Pub Date : 2026-01-09DOI: 10.1038/s44321-025-00368-3
Juan M Lozano-Gil,Lola Rodríguez-Ruiz,Manuel Palacios,Jorge Peral,Susana Navarro,José L Fuster,Cristina Beléndez,Andrés Jérez,Laura Murillo-Sanjuán,Cristina Díaz-de-Heredia,Guzmán López-de-Hontanar,Josune Zubicaray,Julián Sevilla,Francisca Ferrer-Marín,María P Sepulcre,María L Cayuela,Diana García-Moreno,Alicia Martínez-López,Sylwia D Tyrkalska,Victoriano Mulero
Diamond-Blackfan anemia syndrome (DBAS) is marked by defective erythropoiesis caused by impaired ribosome biogenesis and aberrant signaling. Here, we investigate how ribosomal stress-induced activation of the NLRP1 inflammasome affects erythroid differentiation in DBAS. We demonstrate that FDA/EMA-approved tyrosine kinase inhibitors (TKIs) effectively mitigate defective erythropoiesis by inhibiting NLRP1 inflammasome activation. In K562 cells, nilotinib suppresses the ZAKα/P38/NLRP1/CASP1 axis, leading to increased GATA1 levels and upregulation of key erythroid genes. These effects were validated in human CD34⁺ hematopoietic stem and progenitor cells (HSPCs) and zebrafish models, where nilotinib, imatinib, and dasatinib promoted erythropoiesis while reducing caspase-1 activity. In Rps19-deficient zebrafish, RPS19-deficient human HSPCs, and HSPCs from DBAS patients, TKIs rescued erythroid differentiation and restored hemoglobin levels. Our findings highlight that targeting the NLRP1 inflammasome with TKIs may provide a novel therapeutic strategy for DBAS and other ribosomopathies.
{"title":"TKI-mediated inhibition of NLRP1 inflammasome restores erythropoiesis in DBA syndrome.","authors":"Juan M Lozano-Gil,Lola Rodríguez-Ruiz,Manuel Palacios,Jorge Peral,Susana Navarro,José L Fuster,Cristina Beléndez,Andrés Jérez,Laura Murillo-Sanjuán,Cristina Díaz-de-Heredia,Guzmán López-de-Hontanar,Josune Zubicaray,Julián Sevilla,Francisca Ferrer-Marín,María P Sepulcre,María L Cayuela,Diana García-Moreno,Alicia Martínez-López,Sylwia D Tyrkalska,Victoriano Mulero","doi":"10.1038/s44321-025-00368-3","DOIUrl":"https://doi.org/10.1038/s44321-025-00368-3","url":null,"abstract":"Diamond-Blackfan anemia syndrome (DBAS) is marked by defective erythropoiesis caused by impaired ribosome biogenesis and aberrant signaling. Here, we investigate how ribosomal stress-induced activation of the NLRP1 inflammasome affects erythroid differentiation in DBAS. We demonstrate that FDA/EMA-approved tyrosine kinase inhibitors (TKIs) effectively mitigate defective erythropoiesis by inhibiting NLRP1 inflammasome activation. In K562 cells, nilotinib suppresses the ZAKα/P38/NLRP1/CASP1 axis, leading to increased GATA1 levels and upregulation of key erythroid genes. These effects were validated in human CD34⁺ hematopoietic stem and progenitor cells (HSPCs) and zebrafish models, where nilotinib, imatinib, and dasatinib promoted erythropoiesis while reducing caspase-1 activity. In Rps19-deficient zebrafish, RPS19-deficient human HSPCs, and HSPCs from DBAS patients, TKIs rescued erythroid differentiation and restored hemoglobin levels. Our findings highlight that targeting the NLRP1 inflammasome with TKIs may provide a novel therapeutic strategy for DBAS and other ribosomopathies.","PeriodicalId":11597,"journal":{"name":"EMBO Molecular Medicine","volume":"49 1","pages":""},"PeriodicalIF":11.1,"publicationDate":"2026-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145937886","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-09DOI: 10.1038/s44321-025-00363-8
Allison T Woods,Abner A Murray,Benjamin G Vincent,Jason Akulian,Chad V Pecot
Metastatic malignant pleural effusion (MPE) represents advanced-stage cancer and is defined by the establishment of metastatic tumor foci within the pleural space. It is most commonly associated with high degrees of morbidity and mortality. Annually, over 150,000 cancer patients in the United States develop MPE, which is associated with a dismal median survival of 3-12 months. As such, efforts must be made to understand the complex biological factors driving MPE pathophysiology. In this review, we discuss what is currently known and identify knowledge gaps regarding the intrinsic MPE biology of cancer cells and the heterotypic interactions between tumor cells and the immunologic pleural ecosystem. Furthermore, we discuss the clinical opportunities of studying MPE and identify promising directions for MPE research that may lead to a deeper understanding of the disease, ultimately aiming to enhance clinical outcomes for patients with advanced cancer.
{"title":"Pathobiology and clinical significance of malignant pleural effusions.","authors":"Allison T Woods,Abner A Murray,Benjamin G Vincent,Jason Akulian,Chad V Pecot","doi":"10.1038/s44321-025-00363-8","DOIUrl":"https://doi.org/10.1038/s44321-025-00363-8","url":null,"abstract":"Metastatic malignant pleural effusion (MPE) represents advanced-stage cancer and is defined by the establishment of metastatic tumor foci within the pleural space. It is most commonly associated with high degrees of morbidity and mortality. Annually, over 150,000 cancer patients in the United States develop MPE, which is associated with a dismal median survival of 3-12 months. As such, efforts must be made to understand the complex biological factors driving MPE pathophysiology. In this review, we discuss what is currently known and identify knowledge gaps regarding the intrinsic MPE biology of cancer cells and the heterotypic interactions between tumor cells and the immunologic pleural ecosystem. Furthermore, we discuss the clinical opportunities of studying MPE and identify promising directions for MPE research that may lead to a deeper understanding of the disease, ultimately aiming to enhance clinical outcomes for patients with advanced cancer.","PeriodicalId":11597,"journal":{"name":"EMBO Molecular Medicine","volume":"29 1","pages":""},"PeriodicalIF":11.1,"publicationDate":"2026-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145937885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-03DOI: 10.1038/s44321-025-00364-7
Veveeyan Suresh,Christoph Hafemeister,Andri Konstantinou,Sarah Grissenberger,Caterina Sturtzel,Martha M Zylka,Florencia Cidre-Aranaz,Andrea Wenninger-Weinzierl,Karla Queiroz,Dorota Kurek,Martin Distel,Anna Obenauf,Thomas G P Grünewald,Florian Halbritter,Heinrich Kovar,Valerie Fock
Tumor cell plasticity drives metastasis and therapy resistance, yet its regulation by oncoprotein dosage dynamics remains poorly understood. In Ewing sarcoma (EwS), variations in EWS::FLI1 (EF) fusion oncoprotein activity have been associated with epithelial-mesenchymal plasticity (EMP). Using degron technology, we precisely modulated endogenous EF in EwS cells and linked phenotypic states to distinct oncoprotein dosages. Strikingly, modest EF depletion promoted a pro-metastatic phenotype that diminished upon near-complete EF loss, revealing a paradoxical effect of submaximal EF inhibition. Nascent RNA-sequencing uncovered distinct gene clusters with heterogenous transcriptional responses to graded EF loss. Genes most sensitive to subtle EF depletion harbored GGAA microsatellites within EF-bound enhancers, while chromatin profiling uncovered candidate cofactors regulating EF-repressed EMP programs. Transient EF depletion followed by rapid restoration, modelling oncoprotein fluctuations, caused persistent dysregulation of genes functionally linked to enhanced extravasation and metastatic burden in preclinical models. This study highlights the therapeutic challenge of incomplete EF elimination, serving a paradigm in which oncoprotein dosage dynamics act as non-genetic drivers of disease progression and reveal novel vulnerabilities of advanced disease.
{"title":"Modelling EWS::FLI1 protein fluctuations reveal determinants of tumor plasticity in Ewing sarcoma.","authors":"Veveeyan Suresh,Christoph Hafemeister,Andri Konstantinou,Sarah Grissenberger,Caterina Sturtzel,Martha M Zylka,Florencia Cidre-Aranaz,Andrea Wenninger-Weinzierl,Karla Queiroz,Dorota Kurek,Martin Distel,Anna Obenauf,Thomas G P Grünewald,Florian Halbritter,Heinrich Kovar,Valerie Fock","doi":"10.1038/s44321-025-00364-7","DOIUrl":"https://doi.org/10.1038/s44321-025-00364-7","url":null,"abstract":"Tumor cell plasticity drives metastasis and therapy resistance, yet its regulation by oncoprotein dosage dynamics remains poorly understood. In Ewing sarcoma (EwS), variations in EWS::FLI1 (EF) fusion oncoprotein activity have been associated with epithelial-mesenchymal plasticity (EMP). Using degron technology, we precisely modulated endogenous EF in EwS cells and linked phenotypic states to distinct oncoprotein dosages. Strikingly, modest EF depletion promoted a pro-metastatic phenotype that diminished upon near-complete EF loss, revealing a paradoxical effect of submaximal EF inhibition. Nascent RNA-sequencing uncovered distinct gene clusters with heterogenous transcriptional responses to graded EF loss. Genes most sensitive to subtle EF depletion harbored GGAA microsatellites within EF-bound enhancers, while chromatin profiling uncovered candidate cofactors regulating EF-repressed EMP programs. Transient EF depletion followed by rapid restoration, modelling oncoprotein fluctuations, caused persistent dysregulation of genes functionally linked to enhanced extravasation and metastatic burden in preclinical models. This study highlights the therapeutic challenge of incomplete EF elimination, serving a paradigm in which oncoprotein dosage dynamics act as non-genetic drivers of disease progression and reveal novel vulnerabilities of advanced disease.","PeriodicalId":11597,"journal":{"name":"EMBO Molecular Medicine","volume":"52 1","pages":""},"PeriodicalIF":11.1,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145894004","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-03DOI: 10.1038/s44321-025-00362-9
Yue Tong,Marianne Becker,Ulrike Schierloh,Flávia Natividade da Silva,Leena Haataja,Ying Cai,Kashyap A Patel,Farah Kobaisi,Uyenlinh L Mirshahi,Kevin Colclough,Muhammad Shabab Javed,Matthew N Wakeling,Federica Fantuzzi,Maria Lytrivi,Toshiaki Sawatani,Maria Nicol Arroyo,Xiaoyan Yi,Chiara Vinci,Hossam Montaser,Nathalie Pachera,Timo Otonkoski,Mariana Igoillo-Esteve,Raphaël Scharfmann,Andrew T Hattersley,Peter Arvan,Carine De Beaufort,Miriam Cnop
The INS c.16 C > T (insulin p.Arg6Cys, R6C) variant was reported to cause autosomal dominant monogenic diabetes, yet its pathogenicity has been questioned. R6C preproinsulin exhibits impaired translocation into the endoplasmic reticulum (ER). We explored R6C pathogenicity using integrative clinical, genetic, and functional approaches.Homozygous INS R6C individuals presented early-onset insulin-treated diabetes, whereas heterozygous carriers showed variable or absent glycemic phenotypes. Population-level analysis revealed no significant enrichment of diabetes among heterozygotes. Heterozygous R6C patient's induced pluripotent stem cell (iPSC)-derived pancreatic β cells exhibited minimal defects, while homozygous R6C β cells displayed preproinsulin accumulation and reduced insulin content and secretion. In vivo, homozygous R6C β cell transplants recapitulated insulin deficiency and responded poorly to GLP-1 receptor agonist. Homozygous R6C β cells had a gene signature of attenuated translation, translocation and ER related pathways.Our findings establish R6C as a recessive loss-of-function mutation, prompting a clinical reassessment of heterozygous R6C carriers. This study highlights the power of population genetic databases, patients' iPSC-based modeling and multi-modal variant classification frameworks for dissecting the consequences of genetic variants in monogenic diabetes.
INS C . 16c >t (insulin p.Arg6Cys, R6C)变异可引起常染色体显性单基因糖尿病,但其致病性一直存在疑问。R6C胰岛素前原表现出向内质网(ER)转运受损。我们采用综合临床、遗传和功能方法探索R6C的致病性。纯合子INS R6C个体表现为早发性胰岛素治疗糖尿病,而杂合子携带者表现为可变或无血糖表型。群体水平分析显示,在杂合子中没有显著的糖尿病富集。杂合子R6C患者诱导多能干细胞(iPSC)衍生的胰腺β细胞表现出最小的缺陷,而纯合子R6C β细胞表现出胰岛素前原积累,胰岛素含量和分泌减少。在体内,纯合子R6C β细胞移植再现胰岛素缺乏,对GLP-1受体激动剂反应较差。纯合子R6C β细胞具有翻译、易位和内质网相关途径减弱的基因特征。我们的研究结果确定R6C是一种隐性功能缺失突变,促使临床对杂合R6C携带者进行重新评估。这项研究强调了群体遗传数据库的力量,患者基于ipsc的建模和多模态变异分类框架,以剖析单基因糖尿病遗传变异的后果。
{"title":"A new form of diabetes caused by INS mutations defined by zygosity, stem cell and population data.","authors":"Yue Tong,Marianne Becker,Ulrike Schierloh,Flávia Natividade da Silva,Leena Haataja,Ying Cai,Kashyap A Patel,Farah Kobaisi,Uyenlinh L Mirshahi,Kevin Colclough,Muhammad Shabab Javed,Matthew N Wakeling,Federica Fantuzzi,Maria Lytrivi,Toshiaki Sawatani,Maria Nicol Arroyo,Xiaoyan Yi,Chiara Vinci,Hossam Montaser,Nathalie Pachera,Timo Otonkoski,Mariana Igoillo-Esteve,Raphaël Scharfmann,Andrew T Hattersley,Peter Arvan,Carine De Beaufort,Miriam Cnop","doi":"10.1038/s44321-025-00362-9","DOIUrl":"https://doi.org/10.1038/s44321-025-00362-9","url":null,"abstract":"The INS c.16 C > T (insulin p.Arg6Cys, R6C) variant was reported to cause autosomal dominant monogenic diabetes, yet its pathogenicity has been questioned. R6C preproinsulin exhibits impaired translocation into the endoplasmic reticulum (ER). We explored R6C pathogenicity using integrative clinical, genetic, and functional approaches.Homozygous INS R6C individuals presented early-onset insulin-treated diabetes, whereas heterozygous carriers showed variable or absent glycemic phenotypes. Population-level analysis revealed no significant enrichment of diabetes among heterozygotes. Heterozygous R6C patient's induced pluripotent stem cell (iPSC)-derived pancreatic β cells exhibited minimal defects, while homozygous R6C β cells displayed preproinsulin accumulation and reduced insulin content and secretion. In vivo, homozygous R6C β cell transplants recapitulated insulin deficiency and responded poorly to GLP-1 receptor agonist. Homozygous R6C β cells had a gene signature of attenuated translation, translocation and ER related pathways.Our findings establish R6C as a recessive loss-of-function mutation, prompting a clinical reassessment of heterozygous R6C carriers. This study highlights the power of population genetic databases, patients' iPSC-based modeling and multi-modal variant classification frameworks for dissecting the consequences of genetic variants in monogenic diabetes.","PeriodicalId":11597,"journal":{"name":"EMBO Molecular Medicine","volume":"42 1","pages":""},"PeriodicalIF":11.1,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145895424","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-01Epub Date: 2025-12-01DOI: 10.1038/s44321-025-00347-8
Salma Srour, Francesca K Brown, James W Sheffield, Mohamed ElGhazaly, Daniel O'Connor, Malick M Gibani, Thomas C Darton, Andrew J Pollard, Mark O Collins, Daniel Humphreys
Salmonella Typhi secretes typhoid toxin that activates cellular DNA damage responses (DDR) during acute typhoid fever. Human infection challenge studies revealed that the toxin suppresses bacteraemia via unknown mechanisms. Using quantitative proteomic analysis on the plasma of bacteraemic participants, we demonstrate that wild-type toxigenic Salmonella induced secretion of lysozyme (LYZ) and apolipoprotein C3 (APOC3). Recombinant typhoid toxin or Salmonella infection recapitulated LYZ and APOC3 secretion in cultured cells, which involved ATM/ATR-dependent DDRs and confirmed observations in typhoid fever. LYZ caused spheroplast formation, inhibited the Salmonella type 3 secretion system, and intracellular infections. LYZ expression was regulated by p53 in a cell type-specific manner and driven by mitochondrial oxidative stress that caused nuclear DDRs and p53-mediated senescence responses. Addition of LYZ inhibited oxidative DNA damage and resulting senescence responses caused by typhoid toxin. Our findings may indicate that toxin-induced DDRs elicit antimicrobial responses, which suppress Salmonella bacteraemia during typhoid fever.
{"title":"Typhoid toxin of Salmonella Typhi elicits host antimicrobial response during acute typhoid fever.","authors":"Salma Srour, Francesca K Brown, James W Sheffield, Mohamed ElGhazaly, Daniel O'Connor, Malick M Gibani, Thomas C Darton, Andrew J Pollard, Mark O Collins, Daniel Humphreys","doi":"10.1038/s44321-025-00347-8","DOIUrl":"10.1038/s44321-025-00347-8","url":null,"abstract":"<p><p>Salmonella Typhi secretes typhoid toxin that activates cellular DNA damage responses (DDR) during acute typhoid fever. Human infection challenge studies revealed that the toxin suppresses bacteraemia via unknown mechanisms. Using quantitative proteomic analysis on the plasma of bacteraemic participants, we demonstrate that wild-type toxigenic Salmonella induced secretion of lysozyme (LYZ) and apolipoprotein C3 (APOC3). Recombinant typhoid toxin or Salmonella infection recapitulated LYZ and APOC3 secretion in cultured cells, which involved ATM/ATR-dependent DDRs and confirmed observations in typhoid fever. LYZ caused spheroplast formation, inhibited the Salmonella type 3 secretion system, and intracellular infections. LYZ expression was regulated by p53 in a cell type-specific manner and driven by mitochondrial oxidative stress that caused nuclear DDRs and p53-mediated senescence responses. Addition of LYZ inhibited oxidative DNA damage and resulting senescence responses caused by typhoid toxin. Our findings may indicate that toxin-induced DDRs elicit antimicrobial responses, which suppress Salmonella bacteraemia during typhoid fever.</p>","PeriodicalId":11597,"journal":{"name":"EMBO Molecular Medicine","volume":" ","pages":"187-216"},"PeriodicalIF":8.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12808722/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145653920","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-01Epub Date: 2025-12-01DOI: 10.1038/s44321-025-00341-0
Shengjie Hao, Guangsong Xie, Dan Li, Kexin Su, Feiyin Sheng, Lu Chen, Yuzhou Gu, Hongying Jin, Yili Xu, Rongrong Chen, Zhenwei Qin, Dandan Xu, Peiwei Xu, Lei Zhou, Na Kong, Hao Ding, Zhijian Chen, Shuai Liu, Baohua Ji, Ke Yao, Qiuli Fu
The biomechanical signature is directly correlated with the progression of disease in multiple soft tissues. However, their variations and roles, particularly during the initiation period of the disease, remain unclear. Here, we report that PM2.5 exposure induces corneal biomechanical cues alterations prior to corneal injury, as evidenced by increased corneal hysteresis in humans, thickened corneal thickness in rats, and enhanced tensile stress and cortical stiffness in HCECs. Specifically, intracellular PAI-2 is identified as a crucial mediator of the biomechanical responses in HCECs. It modulates PM2.5-induced autophagy and inflammation through a PAI-2/myosin II/F-actin/YAP-positive feedback loop, which ultimately drives HCEC injury. Furthermore, extracellular secretory PAI-2 levels in tears reflect PM2.5-related corneal damage in real time, making it a specific biomarker for the early diagnosis when combined with biomechanical cues. Early intervention for PM2.5-induced ocular damage could be achieved by developing an LNP-siPAI-2 ocular local delivery system targeting intracellular PAI-2. Overall, we propose that biomechanical cues in conjunction with specific biomarkers may serve as targets for the early diagnosis and intervention of soft tissue diseases.
{"title":"Corneal biomechanical cues mediated by PAI-2: the origin of PM2.5-induced corneal disease.","authors":"Shengjie Hao, Guangsong Xie, Dan Li, Kexin Su, Feiyin Sheng, Lu Chen, Yuzhou Gu, Hongying Jin, Yili Xu, Rongrong Chen, Zhenwei Qin, Dandan Xu, Peiwei Xu, Lei Zhou, Na Kong, Hao Ding, Zhijian Chen, Shuai Liu, Baohua Ji, Ke Yao, Qiuli Fu","doi":"10.1038/s44321-025-00341-0","DOIUrl":"10.1038/s44321-025-00341-0","url":null,"abstract":"<p><p>The biomechanical signature is directly correlated with the progression of disease in multiple soft tissues. However, their variations and roles, particularly during the initiation period of the disease, remain unclear. Here, we report that PM2.5 exposure induces corneal biomechanical cues alterations prior to corneal injury, as evidenced by increased corneal hysteresis in humans, thickened corneal thickness in rats, and enhanced tensile stress and cortical stiffness in HCECs. Specifically, intracellular PAI-2 is identified as a crucial mediator of the biomechanical responses in HCECs. It modulates PM2.5-induced autophagy and inflammation through a PAI-2/myosin II/F-actin/YAP-positive feedback loop, which ultimately drives HCEC injury. Furthermore, extracellular secretory PAI-2 levels in tears reflect PM2.5-related corneal damage in real time, making it a specific biomarker for the early diagnosis when combined with biomechanical cues. Early intervention for PM2.5-induced ocular damage could be achieved by developing an LNP-siPAI-2 ocular local delivery system targeting intracellular PAI-2. Overall, we propose that biomechanical cues in conjunction with specific biomarkers may serve as targets for the early diagnosis and intervention of soft tissue diseases.</p>","PeriodicalId":11597,"journal":{"name":"EMBO Molecular Medicine","volume":" ","pages":"120-150"},"PeriodicalIF":8.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12808792/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145653376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-01Epub Date: 2025-12-15DOI: 10.1038/s44321-025-00355-8
Brett W Stringer, Yougang Zhang, Afsaneh Taghipour-Sheshdeh, Shuxiang Goh, Heike Kölbel, Michelle A Farrar, Brunhilde Wirth, Jean Giacomotto
Spinal muscular atrophy (SMA) results from SMN1 gene loss-of-function (LOF), with disease severity directly linked to the level of remaining SMN protein. Nusinersen, risdiplam, and onasemnogene abeparvovec are revolutionary treatments but should ideally be implemented before clinical symptoms appear. Because of this, prenatal and newborn screenings are increasingly used to identify common SMN1 variants and patients requiring therapy. However, for novel variants, clinicians lack robust analytic tools to predict pathogenicity before irreversible damage occurs. To address this gap, we deployed a zebrafish model presenting smn1-LOF, exhibiting progressive motor defects and death by only six days of age. We evaluated two SMN1-variants of uncertain significance (VUS) identified in newborn infants awaiting definite diagnosis and treatment recommendations. We demonstrated that while known pathogenic variants did not change the disease course, wild-type SMN1 and both infants variants rescued SMA hallmarks in zebrafish, demonstrating the relevance of this approach for VUS-testing within a crucial timeframe for patients. Extending the assay to known SMN1-hypomorphs showed partial rescue, weaker than wild-type or VUS, demonstrating that this approach can also discriminate partial-LOF effects. Both VUS were resolved to be non-pathogenic, and the therapeutic costs of >US$2 million per child were avoided. Beyond SMA, this study provides robust proof-of-principle that the zebrafish represents a powerful translational tool for VUS-analysis, and that such approaches should be considered in clinical settings for supporting diagnosis and treatment decisions.
{"title":"Clinical relevance of zebrafish for gene variants testing. Proof-of-principle with SMN1/SMA.","authors":"Brett W Stringer, Yougang Zhang, Afsaneh Taghipour-Sheshdeh, Shuxiang Goh, Heike Kölbel, Michelle A Farrar, Brunhilde Wirth, Jean Giacomotto","doi":"10.1038/s44321-025-00355-8","DOIUrl":"10.1038/s44321-025-00355-8","url":null,"abstract":"<p><p>Spinal muscular atrophy (SMA) results from SMN1 gene loss-of-function (LOF), with disease severity directly linked to the level of remaining SMN protein. Nusinersen, risdiplam, and onasemnogene abeparvovec are revolutionary treatments but should ideally be implemented before clinical symptoms appear. Because of this, prenatal and newborn screenings are increasingly used to identify common SMN1 variants and patients requiring therapy. However, for novel variants, clinicians lack robust analytic tools to predict pathogenicity before irreversible damage occurs. To address this gap, we deployed a zebrafish model presenting smn1-LOF, exhibiting progressive motor defects and death by only six days of age. We evaluated two SMN1-variants of uncertain significance (VUS) identified in newborn infants awaiting definite diagnosis and treatment recommendations. We demonstrated that while known pathogenic variants did not change the disease course, wild-type SMN1 and both infants variants rescued SMA hallmarks in zebrafish, demonstrating the relevance of this approach for VUS-testing within a crucial timeframe for patients. Extending the assay to known SMN1-hypomorphs showed partial rescue, weaker than wild-type or VUS, demonstrating that this approach can also discriminate partial-LOF effects. Both VUS were resolved to be non-pathogenic, and the therapeutic costs of >US$2 million per child were avoided. Beyond SMA, this study provides robust proof-of-principle that the zebrafish represents a powerful translational tool for VUS-analysis, and that such approaches should be considered in clinical settings for supporting diagnosis and treatment decisions.</p>","PeriodicalId":11597,"journal":{"name":"EMBO Molecular Medicine","volume":" ","pages":"41-54"},"PeriodicalIF":8.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12808650/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145762716","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-01Epub Date: 2025-12-01DOI: 10.1038/s44321-025-00351-y
Chin-Sheng Lin, Wei-Ting Liu, Yuan-Hao Chen, Shih-Hua Lin, Chin Lin
Recent advancements in artificial intelligence (AI) have revolutionized the application of electrocardiography (ECG) in cardiovascular diagnostics. This review highlights the transformative impact of AI on traditional ECG analysis, detailing how deep learning algorithms are overcoming the limitations of human interpretation and conventional diagnostic criteria. Historically, ECG interpretation has relied on well-established, physiologically-based criteria. The advancement of AI-ECG is marked by its capacity to process complex high-dimensional data directly from raw signals, revealing patterns often missed by conventional methods. Notably, AI models have identified signs of asymptomatic low ejection fraction and paroxysmal atrial fibrillation during normal sinus rhythm, enabling earlier clinical intervention. In addition to improved diagnostic utility, AI-ECG offers promising applications in risk stratification and community screening. Several randomized controlled trials (RCTs) have shown that integrating AI into clinical workflows not only reduces critical intervention times but also identifies patients at elevated risk of adverse outcomes. Future directions involve integrating additional clinical data sources, improving model interpretability through explainable AI, and developing unified platforms to manage outputs from multiple models.
{"title":"Artificial intelligence-enabled electrocardiography from scientific research to clinical application.","authors":"Chin-Sheng Lin, Wei-Ting Liu, Yuan-Hao Chen, Shih-Hua Lin, Chin Lin","doi":"10.1038/s44321-025-00351-y","DOIUrl":"10.1038/s44321-025-00351-y","url":null,"abstract":"<p><p>Recent advancements in artificial intelligence (AI) have revolutionized the application of electrocardiography (ECG) in cardiovascular diagnostics. This review highlights the transformative impact of AI on traditional ECG analysis, detailing how deep learning algorithms are overcoming the limitations of human interpretation and conventional diagnostic criteria. Historically, ECG interpretation has relied on well-established, physiologically-based criteria. The advancement of AI-ECG is marked by its capacity to process complex high-dimensional data directly from raw signals, revealing patterns often missed by conventional methods. Notably, AI models have identified signs of asymptomatic low ejection fraction and paroxysmal atrial fibrillation during normal sinus rhythm, enabling earlier clinical intervention. In addition to improved diagnostic utility, AI-ECG offers promising applications in risk stratification and community screening. Several randomized controlled trials (RCTs) have shown that integrating AI into clinical workflows not only reduces critical intervention times but also identifies patients at elevated risk of adverse outcomes. Future directions involve integrating additional clinical data sources, improving model interpretability through explainable AI, and developing unified platforms to manage outputs from multiple models.</p>","PeriodicalId":11597,"journal":{"name":"EMBO Molecular Medicine","volume":" ","pages":"22-40"},"PeriodicalIF":8.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12808761/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145653359","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-01Epub Date: 2025-12-01DOI: 10.1038/s44321-025-00348-7
Niklas Mattsson-Carlgren, Linda Karlsson, Weizhong Tang, Kaj Blennow, Henrik Zetterberg, Randall J Bateman, Suzanne E Schindler, Nicolas Barthelemy, Sebastian Palmqvist, Erik Stomrud, Shorena Janelidze, Oskar Hansson
Brain amyloid-β (Aβ) pathology is a core feature of Alzheimer disease (AD) and can be quantified using positron emission tomography (PET). Cerebrospinal fluid (CSF) and plasma biomarkers detect abnormal Aβ, but it is unclear to what degree they can predict quantitative Aβ-PET. We explored plasma and CSF biomarkers in relation to Aβ-PET in the BioFINDER-2 study (N = 1053), and the BioFINDER-1 study (N = 238). We developed a machine learning pipeline to predict Aβ-PET using CSF and plasma measures. The best models achieved R2 = 0.79. Plasma P-tau217 and CSF Aβ42/Aβ40 contributed the most. CSF Aβ42/Aβ40 contributed most to identify Aβ-positivity, while continuous Aβ-PET load within the positive range was best predicted by plasma P-tau217. Models using only plasma measures approached performance of CSF models. Altered metabolism of soluble Aβ may be highly associated with presence of Aβ plaques, while soluble P-tau217 levels may continue to change during build-up of Aβ pathology.
脑淀粉样蛋白-β (a β)病理是阿尔茨海默病(AD)的核心特征,可以使用正电子发射断层扫描(PET)进行量化。脑脊液(CSF)和血浆生物标志物检测异常的Aβ,但在多大程度上可以预测定量的Aβ- pet尚不清楚。我们在BioFINDER-2研究(N = 1053)和BioFINDER-1研究(N = 238)中探讨了血浆和脑脊液中与Aβ-PET相关的生物标志物。我们开发了一种机器学习管道,通过CSF和血浆测量来预测a β- pet。最佳模型达到R2 = 0.79。血浆P-tau217和脑脊液a - β42/ a - β40贡献最大。脑脊液Aβ42/Aβ40对a β阳性的预测贡献最大,血浆P-tau217对Aβ-PET在阳性范围内的持续负荷预测效果最好。仅使用血浆测量的模型接近脑脊液模型的性能。可溶性Aβ代谢的改变可能与Aβ斑块的存在高度相关,而可溶性P-tau217水平可能在Aβ病理积累过程中继续改变。
{"title":"Prediction of continuous amyloid positron emission tomography with fluid measures of phosphorylated tau and β-amyloid.","authors":"Niklas Mattsson-Carlgren, Linda Karlsson, Weizhong Tang, Kaj Blennow, Henrik Zetterberg, Randall J Bateman, Suzanne E Schindler, Nicolas Barthelemy, Sebastian Palmqvist, Erik Stomrud, Shorena Janelidze, Oskar Hansson","doi":"10.1038/s44321-025-00348-7","DOIUrl":"10.1038/s44321-025-00348-7","url":null,"abstract":"<p><p>Brain amyloid-β (Aβ) pathology is a core feature of Alzheimer disease (AD) and can be quantified using positron emission tomography (PET). Cerebrospinal fluid (CSF) and plasma biomarkers detect abnormal Aβ, but it is unclear to what degree they can predict quantitative Aβ-PET. We explored plasma and CSF biomarkers in relation to Aβ-PET in the BioFINDER-2 study (N = 1053), and the BioFINDER-1 study (N = 238). We developed a machine learning pipeline to predict Aβ-PET using CSF and plasma measures. The best models achieved R<sup>2</sup> = 0.79. Plasma P-tau217 and CSF Aβ42/Aβ40 contributed the most. CSF Aβ42/Aβ40 contributed most to identify Aβ-positivity, while continuous Aβ-PET load within the positive range was best predicted by plasma P-tau217. Models using only plasma measures approached performance of CSF models. Altered metabolism of soluble Aβ may be highly associated with presence of Aβ plaques, while soluble P-tau217 levels may continue to change during build-up of Aβ pathology.</p>","PeriodicalId":11597,"journal":{"name":"EMBO Molecular Medicine","volume":" ","pages":"217-231"},"PeriodicalIF":8.3,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12808103/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145653676","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}