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1.
bioRxiv ; 2024 Aug 20.
Article in English | MEDLINE | ID: mdl-39229041

ABSTRACT

Epigenetic dysregulation is widespread in cancer. However, the specific epigenetic regulators and the processes they control to drive cancer phenotypes are poorly understood. Here, we employed a novel, scalable and high-throughput in vivo method to perform iterative functional screens of over 250 epigenetic regulatory genes within autochthonous oncogenic KRAS-driven lung tumors. We identified multiple novel epigenetic tumor suppressor and tumor dependency genes. We show that a specific HBO1 complex and the MLL1 complex are among the most impactful tumor suppressive epigenetic regulators in lung. The histone modifications generated by the HBO1 complex are frequently absent or reduced in human lung adenocarcinomas. The HBO1 and MLL1 complexes regulate chromatin accessibility of shared genomic regions, lineage fidelity and the expression of canonical tumor suppressor genes. The HBO1 and MLL1 complexes are epistatic during lung tumorigenesis, and their functional correlation is conserved in human cancer cell lines. Together, these results demonstrate the value of quantitative methods to generate a phenotypic roadmap of epigenetic regulatory genes in tumorigenesis in vivo .

2.
bioRxiv ; 2024 Aug 23.
Article in English | MEDLINE | ID: mdl-39229103

ABSTRACT

IFN-γ-producing CD4 + T cells are required for protection against lethal Mycobacterium tuberculosis ( Mtb ) infections. However, the ability of CD4 + T cells to suppress Mtb growth cannot be fully explained by IFN-γ or other known T cell products. In this study, we show that CD4 + T cell-derived IFN-γ promoted the recruitment of monocyte-derived macrophages (MDMs) to the lungs of Mtb -infected mice. Although the recruited MDMs became quickly and preferentially infected with Mtb , CD4 + T cells rapidly disinfected the MDMs. Clearance of Mtb from MDMs was not explained by IFN-γ, but rather by MHCII-mediated cognate interactions with CD4 + T cells. These interactions promoted MDM expression of glycolysis genes essential for Mtb control. Thus, by recruiting MDMs, CD4 + T cells initiate a cycle of bacterial phagocytosis, Mtb antigen presentation and disinfection in an attempt to clear the bacteria from the lungs.

3.
Fam Process ; 2024 Sep 14.
Article in English | MEDLINE | ID: mdl-39275888

ABSTRACT

Scholars are increasingly recognizing that substantial gender heterogeneity exists among transgender populations; that is, gender identities that defy the ubiquitous binary categories of male and female. However, the developing research base on the families of transgender adults focuses almost exclusively on the family members of transgender persons with binary gender identities, a noteworthy shortcoming considering the prevalence of nonbinary gender identities among transgender populations and the pervasive assumption that only two genders exist. To address this gap, the current study sought to uncover how the parents of transgender adults with nonbinary gender identities come to understand, make sense of, and negotiate nonbinary gender identities in their families. Fourteen parents-12 mothers and 2 fathers-completed in-depth, semi-structured interviews, and the collected data were analyzed using reflexive thematic analysis. Analyses generated three broad themes that best-described these parents' experience with their child's gender, which was heavily shaped by the pervasiveness of cisnormativity: (a) varied attempts to understand nonbinary gender; (b) a nonbinary "double-edged sword"; and (c) familial resilience. Directions for future research, clinical practice, and policy change are discussed, including the therapeutic benefit of dialectical thinking and the need for legislation that legally affirms and protects nonbinary persons.

4.
Anal Chem ; 96(37): 14715-14719, 2024 Sep 17.
Article in English | MEDLINE | ID: mdl-39229957

ABSTRACT

Polymer conjugation has risen in importance over the past three decades as a means of increasing the in vivo half-life of biotherapeutics, with benefits including better stability, greater drug efficacy, and lower toxicity. However, the intrinsic variability of polymer synthesis results in products with broad distributions in chain length and branching structure, complicating quality control for successful functionalization and downstream conjugation. Frequently, a combination of several analytical techniques is required for comprehensive characterization. While liquid chromatography-mass spectrometry (LC-MS) is a powerful platform that can provide detailed molecular features of polymers, the mass spectra are inherently challenging to interpret due to high mass polydispersity and overlapping charge distributions. Here, by leveraging Fourier transform-based deconvolution and macromolecular mass defect analysis, we demonstrate a new way to streamline pharmaceutical polymer analysis, shedding light on polymer size, composition, branching, and end-group functionalization with the capability for reaction monitoring.


Subject(s)
Fourier Analysis , Mass Spectrometry , Polymers , Polymers/chemistry , Mass Spectrometry/methods , Chromatography, Liquid/methods , Macromolecular Substances/chemistry , Molecular Weight , Liquid Chromatography-Mass Spectrometry
5.
Nat Commun ; 15(1): 7615, 2024 Sep 02.
Article in English | MEDLINE | ID: mdl-39223133

ABSTRACT

While multiple factors impact disease, artificial intelligence (AI) studies in medicine often use small, non-diverse patient cohorts due to data sharing and privacy issues. Federated learning (FL) has emerged as a solution, enabling training across hospitals without direct data sharing. Here, we present FL-PedBrain, an FL platform for pediatric posterior fossa brain tumors, and evaluate its performance on a diverse, realistic, multi-center cohort. Pediatric brain tumors were targeted due to the scarcity of such datasets, even in tertiary care hospitals. Our platform orchestrates federated training for joint tumor classification and segmentation across 19 international sites. FL-PedBrain exhibits less than a 1.5% decrease in classification and a 3% reduction in segmentation performance compared to centralized data training. FL boosts segmentation performance by 20 to 30% on three external, out-of-network sites. Finally, we explore the sources of data heterogeneity and examine FL robustness in real-world scenarios with data imbalances.


Subject(s)
Artificial Intelligence , Brain Neoplasms , Humans , Child , Brain Neoplasms/diagnostic imaging , Brain Neoplasms/pathology , Adolescent , Female , Male , Child, Preschool , Information Dissemination/methods
6.
bioRxiv ; 2024 Sep 19.
Article in English | MEDLINE | ID: mdl-39345383

ABSTRACT

Conventional genome editing tools rely on DNA double-strand breaks (DSBs) and host recombination proteins to achieve large insertions, resulting in a heterogeneous mixture of undesirable editing outcomes. We recently leveraged a type I-F CRISPR-associated transposase (CAST) from the Pseudoalteromonas Tn 7016 transposon ( Pse CAST) for DSB-free, RNA-guided DNA integration in human cells, taking advantage of its programmability and large payload capacity. Pse CAST is the only characterized CAST system that has achieved human genomic DNA insertions, but multiple lines of evidence suggest that DNA binding may be a critical bottleneck that limits high-efficiency activity. Here we report structural determinants of target DNA recognition by the Pse CAST QCascade complex using single-particle cryogenic electron microscopy (cryoEM), which revealed novel subtype-specific interactions and RNA-DNA heteroduplex features. By combining our structural data with target DNA library screens and rationally engineered protein mutations, we uncovered CAST variants that exhibit increased integration efficiency and modified PAM stringency. Structure predictions of key interfaces in the transpososome holoenzyme also revealed opportunities for the design of hybrid CASTs, which we leveraged to build chimeric systems that combine high-activity DNA binding and DNA integration modules. Collectively, our work provides unique structural insights into type I-F CAST systems while showcasing multiple diverse strategies to investigate and engineer new RNA-guided transposase architectures for human genome editing applications.

7.
bioRxiv ; 2024 Sep 05.
Article in English | MEDLINE | ID: mdl-39282271

ABSTRACT

Cells generate mechanical forces mainly through myosin motor activity on the actin cytoskeleton. In C. elegans, actomyosin stress fibers drive contractility of the smooth muscle-like cells of the spermatheca, a distensible, tube-shaped tissue in the hermaphrodite reproductive system and the site of oocyte fertilization. Stretching of the spermathecal cells by oocyte entry triggers activation of the small GTPase Rho. In this study, we asked how forces are distributed in vivo using the spermatheca, and explored how this tissue responds to alterations in myosin activity. Using laser ablation, we show that the basal actomyosin fibers are under tension in the occupied spermatheca. Reducing actomyosin contractility by depletion of the phospholipase C-ε/PLC-1 or non-muscle myosin II/NMY-1, leads to distended spermathecae occupied by one or more embryos, but does not alter tension on the basal actomyosin fibers. This suggests that much of the tension on the basal actin fibers in the occupied spermatheca is due to the presence of the embryo. However, activating myosin through depletion of the Rho GAP SPV-1 increases tension on the actomyosin fibers, consistent with earlier studies showing Rho drives spermathecal contractility. On the inner surface of the spermathecal tube, tension on the apical junctions is decreased by depletion of PLC-1 and NMY-1. Surprisingly, when basal contractility is increased through SPV-1 depletion, the tension on apical junctions also decreases, with the most significant effect on the junctions aligned in perpendicular to the axis of the spermatheca. This suggests tension on the outer basal surface may compress the apical side, and suggests the three-dimensional shape of the spermatheca plays a role in force distribution and contractility during ovulation.

8.
Immunol Rev ; 326(1): 203-218, 2024 Sep.
Article in English | MEDLINE | ID: mdl-39285525

ABSTRACT

The increasing prevalence of immune-mediated non-communicable chronic diseases, such as food allergies, has prompted a deeper investigation into the role of the gut microbiome in modulating immune responses. Here, we explore the complex interactions between commensal microbes and the host immune system, highlighting the critical role of gut bacteria in maintaining immune homeostasis. We examine how modern lifestyle practices and environmental factors have disrupted co-evolved host-microbe interactions and discuss how changes in microbiome composition impact epithelial barrier function, responses to food allergens, and susceptibility to allergic diseases. Finally, we examine the potential of bioengineered microbiome-based therapies, and live biotherapeutic products, for reestablishing immune homeostasis to prevent or treat food allergies.


Subject(s)
Food Hypersensitivity , Gastrointestinal Microbiome , Symbiosis , Humans , Animals , Gastrointestinal Microbiome/immunology , Food Hypersensitivity/immunology , Symbiosis/immunology , Homeostasis , Allergens/immunology , Food , Immunomodulation , Host Microbial Interactions/immunology , Probiotics/therapeutic use
9.
Chemistry ; : e202403202, 2024 Sep 30.
Article in English | MEDLINE | ID: mdl-39349361

ABSTRACT

Glyoxylic acid and glycine are widely considered to have been important prebiotic building blocks. Several mechanistic routes have been previously examined for conversion of glyoxylic acid to glycine. Here we provide evidence for a new mechanistic path. Glycine is spontaneously formed from glyoxylic acid in ammonium-rich aqueous solutions at neutral pH; oxamic acid is generated as well. Hydride transfer from the glyoxylate-derived hemiaminal to the corresponding iminium ion appears to underlie this transformation. This proposed mechanism parallels the well-known Cannizzaro reaction mechanism, which leads us to suggest the designation "aza-Cannizzaro reaction." This discovery offers a new perspective on prebiotic nitrogen incorporation because glycine can be a source of nitrogen for more complex molecules, including other α-amino acids.

11.
Science ; : eadq0876, 2024 Aug 08.
Article in English | MEDLINE | ID: mdl-39116258

ABSTRACT

Defense-associated reverse transcriptase (DRT) systems perform DNA synthesis to protect bacteria against viral infection, but the identities and functions of their DNA products remain largely unknown. Here we show that DRT2 systems encode an unprecedented immune pathway that involves de novo gene synthesis via rolling circle reverse transcription of a non-coding RNA (ncRNA). Programmed template jumping on the ncRNA generates a concatemeric cDNA, which becomes double-stranded upon viral infection. Remarkably, this DNA product constitutes a protein-coding, nearly endless ORF (neo) gene whose expression leads to potent cell growth arrest, thereby restricting the viral infection. Our work highlights an elegant expansion of genome coding potential through RNA-templated gene creation, and challenges conventional paradigms of genetic information encoded along the one-dimensional axis of genomic DNA.

12.
J Am Coll Emerg Physicians Open ; 5(4): e13255, 2024 Aug.
Article in English | MEDLINE | ID: mdl-39183940

ABSTRACT

Acute agitation in youth is a challenging presentation to the emergency department. In many cases, however, youth can be behaviorally de-escalated using a combination of environmental modification and verbal de-escalation. In cases where additional strategies such as pharmacologic de-escalation or physical restraint are needed, using the least restrictive means possible, including the youth in the decision-making process, and providing options are important. This paper reviews specific considerations on the approach to a youth with acute agitation and strategies and techniques to successfully de-escalate agitated youth who pose a danger to themselves and/or others.

13.
Chest ; 2024 Aug 22.
Article in English | MEDLINE | ID: mdl-39181378

ABSTRACT

BACKGROUND: Pulmonary Hypertension (PH) frequently complicates the evaluation of kidney transplant (KT) candidates, and is associated with increased adverse outcomes (mortality, delayed graft function (DGF), and major adverse cardiovascular events (MACE)) following KT. RESEARCH QUESTION: What is the relationship between cardiopulmonary hemodynamics and post-KT outcomes? STUDY DESIGN AND METHODS: We conducted a multicenter retrospective cohort study of adults undergoing KT between 10/1/11 and 10/1/21, who underwent right heart catheterization (RHC) to assess cardiopulmonary hemodynamics within a year of transplantation. Frailty models and logistic regression models were used to evaluate the association between cardiopulmonary hemodynamics and outcomes (mortality, DGF, MACE) following KT. RESULTS: A total of 117 patients were included in the final analysis, predominantly male (72%), with a median age of 57 years. PH, defined as mean pulmonary artery pressure (mPAP) > 20mmHg, was present in the majority of the cohort (N=93, 79%). The cohort was followed for a median of 29.9 months post-KT, during which about one-fourth experienced mortality (23%) or DGF (25%) events, and approximately one-third (34%) experienced MACE. Though echocardiographic measures of pulmonary artery pressure failed to identify post-KT outcomes, a mPAP of ≥ 30mmHg on RHC was associated with post-KT MACE (Hazard Ratio 2.60, 95% Confidence Interval [1.10, 6.10]) and more prevalent in those experiencing post-KT mortality (63% vs 32%, p=0.001). Pre-capillary pulmonary hypertension was also associated with post-KT mortality (Hazard Ratio 3.71, 95% Confidence Interval [1.07, 12.90]). INTERPRETATION: Pre-capillary pulmonary hypertension and a mPAP of ≥ 30mmHg on RHC, but not echocardiographic evidence of PH, was associated with mortality and MACE following KT. These data suggest that RHC hemodynamics are superior to echocardiographic measures of PH in associating with outcomes following KT, and RHC-derived mPAP in particular may have value in predicting MACE and mortality post-KT.

14.
mBio ; : e0177324, 2024 Aug 27.
Article in English | MEDLINE | ID: mdl-39189746

ABSTRACT

Lysine and arginine methylation is an important regulator of enzyme activity and transcription in eukaryotes. However, little is known about this covalent modification in bacteria. In this work, we investigated the role of methylation in bacteria. By reanalyzing a large phyloproteomics data set from 48 bacterial strains representing six phyla, we found that almost a quarter of the bacterial proteome is methylated. Many of these methylated proteins are conserved across diverse bacterial lineages, including those involved in central carbon metabolism and translation. Among the proteins with the most conserved methylation sites is ribosomal protein L11 (bL11). bL11 methylation has been a mystery for five decades, as the deletion of its methyltransferase PrmA causes no cell growth defects. Comparative proteomics analysis combined with inorganic polyphosphate and guanosine tetra/pentaphosphate assays of the ΔprmA mutant in Escherichia coli revealed that bL11 methylation is important for stringent response signaling. In the stationary phase, we found that the ΔprmA mutant has impaired guanosine tetra/pentaphosphate production. This leads to a reduction in inorganic polyphosphate levels, accumulation of RNA and ribosomal proteins, and an abnormal polysome profile. Overall, our investigation demonstrates that the evolutionarily conserved bL11 methylation is important for stringent response signaling and ribosomal activity regulation and turnover. IMPORTANCE: Protein methylation in bacteria was first identified over 60 years ago. Since then, its functional role has been identified for only a few proteins. To better understand the functional role of methylation in bacteria, we analyzed a large phyloproteomics data set encompassing 48 diverse bacteria. Our analysis revealed that ribosomal proteins are often methylated at conserved residues, suggesting that methylation of these sites may have a functional role in translation. Further analysis revealed that methylation of ribosomal protein L11 is important for stringent response signaling and ribosomal homeostasis.

15.
Science ; 385(6705): eadm8189, 2024 Jul 12.
Article in English | MEDLINE | ID: mdl-38991068

ABSTRACT

TnpB nucleases represent the evolutionary precursors to CRISPR-Cas12 and are widespread in all domains of life. IS605-family TnpB homologs function as programmable RNA-guided homing endonucleases in bacteria, driving transposon maintenance through DNA double-strand break-stimulated homologous recombination. In this work, we uncovered molecular mechanisms of the transposition life cycle of IS607-family elements that, notably, also encode group I introns. We identified specific features for a candidate "IStron" from Clostridium botulinum that allow the element to carefully control the relative levels of spliced products versus functional guide RNAs. Our results suggest that IStron transcripts evolved an ability to balance competing and mutually exclusive activities that promote selfish transposon spread while limiting adverse fitness costs on the host. Collectively, this work highlights molecular innovation in the multifunctional utility of transposon-encoded noncoding RNAs.


Subject(s)
Bacterial Proteins , CRISPR-Associated Proteins , Clostridium botulinum , DNA Transposable Elements , Endodeoxyribonucleases , Introns , RNA, Guide, CRISPR-Cas Systems , CRISPR-Cas Systems , Homologous Recombination , RNA Splicing , RNA, Guide, CRISPR-Cas Systems/genetics , Transposases/metabolism , Transposases/genetics , Clostridium botulinum/genetics , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Endodeoxyribonucleases/genetics , Endodeoxyribonucleases/metabolism , CRISPR-Associated Proteins/genetics , CRISPR-Associated Proteins/metabolism
16.
Cell Syst ; 15(7): 649-661.e9, 2024 Jul 17.
Article in English | MEDLINE | ID: mdl-38981488

ABSTRACT

Organoids derived from human stem cells are a promising approach for disease modeling, regenerative medicine, and fundamental research. However, organoid variability and limited control over morphological outcomes remain as challenges. One open question is the extent to which engineering control over culture conditions can guide organoids to specific compositions. Here, we extend a DNA "velcro" cell patterning approach, precisely controlling the number and ratio of human induced pluripotent stem cell-derived progenitors contributing to nephron progenitor (NP) organoids and mosaic NP/ureteric bud (UB) tip cell organoids within arrays of microwells. We demonstrate long-term control over organoid size and morphology, decoupled from geometric constraints. We then show emergent trends in organoid tissue proportions that depend on initial progenitor cell composition. These include higher nephron and stromal cell representation in mosaic NP/UB organoids vs. NP-only organoids and a "goldilocks" initial cell ratio in mosaic organoids that optimizes the formation of proximal tubule structures.


Subject(s)
Organoids , Organoids/cytology , Organoids/metabolism , Humans , Induced Pluripotent Stem Cells/cytology , Induced Pluripotent Stem Cells/metabolism , Nephrons/cytology , Cell Differentiation/physiology , Stem Cells/cytology
17.
PLoS Biol ; 22(7): e3002697, 2024 Jul.
Article in English | MEDLINE | ID: mdl-39024225

ABSTRACT

Long-read sequencing is driving rapid progress in genome assembly across all major groups of life, including species of the family Drosophilidae, a longtime model system for genetics, genomics, and evolution. We previously developed a cost-effective hybrid Oxford Nanopore (ONT) long-read and Illumina short-read sequencing approach and used it to assemble 101 drosophilid genomes from laboratory cultures, greatly increasing the number of genome assemblies for this taxonomic group. The next major challenge is to address the laboratory culture bias in taxon sampling by sequencing genomes of species that cannot easily be reared in the lab. Here, we build upon our previous methods to perform amplification-free ONT sequencing of single wild flies obtained either directly from the field or from ethanol-preserved specimens in museum collections, greatly improving the representation of lesser studied drosophilid taxa in whole-genome data. Using Illumina Novaseq X Plus and ONT P2 sequencers with R10.4.1 chemistry, we set a new benchmark for inexpensive hybrid genome assembly at US $150 per genome while assembling genomes from as little as 35 ng of genomic DNA from a single fly. We present 183 new genome assemblies for 179 species as a resource for drosophilid systematics, phylogenetics, and comparative genomics. Of these genomes, 62 are from pooled lab strains and 121 from single adult flies. Despite the sample limitations of working with small insects, most single-fly diploid assemblies are comparable in contiguity (>1 Mb contig N50), completeness (>98% complete dipteran BUSCOs), and accuracy (>QV40 genome-wide with ONT R10.4.1) to assemblies from inbred lines. We present a well-resolved multi-locus phylogeny for 360 drosophilid and 4 outgroup species encompassing all publicly available (as of August 2023) genomes for this group. Finally, we present a Progressive Cactus whole-genome, reference-free alignment built from a subset of 298 suitably high-quality drosophilid genomes. The new assemblies and alignment, along with updated laboratory protocols and computational pipelines, are released as an open resource and as a tool for studying evolution at the scale of an entire insect family.


Subject(s)
Drosophilidae , Genome, Insect , Genomics , Phylogeny , Animals , Drosophilidae/genetics , Drosophilidae/classification , Genomics/methods , Sequence Analysis, DNA/methods , High-Throughput Nucleotide Sequencing/methods
18.
bioRxiv ; 2024 Jun 21.
Article in English | MEDLINE | ID: mdl-38948817

ABSTRACT

Transposase genes are ubiquitous in all domains of life and provide a rich reservoir for the evolution of novel protein functions. Here we report deep evolutionary links between bacterial IS110 transposases, which catalyze RNA-guided DNA recombination using bridge RNAs, and archaeal/eukaryotic Nop5-family proteins, which promote RNA-guided RNA 2'-O-methylation using C/D-box snoRNAs. Based on conservation in the protein primary sequence, domain architecture, and three-dimensional structure, as well as common architectural features of the non-coding RNA components, we propose that programmable RNA modification emerged via exaptation of components derived from IS110-like transposons. Alongside recent studies highlighting the origins of CRISPR-Cas9 and Cas12 in IS605-family transposons, these findings underscore how recurrent domestication events of transposable elements gave rise to complex RNA-guided biological mechanisms.

19.
IJID Reg ; 12: 100385, 2024 Sep.
Article in English | MEDLINE | ID: mdl-39070138

ABSTRACT

Objectives: Hepatitis B virus (HBV) is endemic in West Africa. Because of immigration to the United States, screening and transition to long-term care is a significant public health concern. We describe the challenges of integrating individuals identified in a screening program into long-term care and the spectrum of disease severity. Methods: Between 2019 and 2023, 749 individuals were screened. Beginning 2022, all were offered a free serologic evaluation. Details of the previous diagnosis, HBV care, the serologic evaluation, aspartate aminotransferase to platelet ratio index, and Fibrosis index-4 scores were recorded. The results of transient elastography (TE) were correlated with the serologic evaluation. Results: A total of 75 (10%) individuals were hepatitis B surface antigen-positive, including 58 (77.3%) previously and 17 (22.7%) newly diagnosed. Despite attempts at linkage to care, only 14 (37.8%) of those diagnosed before the offer continued and/or entered long-term care. A total of 63 of 75 (84%) returned for the evaluation. Among 56 HBV treatment-naïve individuals, 66.1% had a serologic profile consistent with the carrier state. A total of 10 (18.2%) individuals met the criteria for HBV therapy, and 10 (21.7%) had ≥F2 fibrosis on TE. There was no correlation between aspartate aminotransferase to platelet ratio index and Fibrosis index-4 scores and TE. Eight (29.6%) of 27 patients with a profile of the HBV carrier state had ≥F2 fibrosis. Conclusion: Integration of individuals with HBV from West Africa identified in a screening program into long-term care is challenging. Inclusion of a serologic evaluation in programs for immigrant communities should be considered. Up to 30% of individuals with a serologic profile consistent with the HBV carrier state may have ≥F2 fibrosis.

20.
J Proteome Res ; 2024 Jul 09.
Article in English | MEDLINE | ID: mdl-38981598

ABSTRACT

Single-cell analysis is an active area of research in many fields of biology. Measurements at single-cell resolution allow researchers to study diverse populations without losing biologically meaningful information to sample averages. Many technologies have been used to study single cells, including mass spectrometry-based single-cell proteomics (SCP). SCP has seen a lot of growth over the past couple of years through improvements in data acquisition and analysis, leading to greater proteomic depth. Because method development has been the main focus in SCP, biological applications have been sprinkled in only as proof-of-concept. However, SCP methods now provide significant coverage of the proteome and have been implemented in many laboratories. Thus, a primary question to address in our community is whether the current state of technology is ready for widespread adoption for biological inquiry. In this Perspective, we examine the potential for SCP in three thematic areas of biological investigation: cell annotation, developmental trajectories, and spatial mapping. We identify that the primary limitation of SCP is sample throughput. As proteome depth has been the primary target for method development to date, we advocate for a change in focus to facilitate measuring tens of thousands of single-cell proteomes to enable biological applications beyond proof-of-concept.

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