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1.
Cell ; 187(15): 3953-3972.e26, 2024 Jul 25.
Artigo em Inglês | MEDLINE | ID: mdl-38917789

RESUMO

Spatial transcriptomics (ST) methods unlock molecular mechanisms underlying tissue development, homeostasis, or disease. However, there is a need for easy-to-use, high-resolution, cost-efficient, and 3D-scalable methods. Here, we report Open-ST, a sequencing-based, open-source experimental and computational resource to address these challenges and to study the molecular organization of tissues in 2D and 3D. In mouse brain, Open-ST captured transcripts at subcellular resolution and reconstructed cell types. In primary head-and-neck tumors and patient-matched healthy/metastatic lymph nodes, Open-ST captured the diversity of immune, stromal, and tumor populations in space, validated by imaging-based ST. Distinct cell states were organized around cell-cell communication hotspots in the tumor but not the metastasis. Strikingly, the 3D reconstruction and multimodal analysis of the metastatic lymph node revealed spatially contiguous structures not visible in 2D and potential biomarkers precisely at the 3D tumor/lymph node boundary. All protocols and software are available at https://rajewsky-lab.github.io/openst.


Assuntos
Imageamento Tridimensional , Transcriptoma , Animais , Camundongos , Humanos , Transcriptoma/genética , Imageamento Tridimensional/métodos , Software , Perfilação da Expressão Gênica/métodos , Linfonodos/patologia , Linfonodos/metabolismo , Neoplasias de Cabeça e Pescoço/genética , Neoplasias de Cabeça e Pescoço/patologia , Encéfalo/metabolismo , Camundongos Endogâmicos C57BL , Metástase Linfática , Feminino
2.
Cell ; 187(2): 464-480.e10, 2024 01 18.
Artigo em Inglês | MEDLINE | ID: mdl-38242088

RESUMO

Primary open-angle glaucoma (POAG), the leading cause of irreversible blindness worldwide, disproportionately affects individuals of African ancestry. We conducted a genome-wide association study (GWAS) for POAG in 11,275 individuals of African ancestry (6,003 cases; 5,272 controls). We detected 46 risk loci associated with POAG at genome-wide significance. Replication and post-GWAS analyses, including functionally informed fine-mapping, multiple trait co-localization, and in silico validation, implicated two previously undescribed variants (rs1666698 mapping to DBF4P2; rs34957764 mapping to ROCK1P1) and one previously associated variant (rs11824032 mapping to ARHGEF12) as likely causal. For individuals of African ancestry, a polygenic risk score (PRS) for POAG from our mega-analysis (African ancestry individuals) outperformed a PRS from summary statistics of a much larger GWAS derived from European ancestry individuals. This study quantifies the genetic architecture similarities and differences between African and non-African ancestry populations for this blinding disease.


Assuntos
Estudo de Associação Genômica Ampla , Glaucoma de Ângulo Aberto , Humanos , Predisposição Genética para Doença , Glaucoma de Ângulo Aberto/genética , População Negra/genética , Polimorfismo de Nucleotídeo Único/genética
3.
Cell ; 184(20): 5151-5162.e11, 2021 09 30.
Artigo em Inglês | MEDLINE | ID: mdl-34520724

RESUMO

The heartbeat is initiated by voltage-gated sodium channel NaV1.5, which opens rapidly and triggers the cardiac action potential; however, the structural basis for pore opening remains unknown. Here, we blocked fast inactivation with a mutation and captured the elusive open-state structure. The fast inactivation gate moves away from its receptor, allowing asymmetric opening of pore-lining S6 segments, which bend and rotate at their intracellular ends to dilate the activation gate to ∼10 Å diameter. Molecular dynamics analyses predict physiological rates of Na+ conductance. The open-state pore blocker propafenone binds in a high-affinity pose, and drug-access pathways are revealed through the open activation gate and fenestrations. Comparison with mutagenesis results provides a structural map of arrhythmia mutations that target the activation and fast inactivation gates. These results give atomic-level insights into molecular events that underlie generation of the action potential, open-state drug block, and fast inactivation of cardiac sodium channels, which initiate the heartbeat.


Assuntos
Canal de Sódio Disparado por Voltagem NAV1.5/química , Canal de Sódio Disparado por Voltagem NAV1.5/metabolismo , Animais , Arritmias Cardíacas/genética , Microscopia Crioeletrônica , Células HEK293 , Frequência Cardíaca/efeitos dos fármacos , Humanos , Ativação do Canal Iônico , Modelos Moleculares , Simulação de Dinâmica Molecular , Mutação/genética , Miocárdio , Canal de Sódio Disparado por Voltagem NAV1.5/isolamento & purificação , Canal de Sódio Disparado por Voltagem NAV1.5/ultraestrutura , Propafenona/farmacologia , Conformação Proteica , Ratos , Sódio/metabolismo , Fatores de Tempo , Água/química
4.
Cell ; 184(7): 1661-1670, 2021 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-33798439

RESUMO

When it comes to precision oncology, proteogenomics may provide better prospects to the clinical characterization of tumors, help make a more accurate diagnosis of cancer, and improve treatment for patients with cancer. This perspective describes the significant contributions of The Cancer Genome Atlas and the Clinical Proteomic Tumor Analysis Consortium to precision oncology and makes the case that proteogenomics needs to be fully integrated into clinical trials and patient care in order for precision oncology to deliver the right cancer treatment to the right patient at the right dose and at the right time.


Assuntos
Neoplasias/diagnóstico , Proteogenômica/métodos , Bases de Dados Genéticas , Descoberta de Drogas , Estudos de Associação Genética , Humanos , Neoplasias/genética , Neoplasias/terapia , Medicina de Precisão
5.
Cell ; 178(5): 1245-1259.e14, 2019 08 22.
Artigo em Inglês | MEDLINE | ID: mdl-31402174

RESUMO

Small proteins are traditionally overlooked due to computational and experimental difficulties in detecting them. To systematically identify small proteins, we carried out a comparative genomics study on 1,773 human-associated metagenomes from four different body sites. We describe >4,000 conserved protein families, the majority of which are novel; ∼30% of these protein families are predicted to be secreted or transmembrane. Over 90% of the small protein families have no known domain and almost half are not represented in reference genomes. We identify putative housekeeping, mammalian-specific, defense-related, and protein families that are likely to be horizontally transferred. We provide evidence of transcription and translation for a subset of these families. Our study suggests that small proteins are highly abundant and those of the human microbiome, in particular, may perform diverse functions that have not been previously reported.


Assuntos
Microbiota , Proteínas/metabolismo , Sequência de Aminoácidos , Comunicação Celular , Interações Hospedeiro-Patógeno , Humanos , Metagenoma , Fases de Leitura Aberta/genética , Proteínas/química , Proteínas Ribossômicas/química , Proteínas Ribossômicas/metabolismo , Alinhamento de Sequência
6.
Cell ; 171(5): 994-1000, 2017 Nov 16.
Artigo em Inglês | MEDLINE | ID: mdl-29149615

RESUMO

Eukaryotic translation is tightly regulated to ensure that protein production occurs at the right time and place. Recent studies on abnormal repeat proteins, especially in age-dependent neurodegenerative diseases caused by nucleotide repeat expansion, have highlighted or identified two forms of unconventional translation initiation: usage of AUG-like sites (near cognates) or repeat-associated non-AUG (RAN) translation. We discuss how repeat proteins may differ due to not just unconventional initiation, but also ribosomal frameshifting and/or imperfect repeat DNA replication, expansion, and repair, and we highlight how research on translation of repeats may uncover insights into the biology of translation and its contribution to disease.


Assuntos
Doenças Neurodegenerativas/genética , Biossíntese de Proteínas , Animais , Códon de Iniciação , Mudança da Fase de Leitura do Gene Ribossômico , Humanos , Doenças Neurodegenerativas/metabolismo , Fases de Leitura Aberta , Sequências Reguladoras de Ácido Ribonucleico , Expansão das Repetições de Trinucleotídeos
7.
Mol Cell ; 82(13): 2427-2442.e4, 2022 07 07.
Artigo em Inglês | MEDLINE | ID: mdl-35597238

RESUMO

The voltage-gated ion channel activity depends on both activation (transition from the resting state to the open state) and inactivation. Inactivation is a self-restraint mechanism to limit ion conduction and is as crucial to membrane excitability as activation. Inactivation can occur when the channel is open or closed. Although open-state inactivation is well understood, the molecular basis of closed-state inactivation has remained elusive. We report cryo-EM structures of human KV4.2 channel complexes in inactivated, open, and closed states. Closed-state inactivation of KV4 involves an unprecedented symmetry breakdown for pore closure by only two of the four S4-S5 linkers, distinct from known mechanisms of open-state inactivation. We further capture KV4 in a putative resting state, revealing how voltage sensor movements control the pore. Moreover, our structures provide insights regarding channel modulation by KChIP2 and DPP6 auxiliary subunits. Our findings elucidate mechanisms of closed-state inactivation and voltage-dependent activation of the KV4 channel.


Assuntos
Ativação do Canal Iônico , Canais de Potássio Shal , Humanos , Ativação do Canal Iônico/fisiologia , Cinética , Potenciais da Membrana/fisiologia , Canais de Potássio Shal/genética , Canais de Potássio Shal/metabolismo
8.
Genes Dev ; 36(11-12): 718-736, 2022 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-35772791

RESUMO

Centrosomes are microtubule-organizing centers comprised of a pair of centrioles and the surrounding pericentriolar material. Abnormalities in centriole number are associated with cell division errors and can contribute to diseases such as cancer. Centriole duplication is limited to once per cell cycle and is controlled by the dosage-sensitive Polo-like kinase 4 (PLK4). Here, we show that PLK4 abundance is translationally controlled through conserved upstream open reading frames (uORFs) in the 5' UTR of the mRNA. Plk4 uORFs suppress Plk4 translation and prevent excess protein synthesis. Mice with homozygous knockout of Plk4 uORFs (Plk4 Δu/Δu ) are viable but display dramatically reduced fertility because of a significant depletion of primordial germ cells (PGCs). The remaining PGCs in Plk4 Δu/Δu mice contain extra centrioles and display evidence of increased mitotic errors. PGCs undergo hypertranscription and have substantially more Plk4 mRNA than somatic cells. Reducing Plk4 mRNA levels in mice lacking Plk4 uORFs restored PGC numbers and fully rescued fertility. Together, our data uncover a specific requirement for uORF-dependent control of PLK4 translation in counterbalancing the increased Plk4 transcription in PGCs. Thus, uORF-mediated translational suppression of PLK4 has a critical role in preventing centriole amplification and preserving the genomic integrity of future gametes.


Assuntos
Proteínas de Ciclo Celular , Centríolos , Animais , Ciclo Celular , Proteínas de Ciclo Celular/genética , Proteínas de Ciclo Celular/metabolismo , Centríolos/genética , Centríolos/metabolismo , Células Germinativas/metabolismo , Camundongos , Fases de Leitura Aberta/genética , RNA Mensageiro/genética , RNA Mensageiro/metabolismo
9.
Genes Dev ; 36(11-12): 647-649, 2022 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-35835509

RESUMO

Polo-like kinase 4 (Plk4) is the master regulator of centriole assembly. Several evolutionarily conserved mechanisms strictly regulate Plk4 abundance and activity to ensure cells maintain a proper number of centrioles. In this issue of Genes & Development, Phan et al. (pp. 718-736) add to this growing list by describing a new mechanism of control that restricts Plk4 translation through competitive ribosome binding at upstream open reading frames (uORFs) in the mature Plk4 mRNA. Fascinatingly, this mechanism is especially critical in the development of primordial germ cells in mice that are transcriptionally hyperactive and thus exquisitely sensitive to Plk4 mRNA regulation.


Assuntos
Proteínas de Ciclo Celular , Centríolos , Animais , Ciclo Celular/fisiologia , Proteínas de Ciclo Celular/genética , Proteínas de Ciclo Celular/metabolismo , Centríolos/metabolismo , Camundongos , RNA Mensageiro/genética , RNA Mensageiro/metabolismo
10.
Mol Cell ; 81(21): 4493-4508.e9, 2021 11 04.
Artigo em Inglês | MEDLINE | ID: mdl-34555354

RESUMO

Initiation is the rate-limiting step in translation, and its dysregulation is vital for carcinogenesis, including hematopoietic malignancy. Thus, discovery of novel translation initiation regulators may provide promising therapeutic targets. Here, combining Ribo-seq, mass spectrometry, and RNA-seq datasets, we discovered an oncomicropeptide, APPLE (a peptide located in ER), encoded by a non-coding RNA transcript in acute myeloid leukemia (AML). APPLE is overexpressed in various subtypes of AML and confers a poor prognosis. The micropeptide is enriched in ribosomes and regulates the initiation step to enhance translation and to maintain high rates of oncoprotein synthesis. Mechanically, APPLE promotes PABPC1-eIF4G interaction and facilitates mRNA circularization and eIF4F initiation complex assembly to support a specific pro-cancer translation program. Targeting APPLE exhibited broad anti-cancer effects in vitro and in vivo. This study not only reports a previously unknown function of micropeptides but also provides new opportunities for targeting the translation machinery in cancer cells.


Assuntos
Fator de Iniciação 4F em Eucariotos/química , Fator de Iniciação Eucariótico 4G/metabolismo , Neoplasias Hematológicas/metabolismo , Peptídeos/química , Biossíntese de Proteínas , Animais , Progressão da Doença , Genoma Humano , Células HEK293 , Humanos , Masculino , Camundongos , Camundongos Endogâmicos NOD , Camundongos SCID , Fases de Leitura Aberta , Polirribossomos/química , RNA Mensageiro/metabolismo , RNA não Traduzido/metabolismo , Proteínas de Ligação a RNA/genética , Ribossomos/metabolismo , Sensibilidade e Especificidade , Resultado do Tratamento
11.
Mol Cell ; 78(2): 275-288.e6, 2020 04 16.
Artigo em Inglês | MEDLINE | ID: mdl-32160514

RESUMO

Transcription initiation requires formation of the open promoter complex (RPo). To generate RPo, RNA polymerase (RNAP) unwinds the DNA duplex to form the transcription bubble and loads the DNA into the RNAP active site. RPo formation is a multi-step process with transient intermediates of unknown structure. We use single-particle cryoelectron microscopy to visualize seven intermediates containing Escherichia coli RNAP with the transcription factor TraR en route to forming RPo. The structures span the RPo formation pathway from initial recognition of the duplex promoter in a closed complex to the final RPo. The structures and supporting biochemical data define RNAP and promoter DNA conformational changes that delineate steps on the pathway, including previously undetected transient promoter-RNAP interactions that contribute to populating the intermediates but do not occur in RPo. Our work provides a structural basis for understanding RPo formation and its regulation, a major checkpoint in gene expression throughout evolution.


Assuntos
RNA Polimerases Dirigidas por DNA/genética , Regiões Promotoras Genéticas/genética , RNA Bacteriano/genética , Iniciação da Transcrição Genética , Microscopia Crioeletrônica , RNA Polimerases Dirigidas por DNA/química , Escherichia coli/genética , Conformação de Ácido Nucleico , Ligação Proteica/genética , Conformação Proteica
12.
Development ; 151(8)2024 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-38657972

RESUMO

Advances in fluorescence microscopy and tissue-clearing have revolutionised 3D imaging of fluorescently labelled tissues, organs and embryos. However, the complexity and high cost of existing software and computing solutions limit their widespread adoption, especially by researchers with limited resources. Here, we present Acto3D, an open-source software, designed to streamline the generation and analysis of high-resolution 3D images of targets labelled with multiple fluorescent probes. Acto3D provides an intuitive interface for easy 3D data import and visualisation. Although Acto3D offers straightforward 3D viewing, it performs all computations explicitly, giving users detailed control over the displayed images. Leveraging an integrated graphics processing unit, Acto3D deploys all pixel data to system memory, reducing visualisation latency. This approach facilitates accurate image reconstruction and efficient data processing in 3D, eliminating the need for expensive high-performance computers and dedicated graphics processing units. We have also introduced a method for efficiently extracting lumen structures in 3D. We have validated Acto3D by imaging mouse embryonic structures and by performing 3D reconstruction of pharyngeal arch arteries while preserving fluorescence information. Acto3D is a cost-effective and efficient platform for biological research.


Assuntos
Imageamento Tridimensional , Software , Imageamento Tridimensional/métodos , Animais , Camundongos , Microscopia de Fluorescência/métodos , Imagem Óptica/métodos , Processamento de Imagem Assistida por Computador/métodos , Embrião de Mamíferos/diagnóstico por imagem
13.
Proc Natl Acad Sci U S A ; 121(15): e2318425121, 2024 Apr 09.
Artigo em Inglês | MEDLINE | ID: mdl-38557182

RESUMO

Corrugated packaging for express grew by 90 times to 16.5 Mt y-1 in China, where 81% of recent global express delivery growth occurred. However, the environmental impacts of production, usage, disposal, and recycling of corrugated boxes under the entire supply chain remain unclear. Here, we estimate the magnitudes, drivers, and mitigation potentials of cradle-to-grave life-cycle carbon footprint (CF) and three colors of water footprints (WFs) for corrugated cardboard packaging in China. Over 2007 to 2021, CF, blue and gray WFs per unit package decreased by 45%, 60%, and 84%, respectively, while green WF increased by 23% with growing imports of virgin pulp and China's waste ban. National total CF and WFs were 21 to 102 folded with the scale effects. Only a combination of the supply chain reconstruction, lighter single-piece packaging, and increased recycling rate can possibly reduce the environmental footprints by 24 to 44% by 2035.


Assuntos
Carbono , Água , Pegada de Carbono , Reciclagem , China
14.
Crit Rev Biochem Mol Biol ; : 1-15, 2024 May 22.
Artigo em Inglês | MEDLINE | ID: mdl-38778580

RESUMO

Chromatin is densely packed with nucleosomes, which limits the accessibility of many chromatin-associated proteins. Pioneer factors (PFs) are usually viewed as a special group of sequence-specific transcription factors (TFs) that can recognize nucleosome-embedded motifs, invade compact chromatin, and generate open chromatin regions. Through this process, PFs initiate a cascade of events that play key roles in gene regulation and cell differentiation. A current debate in the field is if PFs belong to a unique subset of TFs with intrinsic "pioneering activity", or if all TFs have the potential to function as PFs within certain cellular contexts. There are also different views regarding the key feature(s) that define pioneering activity. In this review, we present evidence from the literature related to these alternative views and discuss how to potentially reconcile them. It is possible that both intrinsic properties, like tight nucleosome binding and structural compatibility, and cellular conditions, like concentration and co-factor availability, are important for PF function.

15.
Hum Mol Genet ; 33(R1): R53-R60, 2024 May 22.
Artigo em Inglês | MEDLINE | ID: mdl-38280230

RESUMO

Human mitochondrial DNA is one of the most simplified cellular genomes and facilitates compartmentalized gene expression. Within the organelle, there is no physical barrier to separate transcription and translation, nor is there evidence that quality control surveillance pathways are active to prevent translation on faulty mRNA transcripts. Mitochondrial ribosomes synthesize 13 hydrophobic proteins that require co-translational insertion into the inner membrane of the organelle. To maintain the integrity of the inner membrane, which is essential for organelle function, requires responsive quality control mechanisms to recognize aberrations in protein synthesis. In this review, we explore how defects in mitochondrial protein synthesis can arise due to the culmination of inherent mistakes that occur throughout the steps of gene expression. In turn, we examine the stepwise series of quality control processes that are needed to eliminate any mistakes that would perturb organelle homeostasis. We aim to provide an integrated view on the quality control mechanisms of mitochondrial protein synthesis and to identify promising avenues for future research.


Assuntos
Mitocôndrias , Proteínas Mitocondriais , Biossíntese de Proteínas , Humanos , Proteínas Mitocondriais/genética , Proteínas Mitocondriais/metabolismo , Mitocôndrias/metabolismo , Mitocôndrias/genética , DNA Mitocondrial/genética , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Ribossomos Mitocondriais/metabolismo , Animais
16.
Annu Rev Genomics Hum Genet ; 24: 369-391, 2023 08 25.
Artigo em Inglês | MEDLINE | ID: mdl-36791787

RESUMO

The Human Cell Atlas (HCA) is striving to build an open community that is inclusive of all researchers adhering to its principles and as open as possible with respect to data access and use. However, open data sharing can pose certain challenges. For instance, being a global initiative, the HCA must contend with a patchwork of local and regional privacy rules. A notable example is the implementation of the European Union General Data Protection Regulation (GDPR), which caused some concern in the biomedical and genomic data-sharing community. We examine how the HCA's large, international group of researchers is investing tremendous efforts into ensuring appropriate sharing of data. We describe the HCA's objectives and governance, how it defines open data sharing, and ethico-legal challenges encountered early in its development; in particular, we describe the challenges prompted by the GDPR. Finally, we broaden the discussion to address tools and strategies that can be used to address ethical data governance.


Assuntos
Aminas , Ascomicetos , Humanos , Impulso (Psicologia) , União Europeia , Segurança Computacional
17.
EMBO J ; 41(12): e109460, 2022 06 14.
Artigo em Inglês | MEDLINE | ID: mdl-35491809

RESUMO

PINK1 and parkin constitute a mitochondrial quality control system mutated in Parkinson's disease. PINK1, a kinase, phosphorylates ubiquitin to recruit parkin, an E3 ubiquitin ligase, to mitochondria. PINK1 controls both parkin localization and activity through phosphorylation of both ubiquitin and the ubiquitin-like (Ubl) domain of parkin. Here, we observed that phospho-ubiquitin can bind to two distinct sites on parkin, a high-affinity site on RING1 that controls parkin localization and a low-affinity site on RING0 that releases parkin autoinhibition. Surprisingly, ubiquitin vinyl sulfone assays, ITC, and NMR titrations showed that the RING0 site has higher affinity for phospho-ubiquitin than phosphorylated Ubl in trans. We observed parkin activation by micromolar concentrations of tetra-phospho-ubiquitin chains that mimic mitochondria bearing multiple phosphorylated ubiquitins. A chimeric form of parkin with the Ubl domain replaced by ubiquitin was readily activated by PINK1 phosphorylation. In all cases, mutation of the binding site on RING0 abolished parkin activation. The feedforward mechanism of parkin activation confers robustness and rapidity to the PINK1-parkin pathway and likely represents an intermediate step in its evolutionary development.


Assuntos
Proteínas Quinases , Ubiquitina-Proteína Ligases , Fosforilação/genética , Domínios Proteicos , Proteínas Quinases/genética , Proteínas Quinases/metabolismo , Ubiquitina/metabolismo , Ubiquitina-Proteína Ligases/metabolismo
18.
Development ; 150(6)2023 03 15.
Artigo em Inglês | MEDLINE | ID: mdl-36846898

RESUMO

Gene expression regulation in eukaryotes is a multi-level process, including transcription, mRNA translation and protein turnover. Many studies have reported sophisticated transcriptional regulation during neural development, but the global translational dynamics are still ambiguous. Here, we differentiate human embryonic stem cells (ESCs) into neural progenitor cells (NPCs) with high efficiency and perform ribosome sequencing and RNA sequencing on both ESCs and NPCs. Data analysis reveals that translational controls engage in many crucial pathways and contribute significantly to regulation of neural fate determination. Furthermore, we show that the sequence characteristics of the untranslated region (UTR) might regulate translation efficiency. Specifically, genes with short 5'UTR and intense Kozak sequence are associated with high translation efficiency in human ESCs, whereas genes with long 3'UTR are related to high translation efficiency in NPCs. In addition, we have identified four biasedly used codons (GAC, GAT, AGA and AGG) and dozens of short open reading frames during neural progenitor differentiation. Thus, our study reveals the translational landscape during early human neural differentiation and provides insights into the regulation of cell fate determination at the translational level.


Assuntos
Biossíntese de Proteínas , Ribossomos , Humanos , Ribossomos/metabolismo , Regulação da Expressão Gênica , Diferenciação Celular/genética , Regiões 5' não Traduzidas/genética , Fases de Leitura Aberta
19.
Brief Bioinform ; 25(2)2024 Jan 22.
Artigo em Inglês | MEDLINE | ID: mdl-38324622

RESUMO

Liquid chromatography coupled with high-resolution mass spectrometry data-independent acquisition (LC-HRMS/DIA), including MSE, enable comprehensive metabolomics analyses though they pose challenges for data processing with automatic annotation and molecular networking (MN) implementation. This motivated the present proposal, in which we introduce DIA-IntOpenStream, a new integrated workflow combining open-source software to streamline MSE data handling. It provides 'in-house' custom database construction, allows the conversion of raw MSE data to a universal format (.mzML) and leverages open software (MZmine 3 and MS-DIAL) all advantages for confident annotation and effective MN data interpretation. This pipeline significantly enhances the accessibility, reliability and reproducibility of complex MSE/DIA studies, overcoming previous limitations of proprietary software and non-universal MS data formats that restricted integrative analysis. We demonstrate the utility of DIA-IntOpenStream with two independent datasets: dataset 1 consists of new data from 60 plant extracts from the Ocotea genus; dataset 2 is a publicly available actinobacterial extract spiked with authentic standard for detailed comparative analysis with existing methods. This user-friendly pipeline enables broader adoption of cutting-edge MS tools and provides value to the scientific community. Overall, it holds promise for speeding up metabolite discoveries toward a more collaborative and open environment for research.


Assuntos
Metabolômica , Software , Reprodutibilidade dos Testes , Fluxo de Trabalho , Metabolômica/métodos , Espectrometria de Massas/métodos , Cromatografia Líquida/métodos
20.
Brief Bioinform ; 25(5)2024 Jul 25.
Artigo em Inglês | MEDLINE | ID: mdl-39073828

RESUMO

Recent advances in single-cell technologies enable the rapid growth of multi-omics data. Cell type annotation is one common task in analyzing single-cell data. It is a challenge that some cell types in the testing set are not present in the training set (i.e. unknown cell types). Most scATAC-seq cell type annotation methods generally assign each cell in the testing set to one known type in the training set but neglect unknown cell types. Here, we present OVAAnno, an automatic cell types annotation method which utilizes open-set domain adaptation to detect unknown cell types in scATAC-seq data. Comprehensive experiments show that OVAAnno successfully identifies known and unknown cell types. Further experiments demonstrate that OVAAnno also performs well on scRNA-seq data. Our codes are available online at https://github.com/lisaber/OVAAnno/tree/master.


Assuntos
Cromatina , Análise de Célula Única , Análise de Célula Única/métodos , Cromatina/metabolismo , Cromatina/genética , Humanos , Software , Biologia Computacional/métodos , Algoritmos , Animais
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