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Temporal proteomic and phosphoproteomic profiling deciphers molecular dynamics of acute-to-chronic kidney disease after ischemia-reperfusion injury, with Dock2 emerging as a key regulator. 时间蛋白质组学和磷蛋白质组学分析揭示了缺血再灌注损伤后急慢性肾脏疾病的分子动力学,其中Dock2是一个关键的调节因子。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-12 DOI: 10.1016/j.mcpro.2026.101509
Shaowu Zhang, Huasheng Luo, Miaotao Wei, Yanmei Yu, Hongluan Wu, Tongtong Ma, Minjie Zhang, Huafeng Liu, Peng Wang

Acute kidney injury (AKI), characterized by a rapid decline in renal function, has high mortality rates and frequently progresses to chronic kidney disease (CKD). A major contributor to AKI is ischemia-reperfusion injury (IRI). However, the global molecular changes underlying the AKI-to-CKD transition post-IRI remain to be fully elucidated. Using 4D label-free proteomic and phosphoproteomic analyses in a murine unilateral IRI model at 1 hour, 1 day, 3 days, 7 days, and 28 days post-injury, we systematically identified dysregulated proteins, phosphoproteins, and signaling pathways involved in the progression from AKI to CKD. Critically, these analyses consistently revealed the enrichment and sustained activation of NF-κB signaling, a key pathway driving inflammatory and fibrotic responses, across multiple time points. In addition, we identified significant impairment of fatty acid β-oxidation (FAO). Notably, our omics analysis specifically identified the dedicator of cytokinesis (Dock) protein family, with Dock2 emerging as a prime candidate due to its known immune regulatory functions. Dock2 expression showed significant upregulation post-IRI and was found predominantly localized to injured tubular epithelial cells (TECs). Functional validation demonstrated that Dock2 knockdown attenuated pro-inflammatory responses in TECs by inhibiting IKKβ-mediated NF-κB activation in vitro. Consistently, pharmacological inhibition of Dock2 by CPYPP ameliorated renal tubular injury, inflammation, and fibrosis in vivo. To our knowledge, this is the first study to reveal the role and mechanism of Dock2 in the AKI-to-CKD progression post-IRI. In conclusion, our findings delineate molecular mechanisms underpinning the transition from AKI to CKD and nominate Dock2 as a promising therapeutic target for mitigating this process.

急性肾损伤(Acute kidney injury, AKI)以肾功能迅速下降为特征,死亡率高,常发展为慢性肾脏疾病(chronic kidney disease, CKD)。缺血再灌注损伤(IRI)是AKI的主要诱因。然而,iri后aki向ckd转变的全局分子变化仍有待完全阐明。在损伤后1小时、1天、3天、7天和28天,我们对小鼠单侧IRI模型进行了4D无标记蛋白质组学和磷酸化蛋白质组学分析,系统地鉴定了从AKI到CKD进展中涉及的失调蛋白、磷酸化蛋白和信号通路。重要的是,这些分析一致地揭示了NF-κB信号的富集和持续激活,这是驱动炎症和纤维化反应的关键途径,跨越多个时间点。此外,我们还发现了脂肪酸β-氧化(FAO)的显著损伤。值得注意的是,我们的组学分析特别确定了细胞分裂(Dock)蛋白家族的奉献者,由于其已知的免疫调节功能,Dock2成为主要候选者。Dock2的表达在iri后显著上调,并且主要局限于损伤的小管上皮细胞(TECs)。功能验证表明,Dock2敲低可通过抑制ikk β介导的NF-κB激活来减轻TECs的促炎反应。在体内,CPYPP对Dock2的药理学抑制可以改善肾小管损伤、炎症和纤维化。据我们所知,这是第一个揭示Dock2在iri后aki到ckd进展中的作用和机制的研究。总之,我们的研究结果描述了从AKI到CKD转变的分子机制,并提名Dock2作为缓解这一过程的有希望的治疗靶点。
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引用次数: 0
Higher-Throughput Proteome Profiling Enabled by Parallelized Pre-Accumulation and Optimized Ion Processing in the Orbitrap Astral Zoom Mass Spectrometer. 在Orbitrap星状变焦质谱仪中并行预积累和优化离子处理实现高通量蛋白质组分析。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-09 DOI: 10.1016/j.mcpro.2025.101504
Ulises H Guzman, Martin Rykar, Ivo A Hendriks, Hamish Stewart, Eduard Denisov, Bernd Hagedorn, Johannes Petzoldt, Arne Kreutzmann, Yannick Mueller, Tabiwang N Arrey, Immo Colonius, Ole Østergaard, Claire Koenig, Julia Kraegenbring, Kyle L Fort, Erik Couzijn, Jan-Peter Hauschild, Daniel Hermanson, Vlad Zabrouskov, Christian Hock, Eugen Damoc, Jesper V Olsen

High-throughput proteomics is critical for understanding biological processes, enabling large-scale studies such as biomarker discovery and systems biology. However, current mass spectrometry technologies face limitations in speed, sensitivity, and scalability for analyzing large sample cohorts. The Thermo Scientific™ Orbitrap™ Astral™ Zoom mass spectrometer (MS) was developed to address these limitations by improving acquisition speed, ion utilization, and spectral processing, which are all essential for advancing proteome depth in high-throughput proteomics. The Orbitrap Astral Zoom MS achieves ultra-fast MS/MS scan rates of up to 270 Hz with enhanced ion utilization through pre-accumulation, enabling the identification of ∼100,000 unique peptides and >8,400 proteins in a single 300 samples-per-day (SPD) analysis of human cell lysate. The optimized system reduces analysis time by 40%, achieves near-complete proteome coverage (>12,000 proteins) in 2.7 hours, and enables ultra-high-throughput workflows, identifying >7,000 proteins in a 500 SPD method with exceptional reproducibility (Pairwise Pearson correlations >0.99). These advancements establish the Orbitrap Astral Zoom MS among the fastest and most sensitive instruments under the tested conditions, significantly enhancing speed, sensitivity, and scalability, paving the way for routine large-scale proteomics with applications in clinical research and systems biology.

高通量蛋白质组学对于理解生物过程至关重要,可以进行生物标志物发现和系统生物学等大规模研究。然而,目前的质谱技术在分析大样本群的速度、灵敏度和可扩展性方面存在局限性。Thermo Scientific™Orbitrap™Astral™Zoom质谱仪(MS)的开发是为了通过提高采集速度,离子利用率和光谱处理来解决这些限制,这些都是在高通量蛋白质组学中推进蛋白质组深度所必需的。Orbitrap Astral Zoom MS实现了高达270 Hz的超快速MS/MS扫描速率,通过预积累增强了离子利用率,能够在每天300个样品(SPD)分析人类细胞裂解液中鉴定~ 100,000个独特的肽和bbb8,400个蛋白质。优化后的系统将分析时间缩短了40%,在2.7小时内实现了近乎完整的蛋白质组覆盖(>.2万个蛋白质),并实现了超高通量的工作流程,在500 SPD的方法中鉴定了>.2万个蛋白质,具有出色的重现性(Pairwise Pearson correlation >0.99)。这些进步使Orbitrap Astral Zoom MS成为测试条件下速度最快、灵敏度最高的仪器之一,显著提高了速度、灵敏度和可扩展性,为常规大规模蛋白质组学在临床研究和系统生物学中的应用铺平了道路。
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引用次数: 0
Circulating extracellular vesicle protein biomarkers for the early detection of high-grade serous ovarian cancer. 循环细胞外囊泡蛋白生物标志物早期检测高级别浆液性卵巢癌。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-08 DOI: 10.1016/j.mcpro.2026.101508
Sagar Rayamajhi, Jared Sipes, Bidii Ngala, Amrita Mitra, Meizhang Li, Camille V Trinidad, Wei Cui, Mohammod Mahmudur Rahman, Foyez Ahmmed, Leonidas E Bantis, Mihaela E Sardiu, Dennis W Province, Harsh B Pathak, Andrew K Godwin

Small extracellular vesicles (sEVs), lipid-bilayer delimited particles (50-200 nm) released by cells, are emerging as a promising class of liquid biopsy biomarkers for elusive cancers such as high-grade serous ovarian cancer (HGSOC). HGSOC originates from the fallopian tube (FT), progressing from p53 signatures to a precursor lesion known as serous tubal intraepithelial carcinoma (STIC). We hypothesize that sEVs contribute to ovarian cancer pathogenesis, carry cargo reflective of their site of origin, and serve as diagnostic biomarkers for early detection. To test this, we established a case-control cohort using archival plasma samples from 30 HGSOC patients (10 early-stage and 20 late-stage) and 40 healthy controls (HC). sEVs were enriched by size exclusion chromatography and profiled by liquid chromatography-tandem mass spectrometry (LC-MS/MS). Across all samples, 1,078 EV-associated proteins (exo-proteins) were identified, including 52 upregulated in early-stage HGSOC vs HC, and 59 upregulated in late-stage HGSOC vs healthy controls (HC) (log2FC>1, p-value<0.05). Upregulated EV-proteins were prioritized based on FT origin and tissue expression in STIC lesions. Seven candidate biomarkers (MYL6, GSTP1, TTYH3, PRDX6, MUC1, MYH14, and PTGS1) were validated by immunohistochemistry in FT tissue harboring STIC lesions and in HGSOC tissues, as well as by western blotting in FT/HGSOC cell-derived EVs. These findings suggest that circulating exo-proteins upregulated in early-stage cancer disease reflect precursor lesions. A four-protein combinatorial panel (MUC1, MYL6, TTYH3, GSTP1), selected using Akaike Information Criterion (AIC), yielded an AUC of 0.975 and 90% sensitivity at 95% specificity for distinguishing early-stage HGSOC vs HC. Additionally, increased MUC1 levels in circulating sEVs were confirmed by immunoassay (AUC = 0.840 for early-stage HGSOC vs HC; AUC = 0.860 for late-stage HGSOC vs HC, p-value<0.05). In summary, our sEV proteomic analysis of early-stage HGSOC reveals exo-biomarkers associated with early FT lesions, offering a promising avenue for detecting disease while it remains confined to the fallopian tube.

小细胞外囊泡(sev)是由细胞释放的脂质双分子层分隔颗粒(50- 200nm),正在成为一类有前途的液体活检生物标志物,用于治疗难以捉摸的癌症,如高级别浆液性卵巢癌(HGSOC)。HGSOC起源于输卵管(FT),从p53特征发展为称为浆液性输卵管上皮内癌(STIC)的前体病变。我们假设sev参与卵巢癌的发病机制,携带反映其起源部位的货物,并作为早期检测的诊断性生物标志物。为了验证这一点,我们建立了一个病例对照队列,使用了30例HGSOC患者(10例早期和20例晚期)和40例健康对照(HC)的存档血浆样本。sev通过粒径排除色谱富集,液相色谱-串联质谱(LC-MS/MS)分析。在所有样本中,鉴定出1,078个ev相关蛋白(外显蛋白),其中52个在早期HGSOC与HC中上调,59个在晚期HGSOC与健康对照(HC)中上调(log2FC>1, p值)
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引用次数: 0
Multiplexed Data-Independent Acquisition (mDIA) to Profile Extracellular Vesicle Proteomes. 多路数据独立采集(mDIA)分析细胞外囊泡蛋白质组。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-08 DOI: 10.1016/j.mcpro.2026.101507
Yi-Kai Liu, Nathaniel Miller, Marco Hadisurya, Zheng Zhang, W Andy Tao

Extracellular vesicles (EVs) have gained increasing attention with their intriguing biological functions and their molecular cargoes serving as potential biomarkers for various diseases, including cancers. A relatively lower abundance of EV proteins compared to cellular counterparts necessitates sensitive and accurate quantitative proteomic strategies. Multiplexed proteomics combined with data-independent acquisition (mDIA) has shown promise for improving sensitivity and quantification over traditional DDA and label-free methods. Despite this, mDIA pipelines that utilize various types of spectral libraries and search software suites have not been thoroughly evaluated with EV proteome samples. In this study, we aim to establish a robust mDIA pipeline based on dimethyl labeling for quantitative proteomics of EVs. EVs were isolated using the extracellular vesicle total recovery and purification (EVtrap) technique and processed directly through an on-bead one-pot sample preparation workflow to obtain digested peptides. We evaluated different mDIA pipelines, including library-free and library-based DIA on the timsTOF HT platform. Results showed that library-based DIA, with project-specific spectral libraries generated from StageTip-based fractionation, outperformed other pipelines in protein identification and quantification. We demonstrated for the first time EV proteome landscape changes caused by the IDH1 mutation and inhibitor treatment in intrahepatic cholangiocarcinoma, highlighting the utility of mDIA in EV-based biomarker discovery.

细胞外囊泡(EVs)因其有趣的生物学功能和作为多种疾病(包括癌症)潜在生物标志物的分子载体而受到越来越多的关注。相对于细胞对应物,相对较低丰度的EV蛋白需要敏感和准确的定量蛋白质组学策略。与传统的DDA和无标记方法相比,多路复用蛋白质组学与数据独立采集(mDIA)相结合显示出提高灵敏度和定量的希望。尽管如此,利用各种类型的光谱库和搜索软件套件的媒体学管道尚未与EV蛋白质组样本进行彻底评估。在这项研究中,我们的目标是建立一个强大的基于二甲基标记的培养基管道,用于电动汽车的定量蛋白质组学。利用细胞外囊泡全回收和纯化(EVtrap)技术分离ev,并通过一锅样品制备流程直接处理以获得消化肽。我们评估了不同的媒体管道,包括在timsTOF HT平台上的无库和基于库的DIA。结果表明,基于文库的DIA,以及基于stagetip的分离生成的项目特定谱库,在蛋白质鉴定和定量方面优于其他管道。我们首次证明了肝内胆管癌中IDH1突变和抑制剂治疗引起的肝内胆管癌蛋白质组景观变化,突出了mDIA在基于肝内胆管癌的生物标志物发现中的应用。
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引用次数: 0
Development of highly multiplex targeted proteomics assays in biofluids using a nominal mass ion trap mass spectrometer. 使用标称质量离子阱质谱计在生物流体中进行高度多重靶向蛋白质组学分析的发展。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-07 DOI: 10.1016/j.mcpro.2026.101506
Deanna L Plubell, Philip M Remes, Christine C Wu, Cristina C Jacob, Gennifer E Merrihew, Chris Hsu, Nick Shulman, Brendan X MacLean, Lilian Heil, Kathleen L Poston, Tom Montine, Michael J MacCoss

The development of targeted assays that monitor biomedically relevant proteins is an important step in bridging discovery experiments to large scale clinical studies. Targeted assays are currently unable to scale to hundreds or thousands of targets. We demonstrate the generation of large-scale assays using a novel hybrid nominal mass instrument. The scale of these assays is achievable with the StellarTM mass spectrometer through the accommodation of shifting retention times by real-time alignment, while being sensitive and fast enough to handle many concurrent targets. Assays were constructed using precursor information from gas-phase fractionated (GPF) data-independent acquisition (DIA). We demonstrate the ability to schedule methods from orbitrap and linear ion trap acquired GPF DIA library, and compare the quantification of a matrix-matched calibration curve from orbitrap DIA and linear ion trap parallel reaction monitoring (PRM). Two applications of these proposed workflows are shown with a cerebrospinal fluid (CSF) neurodegenerative disease protein PRM assay and with a Mag-Net enriched plasma extracellular vesicle (EV) protein survey PRM assay. In CSF, our assay targets proteins discovered previously to be associated with Alzheimer's disease in a small independent sample set. For the Mag-Net enriched plasma survey assay, we observe that proteins selected based on their measurement robustness are still able to capture differences in abundance across disease groups in a small sample set. These highlight the application of highly multiplex, targeted protein assays in clinical research.

开发监测生物医学相关蛋白的靶向检测是将发现实验与大规模临床研究联系起来的重要一步。靶向分析目前无法扩展到数百或数千个目标。我们演示了使用新型混合标称质量仪器进行大规模测定的方法。使用StellarTM质谱仪,通过实时校准调整保留时间,可以实现这些检测的规模,同时具有足够的灵敏度和速度,可以处理许多并发目标。利用气相分馏(GPF)数据独立采集(DIA)的前体信息构建检测。我们展示了从轨道阱和线性离子阱获得的GPF DIA库调度方法的能力,并比较了轨道阱DIA和线性离子阱平行反应监测(PRM)的矩阵匹配校准曲线的量化。这些提出的工作流程的两种应用是脑脊液(CSF)神经退行性疾病蛋白PRM测定和magnet富集的血浆细胞外囊泡(EV)蛋白调查PRM测定。在脑脊液中,我们的检测针对先前在一个小的独立样本集中发现的与阿尔茨海默病相关的蛋白质。对于Mag-Net富集血浆调查测定,我们观察到基于其测量稳健性选择的蛋白质仍然能够在小样本集中捕获疾病组之间的丰度差异。这些突出了在临床研究中高度多元的靶向蛋白检测的应用。
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引用次数: 0
Special Issue on Women in Proteomics. 《蛋白质组学中的女性》特刊。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-02 DOI: 10.1016/j.mcpro.2025.101483
Lan Huang, Anne-Claude Gavin, Jyoti S Choudhary
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引用次数: 0
Defining the proteome of sexually committed parasites in Plasmodium falciparum. 恶性疟原虫中有性行为寄生虫蛋白质组的定义。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-31 DOI: 10.1016/j.mcpro.2025.101505
Kannan Venugopal, Fiona Achcar, Witold E Wolski, Paolo Nanni, Leandro Lemgruber Soares, Gavin J Wright, Matthias Marti

Malaria transmission from humans to mosquitoes is essential to the parasite life cycle. In the human malaria parasite, Plasmodium falciparum, the rate of commitment to produce the sexual transmission stages, or gametocytes varies and is governed by genetic, epigenetic and environmental factors. The sexually committed parasite has so far remained elusive due to the lack of markers to efficiently isolate these parasites for subsequent functional studies including proteomic analysis of the isolated population. Here, we demonstrate that MSRP1 is a highly specific sexual commitment marker. Using this marker, we generated and validated reporter parasite lines for subsequent FACS-based isolation of sexually and asexually committed parasites. Proteomics of isolated parasites defined distinct protein signatures, including several merozoite surface proteins, indicating functional differences between the two parasite populations. This study provides a blueprint for systematic characterisation of the parasite stage at this crucial juncture in the life cycle.

从人到蚊子的疟疾传播对寄生虫的生命周期至关重要。在人类疟疾寄生虫恶性疟原虫(Plasmodium falciparum)中,产生性传播阶段或配子体的承诺率各不相同,受遗传、表观遗传和环境因素的控制。到目前为止,由于缺乏有效分离这些寄生虫的标记物,包括分离种群的蛋白质组学分析,因此性行为寄生虫仍然难以捉摸。在这里,我们证明MSRP1是一个高度特异性的性承诺标记。使用该标记,我们生成并验证了报告寄生虫系,以便随后基于facs分离有性和无性行为的寄生虫。分离的寄生虫的蛋白质组学定义了不同的蛋白质特征,包括几个merozoite表面蛋白,表明两个寄生虫种群之间的功能差异。这项研究为在生命周期的这个关键时刻系统地描述寄生虫阶段提供了蓝图。
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引用次数: 0
Special Issue: Celebrating the Career of Donald F. Hunt. 特刊:庆祝唐纳德·f·亨特的职业生涯。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-30 DOI: 10.1016/j.mcpro.2025.101468
Jeffrey Shabanowitz, Jennifer G Abelin
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引用次数: 0
Improved T cell surfaceomics by depleting intracellularly labelled dead cells. 通过消耗细胞内标记的死细胞改善T细胞表面组学。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-24 DOI: 10.1016/j.mcpro.2025.101503
Christofer Daniel Sánchez, Aswath Balakrishnan, Blake Krisko, Bulbul Ahmmed, Luna Witchey, Oceani Valenzuela, Minas Minasyan, Anthony Pak, Haik Mkhikian

Although the plasma membrane (PM) is among the most biologically important and therapeutically targeted cellular compartments, it is among the most challenging to faithfully capture using proteomic approaches. The quality of quantitative surfaceomics data depends heavily on the effectiveness of the cell surface enrichment used during sample preparation. Enrichment improves sensitivity for low abundance PM proteins and ensures that the changes detected reflect PM expression changes rather than whole cell changes. Cell surface biotinylation with PM-impermeable, amine-reactive reagents is a facile, accessible, and unbiased approach to enrich PM proteins. However, it results in unexpectedly high contamination with intracellular proteins, reducing its utility. We report that biotinylating human cells with amine-reactive reagents intracellularly labels a small but reproducible population of non-viable cells. Although these dead cells represent only 5±2% of the total, we find that in T cell preparations the dead cells account for 90% of labelled proteins. Depleting Annexin V positive dead T cells post-labelling removes ∼99% of the intracellularly labelled cells, resulting in markedly improved PM identifications, peptide counts, and iBAQ intensities. Correspondingly, we found substantial depletion of intracellular proteins, particularly of nuclear origin. Overall, the cumulative intensity of PM proteins increased from 4% to 55.8% with dead cell depletion. Finally, we demonstrate that immature ER/Golgi glycoforms of CD11a and CD18 are selectively removed by dead-cell depletion. We conclude that high intracellular labelling of non-viable cells is the major source of intracellular protein contaminants in amine-reactive surface enrichment methods and can be reduced by dead-cell depletion post-labelling, improving both the sensitivity and accuracy of plasma membrane proteomics.

虽然质膜(PM)是生物学上最重要和治疗上最靶向的细胞区室之一,但使用蛋白质组学方法忠实地捕获它是最具挑战性的。定量表面组学数据的质量在很大程度上取决于样品制备过程中使用的细胞表面富集的有效性。富集提高了对低丰度PM蛋白的敏感性,并确保检测到的变化反映了PM表达的变化,而不是整个细胞的变化。细胞表面生物素化与PM不渗透,胺反应试剂是一种简单,方便,公正的方法来丰富PM蛋白。然而,它会导致细胞内蛋白质的意外高污染,降低了它的效用。我们报告用胺反应试剂生物素化人类细胞在细胞内标记一个小但可复制的非活细胞群。虽然这些死亡细胞仅占总数的5±2%,但我们发现在T细胞制备中,死亡细胞占标记蛋白的90%。标记后消耗膜联蛋白V阳性死亡T细胞可去除约99%的细胞内标记细胞,从而显著提高PM鉴定、肽计数和iBAQ强度。相应地,我们发现细胞内蛋白,特别是核源蛋白大量耗竭。总的来说,随着死细胞的消耗,PM蛋白的累积强度从4%增加到55.8%。最后,我们证明了CD11a和CD18的未成熟ER/高尔基糖型可以通过死细胞耗尽选择性去除。我们得出结论,在胺反应性表面富集方法中,细胞内非活细胞的高标记是细胞内蛋白质污染物的主要来源,可以通过标记后的死细胞耗尽来减少,从而提高质膜蛋白质组学的灵敏度和准确性。
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引用次数: 0
Modanovo: A Unified Model for Post-Translational Modification-Aware de Novo Sequencing Using Experimental Spectra from In Vivo and Synthetic Peptides. Modanovo:使用体内和合成肽的实验光谱进行翻译后修饰感知从头测序的统一模型。
IF 5.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-24 DOI: 10.1016/j.mcpro.2025.101501
Daniela Klaproth-Andrade, Yanik Bruns, Wassim Gabriel, Christian Nix, Valter Bergant, Andreas Pichlmair, Mathias Wilhelm, Julien Gagneur

Post-translational modifications (PTMs) play a central role in cellular regulation and are implicated in numerous diseases. Database searching remains the standard for identifying modified peptides from tandem mass spectra, but is hindered by the combinatorial expansion of modification types and sites. De novo peptide sequencing offers an attractive alternative, yet existing methods remain limited to unmodified peptides or a narrow set of PTMs. Here, we curated a large dataset of spectra from endogenous and synthetic peptides from ProteomeTools spanning 19 biologically relevant amino acid-PTM combinations, covering phosphorylation, acetylation, and ubiquitination. We used this dataset to develop Modanovo, an extension of the Casanovo transformer architecture for de novo peptide sequencing. Modanovo achieved robust performance across these amino acid-PTM combinations (median area under the precision-coverage curve 0.92), while maintaining performance on unmodified peptides (0.93), nearly identical to Casanovo (0.94). The model outperformed π-PrimeNovo-PTM and InstaNovo-P and showed increased precision and complementarity to the database search tool MSFragger. Robustness was confirmed across independent datasets, particularly at peptide lengths frequently represented in the curated dataset. Applied to a phosphoproteomics dataset from monkeypox virus-infected cells, Modanovo recovered numerous confident peptides not reported by database search, including new viral phosphosites supported by spectral evidence, thereby demonstrating its complementarity to database-driven identification approaches. These results establish Modanovo as a broadly applicable model for comprehensive de novo sequencing of both modified and unmodified peptides.

翻译后修饰(ptm)在细胞调控中起着核心作用,并与许多疾病有关。数据库搜索仍然是从串联质谱中识别修饰肽的标准,但由于修饰类型和位点的组合扩展而受到阻碍。从头开始的肽测序提供了一个有吸引力的选择,但现有的方法仍然局限于未修饰的肽或一组狭窄的ptm。在这里,我们整理了一个来自ProteomeTools的内源性和合成肽的大型光谱数据集,涵盖了19种生物相关的氨基酸- ptm组合,包括磷酸化、乙酰化和泛素化。我们使用该数据集开发了Modanovo,这是Casanovo转换器架构的扩展,用于从头开始的肽测序。Modanovo在这些氨基酸- ptm组合上取得了良好的性能(精度覆盖曲线下的中位数面积为0.92),同时在未修饰的肽上保持了良好的性能(0.93),几乎与Casanovo(0.94)相同。该模型优于π-PrimeNovo-PTM和InstaNovo-P,与数据库搜索工具MSFragger相比具有更高的精度和互补性。鲁棒性在独立数据集中得到了证实,特别是在策划数据集中经常表示的肽长度。应用于猴痘病毒感染细胞的磷酸化蛋白质组学数据集,Modanovo恢复了许多数据库搜索未报告的可靠肽,包括谱证据支持的新病毒磷酸化位点,从而证明了其与数据库驱动的鉴定方法的互补性。这些结果建立了Modanovo作为一个广泛适用于修饰和未修饰肽的全面从头测序的模型。
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引用次数: 0
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Molecular & Cellular Proteomics
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