associated complexes within chromatin clearings that delineate them from surrounding chromatin. Centromere components CENP-C and CENP-N are each required for the integrity of the complexes, while CENP-C is also required to maintain the chromatin clearing. We find that CENP-C is required in mitosis, not just for kinetochore assembly, likely reflecting its role in organizing the inner kinetochore during chromosome segregation. We further visualize the scaffold of the fibrous corona, a structure amplified at unattached kinetochores, revealing crescent-shaped parallel arrays of fibrils extending >1 μm. Thus, we reveal how the organization of centromeric chromatin creates a clearing at the site of kinetochore formation as well as the nature of kinetochore amplification mediated by corona fibrils.
160. High-resolution spatially resolved proteomics of complex tissues based on microfluidics and transfer learning.
作者: Beiyu Hu.;Ruiqiao He.;Kun Pang.;Guibin Wang.;Ning Wang.;Wenzhuo Zhu.;Xin Sui.;Huajing Teng.;Tianxin Liu.;Junjie Zhu.;Zewen Jiang.;Jinyang Zhang.;Zhenqiang Zuo.;Weihu Wang.;Peifeng Ji.;Fangqing Zhao.
来源: Cell. 2025年188卷3期734-748.e22页
Despite recent advances in imaging- and antibody-based methods, achieving in-depth, high-resolution protein mapping across entire tissues remains a significant challenge in spatial proteomics. Here, we present parallel-flow projection and transfer learning across omics data (PLATO), an integrated framework combining microfluidics with deep learning to enable high-resolution mapping of thousands of proteins in whole tissue sections. We validated the PLATO framework by profiling the spatial proteome of the mouse cerebellum, identifying 2,564 protein groups in a single run. We then applied PLATO to rat villus and human breast cancer samples, achieving a spatial resolution of 25 μm and uncovering proteomic dynamics associated with disease states. This approach revealed spatially distinct tumor subtypes, identified key dysregulated proteins, and provided novel insights into the complexity of the tumor microenvironment. We believe that PLATO represents a transformative platform for exploring spatial proteomic regulation and its interplay with genetic and environmental factors.
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