Pub Date : 2026-02-06DOI: 10.1016/j.xpro.2026.104358
Zhenbo Yuan, Yuli Yan, Youpeng Yang, Xin Li
Tumor-specific DNA methylation profiling in plasma cell-free DNA (cfDNA) offers a promising approach for non-invasive tumor detection. Here, we present a protocol that uses Oncoder, an interpretable deep-learning-based framework, to monitor treatment response by tracking dynamic changes in tumor-specific DNA methylation signals in patient plasma cfDNA. We describe steps for data preparation, performing differential methylation analysis, training Oncoder, and interpreting the model's outputs. This protocol is versatile and adaptable to various data types and application scenarios. For complete details on the use and execution of this protocol, please refer to Yang et al.1.
{"title":"Protocol for non-invasive tumor monitoring and diagnosis based on interpretable deep learning.","authors":"Zhenbo Yuan, Yuli Yan, Youpeng Yang, Xin Li","doi":"10.1016/j.xpro.2026.104358","DOIUrl":"https://doi.org/10.1016/j.xpro.2026.104358","url":null,"abstract":"<p><p>Tumor-specific DNA methylation profiling in plasma cell-free DNA (cfDNA) offers a promising approach for non-invasive tumor detection. Here, we present a protocol that uses Oncoder, an interpretable deep-learning-based framework, to monitor treatment response by tracking dynamic changes in tumor-specific DNA methylation signals in patient plasma cfDNA. We describe steps for data preparation, performing differential methylation analysis, training Oncoder, and interpreting the model's outputs. This protocol is versatile and adaptable to various data types and application scenarios. For complete details on the use and execution of this protocol, please refer to Yang et al.<sup>1</sup>.</p>","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104358"},"PeriodicalIF":1.3,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146137905","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-06DOI: 10.1016/j.xpro.2026.104357
Pavlina Gregorova, Minna-Maria K Heinonen, Milla M Laarne, L Peter Sarin
Transfer RNA (tRNA), its post-transcriptional modifications, and tRNA-derived fragments (tRFs) play essential roles in cellular processes and gene regulation. Here, we present a fast and efficient tRNA enrichment protocol using silica spin columns. To analyze tRNA and tRFs, we describe steps for DNA probe labeling, tRNA separation on polyacrylamide (PAA) gels, and RNA transfer, UV crosslinking, and non-radioactive northern blotting. Additionally, this protocol describes the use of chemical affinity modifiers, enabling the detection of chemical modifications in specific tRNA isoacceptors.
{"title":"Protocol for rapid tRNA enrichment and chemiluminescent northern blot detection of tRNA and tRNA-derived fragments.","authors":"Pavlina Gregorova, Minna-Maria K Heinonen, Milla M Laarne, L Peter Sarin","doi":"10.1016/j.xpro.2026.104357","DOIUrl":"https://doi.org/10.1016/j.xpro.2026.104357","url":null,"abstract":"<p><p>Transfer RNA (tRNA), its post-transcriptional modifications, and tRNA-derived fragments (tRFs) play essential roles in cellular processes and gene regulation. Here, we present a fast and efficient tRNA enrichment protocol using silica spin columns. To analyze tRNA and tRFs, we describe steps for DNA probe labeling, tRNA separation on polyacrylamide (PAA) gels, and RNA transfer, UV crosslinking, and non-radioactive northern blotting. Additionally, this protocol describes the use of chemical affinity modifiers, enabling the detection of chemical modifications in specific tRNA isoacceptors.</p>","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104357"},"PeriodicalIF":1.3,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146137911","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-05DOI: 10.1016/j.xpro.2025.104336
Kevan T Knizner, Darren T Gass, Yasuyuki Matsumoto, Uriel Ortega-Rodriguez, John Q Bettinger, Tongzhong Ju
Here, we present a protocol to simultaneously release and profile N- and O-glycans from glycoproteins in a one-pot format. We describe steps for protein reduction, alkylation, N-glycan release, Proteinase K digestion, HILIC enrichment, N-glycan reduction, N-/O-glycan permethylation while releasing O-glycans, and analysis by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF/MS). For complete details on the use and execution of this protocol, please refer to Ortega-Rodriguez et al.1.
在这里,我们提出了一种方案,同时释放和分析糖蛋白中的N-和o -聚糖在一个锅格式。我们描述了蛋白质还原,烷基化,N-聚糖释放,蛋白酶K消化,HILIC富集,N-聚糖还原,释放o -聚糖时N-/ o -聚糖过甲基化的步骤,并通过基质辅助激光解吸/电离飞行时间质谱(MALDI-TOF/MS)进行分析。有关本协议使用和执行的完整细节,请参见Ortega-Rodriguez等人1。
{"title":"Protocol for simultaneous profiling of N- and O-glycans on glycoproteins using a one-pot format.","authors":"Kevan T Knizner, Darren T Gass, Yasuyuki Matsumoto, Uriel Ortega-Rodriguez, John Q Bettinger, Tongzhong Ju","doi":"10.1016/j.xpro.2025.104336","DOIUrl":"https://doi.org/10.1016/j.xpro.2025.104336","url":null,"abstract":"<p><p>Here, we present a protocol to simultaneously release and profile N- and O-glycans from glycoproteins in a one-pot format. We describe steps for protein reduction, alkylation, N-glycan release, Proteinase K digestion, HILIC enrichment, N-glycan reduction, N-/O-glycan permethylation while releasing O-glycans, and analysis by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF/MS). For complete details on the use and execution of this protocol, please refer to Ortega-Rodriguez et al.<sup>1</sup>.</p>","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104336"},"PeriodicalIF":1.3,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132604","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-04DOI: 10.1016/j.xpro.2026.104352
Da Eun Yoon, Jiyun Yang, Tae Yeong Jeong, Jeongeun Park, Hyunji Lee, Je Kyung Seong, Kyoungmi Kim
CRISPR-virus-like particle (VLP)-induced targeted mutagenesis (CRISPR-VIM) enables genome editing in mouse embryos through non-invasive delivery of CRISPR ribonucleoproteins (RNPs) via VLPs, eliminating the need for physical manipulation and specialized expertise. We detail protocols for VLP production, titration, and treatment for diverse genome edits. This protocol is compatible with zygotes and in vitro fertilization (IVF)-derived embryos via simple co-culture, facilitating high-efficiency and heritable mutations with minimized off-target effects, independent of specialized equipment and conducive to reduced animal use. For complete details on the use and execution of this protocol, please refer to Jeong et al.1.
{"title":"Protocol for non-invasive delivery of CRISPR RNPs via virus-like particles for mouse model generation.","authors":"Da Eun Yoon, Jiyun Yang, Tae Yeong Jeong, Jeongeun Park, Hyunji Lee, Je Kyung Seong, Kyoungmi Kim","doi":"10.1016/j.xpro.2026.104352","DOIUrl":"https://doi.org/10.1016/j.xpro.2026.104352","url":null,"abstract":"<p><p>CRISPR-virus-like particle (VLP)-induced targeted mutagenesis (CRISPR-VIM) enables genome editing in mouse embryos through non-invasive delivery of CRISPR ribonucleoproteins (RNPs) via VLPs, eliminating the need for physical manipulation and specialized expertise. We detail protocols for VLP production, titration, and treatment for diverse genome edits. This protocol is compatible with zygotes and in vitro fertilization (IVF)-derived embryos via simple co-culture, facilitating high-efficiency and heritable mutations with minimized off-target effects, independent of specialized equipment and conducive to reduced animal use. For complete details on the use and execution of this protocol, please refer to Jeong et al.<sup>1</sup>.</p>","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104352"},"PeriodicalIF":1.3,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146132697","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-04DOI: 10.1016/j.xpro.2026.104356
Lucie Riglet, Edwige Moyroud
Most developmental processes underpinning the diversity of floral forms remain unexplored due to limitations in current imaging approaches. Here, we present a protocol to spatially analyze tissue-wide cell growth dynamics through confocal imaging and segmentation of the adaxial petal epidermis in Hibiscus trionum. We describe steps for dissecting buds, staining petals with a membrane dye, and acquiring images suitable for epidermal reconstruction. We detail procedures for image stitching and processing in ImageJ and for surface extraction and cell segmentation in MorphoGraphX. For complete details on the use and execution of this protocol, please refer to Riglet et al.1.
{"title":"Protocol for the quantitative imaging and segmentation of spatial patterns in Hibiscus trionum petals.","authors":"Lucie Riglet, Edwige Moyroud","doi":"10.1016/j.xpro.2026.104356","DOIUrl":"https://doi.org/10.1016/j.xpro.2026.104356","url":null,"abstract":"<p><p>Most developmental processes underpinning the diversity of floral forms remain unexplored due to limitations in current imaging approaches. Here, we present a protocol to spatially analyze tissue-wide cell growth dynamics through confocal imaging and segmentation of the adaxial petal epidermis in Hibiscus trionum. We describe steps for dissecting buds, staining petals with a membrane dye, and acquiring images suitable for epidermal reconstruction. We detail procedures for image stitching and processing in ImageJ and for surface extraction and cell segmentation in MorphoGraphX. For complete details on the use and execution of this protocol, please refer to Riglet et al.<sup>1</sup>.</p>","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104356"},"PeriodicalIF":1.3,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146126645","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-03DOI: 10.1016/j.xpro.2026.104372
Lukša Popović, Moritz J Rossner, Michael C Wehr
{"title":"Protocol for identifying properties of ERBB receptor antagonists using the barcoded ERBBprofiler assay.","authors":"Lukša Popović, Moritz J Rossner, Michael C Wehr","doi":"10.1016/j.xpro.2026.104372","DOIUrl":"https://doi.org/10.1016/j.xpro.2026.104372","url":null,"abstract":"","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104372"},"PeriodicalIF":1.3,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146120346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-31DOI: 10.1016/j.xpro.2025.104333
Austin P Wright, Marissa Lindaman, Elaine Huang, Lisa M Coussens, Amanda Poissonnier
Comprehensive immune profiling of human blood is a critical approach for evaluating immune responses following therapeutic intervention in clinical trials. Here, we present a protocol to assess leukocyte lineages, activation status, and selected immune checkpoint expression in cryopreserved buffy coat using a high-dimensional, 49-color spectral flow cytometry antibody panel. We provide instructions for thawing, washing, and staining circulating immune cells, followed by guidance on data acquisition. This protocol is suitable for studying cancer immunology and other indications requiring deep immunophenotyping.
{"title":"A high-parameter spectral cytometry protocol for immune subset and functional characterization of cryopreserved human blood with 49 biomarkers.","authors":"Austin P Wright, Marissa Lindaman, Elaine Huang, Lisa M Coussens, Amanda Poissonnier","doi":"10.1016/j.xpro.2025.104333","DOIUrl":"10.1016/j.xpro.2025.104333","url":null,"abstract":"<p><p>Comprehensive immune profiling of human blood is a critical approach for evaluating immune responses following therapeutic intervention in clinical trials. Here, we present a protocol to assess leukocyte lineages, activation status, and selected immune checkpoint expression in cryopreserved buffy coat using a high-dimensional, 49-color spectral flow cytometry antibody panel. We provide instructions for thawing, washing, and staining circulating immune cells, followed by guidance on data acquisition. This protocol is suitable for studying cancer immunology and other indications requiring deep immunophenotyping.</p>","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104333"},"PeriodicalIF":1.3,"publicationDate":"2026-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12877807/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146100862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-30DOI: 10.1016/j.xpro.2026.104354
Lucie Riglet, Katharina Schiessl, Edwige Moyroud
Characterizing cell proliferation across developing tissue provides critical insights into how spatially regulated growth shapes mature organs. Here, we present a protocol for high-resolution mapping of cell division events across the epidermis of Hibiscus trionum petals. We outline steps for labeling newly replicated DNA through incubation in EdU-containing medium, combined with floral bud dissection and confocal imaging. We also detail procedures for sample clearing and labeling of nuclei and cell outlines to enable accurate quantification of division patterns. For complete details on the use and execution of this protocol, please refer to Riglet et al.1.
{"title":"Protocol for spatial quantitative analysis of cell division events across the epidermis of developing Hibiscus trionum petals.","authors":"Lucie Riglet, Katharina Schiessl, Edwige Moyroud","doi":"10.1016/j.xpro.2026.104354","DOIUrl":"10.1016/j.xpro.2026.104354","url":null,"abstract":"<p><p>Characterizing cell proliferation across developing tissue provides critical insights into how spatially regulated growth shapes mature organs. Here, we present a protocol for high-resolution mapping of cell division events across the epidermis of Hibiscus trionum petals. We outline steps for labeling newly replicated DNA through incubation in EdU-containing medium, combined with floral bud dissection and confocal imaging. We also detail procedures for sample clearing and labeling of nuclei and cell outlines to enable accurate quantification of division patterns. For complete details on the use and execution of this protocol, please refer to Riglet et al.<sup>1</sup>.</p>","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104354"},"PeriodicalIF":1.3,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12877800/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146097393","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-30DOI: 10.1016/j.xpro.2025.104329
Peter I Imoesi, Cristian M Olarte-Sánchez, Lora Heisler, Peter McCaffery
The brain, specifically the hypothalamus, is a key regulator of the homeostatic balance of numerous biomolecules in the body via its control of the neuroendocrine system. Here, we present a protocol to study body vitamin A balance by injecting synthetic retinoids into the third ventricle of the rat brain. We also describe steps for the intraventricular application of viral vectors to the arcuate nucleus of a mouse brain to knock down vitamin A homeostatic genes. This approach is applicable to the study of vitamin A homeostasis. For complete details on the use and execution of this protocol, please refer to Imoesi et al.1.
{"title":"Protocol for intraventricular injection of retinoids and hypothalamic application of viral vectors in the rat and mouse brain.","authors":"Peter I Imoesi, Cristian M Olarte-Sánchez, Lora Heisler, Peter McCaffery","doi":"10.1016/j.xpro.2025.104329","DOIUrl":"10.1016/j.xpro.2025.104329","url":null,"abstract":"<p><p>The brain, specifically the hypothalamus, is a key regulator of the homeostatic balance of numerous biomolecules in the body via its control of the neuroendocrine system. Here, we present a protocol to study body vitamin A balance by injecting synthetic retinoids into the third ventricle of the rat brain. We also describe steps for the intraventricular application of viral vectors to the arcuate nucleus of a mouse brain to knock down vitamin A homeostatic genes. This approach is applicable to the study of vitamin A homeostasis. For complete details on the use and execution of this protocol, please refer to Imoesi et al.<sup>1</sup>.</p>","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104329"},"PeriodicalIF":1.3,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12877797/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146100799","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-30DOI: 10.1016/j.xpro.2026.104349
Anna-Christina Haeb, Hideaki Yamamoto, Paul Roach, Daniel Merryweather, Yuya Sato, Daniel Tornero, Jordi Soriano
Complementary metal-oxide-semiconductor (CMOS)-based high-density microelectrode arrays (HD-MEAs) enable neuronal recordings with high spatiotemporal resolution. However, integrating polydimethylsiloxane (PDMS) microstructures onto HD-MEA surfaces to control network architecture is currently challenging and platform specific. Here, we present a protocol for PDMS fabrication, HD-MEA chip preparation, PDMS-HD-MEA microstructure alignment, and cell culture, including alternatives. Our results show reproducible formation of modular networks with characteristic activity patterns across different systems. This protocol supports engineering of defined neuronal architectures while maintaining compatibility with various HD-MEA systems. For complete details on the use and execution of this protocol, please refer to Sato et al.1.
{"title":"Protocol for tailored in vitro neuronal networks on high-density microelectrode arrays with polydimethylsiloxane microstructures.","authors":"Anna-Christina Haeb, Hideaki Yamamoto, Paul Roach, Daniel Merryweather, Yuya Sato, Daniel Tornero, Jordi Soriano","doi":"10.1016/j.xpro.2026.104349","DOIUrl":"10.1016/j.xpro.2026.104349","url":null,"abstract":"<p><p>Complementary metal-oxide-semiconductor (CMOS)-based high-density microelectrode arrays (HD-MEAs) enable neuronal recordings with high spatiotemporal resolution. However, integrating polydimethylsiloxane (PDMS) microstructures onto HD-MEA surfaces to control network architecture is currently challenging and platform specific. Here, we present a protocol for PDMS fabrication, HD-MEA chip preparation, PDMS-HD-MEA microstructure alignment, and cell culture, including alternatives. Our results show reproducible formation of modular networks with characteristic activity patterns across different systems. This protocol supports engineering of defined neuronal architectures while maintaining compatibility with various HD-MEA systems. For complete details on the use and execution of this protocol, please refer to Sato et al.<sup>1</sup>.</p>","PeriodicalId":34214,"journal":{"name":"STAR Protocols","volume":"7 1","pages":"104349"},"PeriodicalIF":1.3,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12877801/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146100820","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}