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1.
Cell ; 186(6): 1179-1194.e15, 2023 03 16.
Article in English | MEDLINE | ID: mdl-36931245

ABSTRACT

The human brain undergoes rapid development at mid-gestation from a pool of neural stem and progenitor cells (NSPCs) that give rise to the neurons, oligodendrocytes, and astrocytes of the mature brain. Functional study of these cell types has been hampered by a lack of precise purification methods. We describe a method for prospectively isolating ten distinct NSPC types from the developing human brain using cell-surface markers. CD24-THY1-/lo cells were enriched for radial glia, which robustly engrafted and differentiated into all three neural lineages in the mouse brain. THY1hi cells marked unipotent oligodendrocyte precursors committed to an oligodendroglial fate, and CD24+THY1-/lo cells marked committed excitatory and inhibitory neuronal lineages. Notably, we identify and functionally characterize a transcriptomically distinct THY1hiEGFRhiPDGFRA- bipotent glial progenitor cell (GPC), which is lineage-restricted to astrocytes and oligodendrocytes, but not to neurons. Our study provides a framework for the functional study of distinct cell types in human neurodevelopment.


Subject(s)
Neural Stem Cells , Mice , Animals , Humans , Neural Stem Cells/metabolism , Neurons , Cell Differentiation/physiology , Neuroglia/metabolism , Brain , Astrocytes
2.
Cell ; 184(13): 3438-3451.e10, 2021 06 24.
Article in English | MEDLINE | ID: mdl-34139177

ABSTRACT

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has been spreading worldwide, causing a global pandemic. Bat-origin RaTG13 is currently the most phylogenetically related virus. Here we obtained the complex structure of the RaTG13 receptor binding domain (RBD) with human ACE2 (hACE2) and evaluated binding of RaTG13 RBD to 24 additional ACE2 orthologs. By substituting residues in the RaTG13 RBD with their counterparts in the SARS-CoV-2 RBD, we found that residue 501, the major position found in variants of concern (VOCs) 501Y.V1/V2/V3, plays a key role in determining the potential host range of RaTG13. We also found that SARS-CoV-2 could induce strong cross-reactive antibodies to RaTG13 and identified a SARS-CoV-2 monoclonal antibody (mAb), CB6, that could cross-neutralize RaTG13 pseudovirus. These results elucidate the receptor binding and host adaption mechanisms of RaTG13 and emphasize the importance of continuous surveillance of coronaviruses (CoVs) carried by animal reservoirs to prevent another spillover of CoVs.


Subject(s)
Angiotensin-Converting Enzyme 2/metabolism , Binding Sites/physiology , COVID-19/metabolism , Chiroptera/virology , SARS-CoV-2/pathogenicity , Amino Acid Sequence , Animals , Antibodies, Monoclonal/immunology , COVID-19/immunology , Chiroptera/immunology , Chiroptera/metabolism , Host Specificity/immunology , Humans , Phylogeny , Protein Binding/physiology , Receptors, Virus/metabolism , SARS-CoV-2/immunology , Sequence Alignment
3.
Cell ; 184(9): 2412-2429.e16, 2021 04 29.
Article in English | MEDLINE | ID: mdl-33852913

ABSTRACT

Cellular versatility depends on accurate trafficking of diverse proteins to their organellar destinations. For the secretory pathway (followed by approximately 30% of all proteins), the physical nature of the vessel conducting the first portage (endoplasmic reticulum [ER] to Golgi apparatus) is unclear. We provide a dynamic 3D view of early secretory compartments in mammalian cells with isotropic resolution and precise protein localization using whole-cell, focused ion beam scanning electron microscopy with cryo-structured illumination microscopy and live-cell synchronized cargo release approaches. Rather than vesicles alone, the ER spawns an elaborate, interwoven tubular network of contiguous lipid bilayers (ER exit site) for protein export. This receptacle is capable of extending microns along microtubules while still connected to the ER by a thin neck. COPII localizes to this neck region and dynamically regulates cargo entry from the ER, while COPI acts more distally, escorting the detached, accelerating tubular entity on its way to joining the Golgi apparatus through microtubule-directed movement.


Subject(s)
COP-Coated Vesicles/metabolism , Endoplasmic Reticulum/metabolism , Golgi Apparatus/metabolism , Microtubules/metabolism , Ubiquitin-Protein Ligases/metabolism , Biological Transport, Active , HeLa Cells , Humans , Protein Transport
4.
Cell ; 180(1): 107-121.e17, 2020 01 09.
Article in English | MEDLINE | ID: mdl-31866069

ABSTRACT

Fibrosis can develop in most organs and causes organ failure. The most common type of lung fibrosis is known as idiopathic pulmonary fibrosis, in which fibrosis starts at the lung periphery and then progresses toward the lung center, eventually causing respiratory failure. Little is known about the mechanisms underlying the pathogenesis and periphery-to-center progression of the disease. Here we discovered that loss of Cdc42 function in alveolar stem cells (AT2 cells) causes periphery-to-center progressive lung fibrosis. We further show that Cdc42-null AT2 cells in both post-pneumonectomy and untreated aged mice cannot regenerate new alveoli, resulting in sustained exposure of AT2 cells to elevated mechanical tension. We demonstrate that elevated mechanical tension activates a TGF-ß signaling loop in AT2 cells, which drives the periphery-to-center progression of lung fibrosis. Our study establishes a direct mechanistic link between impaired alveolar regeneration, mechanical tension, and progressive lung fibrosis.


Subject(s)
Adult Stem Cells/metabolism , Idiopathic Pulmonary Fibrosis/etiology , Pulmonary Alveoli/metabolism , Adult Stem Cells/pathology , Aged , Alveolar Epithelial Cells/pathology , Animals , Biomechanical Phenomena/physiology , Female , Fibrosis/pathology , Humans , Idiopathic Pulmonary Fibrosis/metabolism , Idiopathic Pulmonary Fibrosis/pathology , Lung/pathology , Male , Mice , Middle Aged , Pulmonary Alveoli/pathology , Regeneration , Signal Transduction , Stem Cells/pathology , Stress, Mechanical , Stress, Physiological/physiology , Transforming Growth Factor beta/metabolism , cdc42 GTP-Binding Protein/genetics , cdc42 GTP-Binding Protein/metabolism
5.
Cell ; 181(3): 637-652.e15, 2020 04 30.
Article in English | MEDLINE | ID: mdl-32272059

ABSTRACT

Many cytosolic proteins lacking a signal peptide, called leaderless cargoes, are secreted through unconventional secretion. Vesicle trafficking is a major pathway involved. It is unclear how leaderless cargoes enter into the vesicle. Here, we find a translocation pathway regulating vesicle entry and secretion of leaderless cargoes. We identify TMED10 as a protein channel for the vesicle entry and secretion of many leaderless cargoes. The interaction of TMED10 C-terminal region with a motif in the cargo accounts for the selective release of the cargoes. In an in vitro reconstitution assay, TMED10 directly mediates the membrane translocation of leaderless cargoes into the liposome, which is dependent on protein unfolding and enhanced by HSP90s. In the cell, TMED10 localizes on the endoplasmic reticulum (ER)-Golgi intermediate compartment and directs the entry of cargoes into this compartment. Furthermore, cargo induces the formation of TMED10 homo-oligomers which may act as a protein channel for cargo translocation.


Subject(s)
Protein Translocation Systems/metabolism , Vesicular Transport Proteins/metabolism , Animals , Biological Transport , Cell Line , Cell Line, Tumor , Cell Membrane/metabolism , Cytosol/metabolism , Endoplasmic Reticulum/metabolism , Golgi Apparatus/metabolism , Humans , Mice , Mice, Inbred C57BL , Protein Sorting Signals , Protein Translocation Systems/physiology , Protein Transport/physiology , Proteins/metabolism , Secretory Pathway , Vesicular Transport Proteins/physiology
6.
Annu Rev Biochem ; 88: 59-83, 2019 06 20.
Article in English | MEDLINE | ID: mdl-30830799

ABSTRACT

Directional transport of protons across an energy transducing membrane-proton pumping-is ubiquitous in biology. Bacteriorhodopsin (bR) is a light-driven proton pump that is activated by a buried all-trans retinal chromophore being photoisomerized to a 13-cis conformation. The mechanism by which photoisomerization initiates directional proton transport against a proton concentration gradient has been studied by a myriad of biochemical, biophysical, and structural techniques. X-ray free electron lasers (XFELs) have created new opportunities to probe the structural dynamics of bR at room temperature on timescales from femtoseconds to milliseconds using time-resolved serial femtosecond crystallography (TR-SFX). Wereview these recent developments and highlight where XFEL studies reveal new details concerning the structural mechanism of retinal photoisomerization and proton pumping. We also discuss the extent to which these insights were anticipated by earlier intermediate trapping studies using synchrotron radiation. TR-SFX will open up the field for dynamical studies of other proteins that are not naturally light-sensitive.


Subject(s)
Bacteriorhodopsins/ultrastructure , Lasers , Protons , Retinaldehyde/chemistry , X-Ray Diffraction/methods , Bacteriorhodopsins/chemistry , Bacteriorhodopsins/metabolism , Crystallography/instrumentation , Crystallography/methods , Halobacterium salinarum/chemistry , Halobacterium salinarum/metabolism , Ion Transport , Models, Molecular , Protein Conformation , Retinaldehyde/metabolism , Synchrotrons/instrumentation , X-Rays
7.
Cell ; 177(5): 1243-1251.e12, 2019 05 16.
Article in English | MEDLINE | ID: mdl-31080070

ABSTRACT

The crystal structure of the ß2-adrenergic receptor (ß2AR) bound to the G protein adenylyl cyclase stimulatory G protein (Gs) captured the complex in a nucleotide-free state (ß2AR-Gsempty). Unfortunately, the ß2AR-Gsempty complex does not provide a clear explanation for G protein coupling specificity. Evidence from several sources suggests the existence of a transient complex between the ß2AR and GDP-bound Gs protein (ß2AR-GsGDP) that may represent an intermediate on the way to the formation of ß2AR-Gsempty and may contribute to coupling specificity. Here we present a structure of the ß2AR in complex with the carboxyl terminal 14 amino acids from Gαs along with the structure of the GDP-bound Gs heterotrimer. These structures provide evidence for an alternate interaction between the ß2AR and Gs that may represent an intermediate that contributes to Gs coupling specificity.


Subject(s)
Adenylyl Cyclases/chemistry , GTP-Binding Protein alpha Subunits, Gs/chemistry , Models, Molecular , Receptors, Adrenergic, beta-2/chemistry , Humans , Structure-Activity Relationship
8.
Cell ; 174(3): 590-606.e21, 2018 07 26.
Article in English | MEDLINE | ID: mdl-29961574

ABSTRACT

Cerebral cortex size differs dramatically between reptiles, birds, and mammals, owing to developmental differences in neuron production. In mammals, signaling pathways regulating neurogenesis have been identified, but genetic differences behind their evolution across amniotes remain unknown. We show that direct neurogenesis from radial glia cells, with limited neuron production, dominates the avian, reptilian, and mammalian paleocortex, whereas in the evolutionarily recent mammalian neocortex, most neurogenesis is indirect via basal progenitors. Gain- and loss-of-function experiments in mouse, chick, and snake embryos and in human cerebral organoids demonstrate that high Slit/Robo and low Dll1 signaling, via Jag1 and Jag2, are necessary and sufficient to drive direct neurogenesis. Attenuating Robo signaling and enhancing Dll1 in snakes and birds recapitulates the formation of basal progenitors and promotes indirect neurogenesis. Our study identifies modulation in activity levels of conserved signaling pathways as a primary mechanism driving the expansion and increased complexity of the mammalian neocortex during amniote evolution.


Subject(s)
Intercellular Signaling Peptides and Proteins/metabolism , Nerve Tissue Proteins/genetics , Nerve Tissue Proteins/metabolism , Neurogenesis/genetics , Receptors, Immunologic/genetics , Receptors, Immunologic/metabolism , Animals , Calcium-Binding Proteins , Cerebral Cortex/metabolism , Chick Embryo , Gene Expression Regulation, Developmental/genetics , Homeodomain Proteins , Humans , Intercellular Signaling Peptides and Proteins/genetics , Jagged-1 Protein , Jagged-2 Protein , Mammals/embryology , Mice , Mice, Inbred C57BL , Neocortex/physiology , Neural Stem Cells , Neurogenesis/physiology , Neuroglia/physiology , Neurons , PAX6 Transcription Factor/metabolism , Repressor Proteins , Signal Transduction , Snakes/embryology , Roundabout Proteins
9.
Annu Rev Cell Dev Biol ; 35: 543-566, 2019 10 06.
Article in English | MEDLINE | ID: mdl-31283381

ABSTRACT

Regulated synthesis and movement of proteins between cellular organelles are central to diverse forms of biological adaptation and plasticity. In neurons, the repertoire of channel, receptor, and adhesion proteins displayed on the cell surface directly impacts cellular development, morphology, excitability, and synapse function. The immensity of the neuronal surface membrane and its division into distinct functional domains present a challenging landscape over which proteins must navigate to reach their appropriate functional domains. This problem becomes more complex considering that neuronal protein synthesis is continuously refined in space and time by neural activity. Here we review our current understanding of how integral membrane and secreted proteins important for neuronal function travel from their sites of synthesis to their functional destinations. We discuss how unique adaptations to the function and distribution of neuronal secretory organelles may facilitate local protein trafficking at remote sites in neuronal dendrites to support diverse forms of synaptic plasticity.


Subject(s)
Golgi Apparatus/metabolism , Neuronal Plasticity/physiology , Neurons/cytology , Neurons/metabolism , Protein Transport/physiology , Animals , Cell Compartmentation/physiology , Cell Membrane/metabolism , Dendrites/metabolism , Dendrites/physiology , Endoplasmic Reticulum/metabolism , Endosomes/metabolism , Membrane Proteins/biosynthesis , Membrane Proteins/metabolism , Neurons/physiology , Synapses/metabolism , Synapses/physiology
10.
Immunity ; 56(12): 2699-2718.e11, 2023 Dec 12.
Article in English | MEDLINE | ID: mdl-38091951

ABSTRACT

Rewiring exhausted CD8+ T (Tex) cells toward functional states remains a therapeutic challenge. Tex cells are epigenetically programmed by the transcription factor Tox. However, epigenetic remodeling occurs as Tex cells transition from progenitor (Texprog) to intermediate (Texint) and terminal (Texterm) subsets, suggesting development flexibility. We examined epigenetic transitions between Tex cell subsets and revealed a reciprocally antagonistic circuit between Stat5a and Tox. Stat5 directed Texint cell formation and re-instigated partial effector biology during this Texprog-to-Texint cell transition. Constitutive Stat5a activity antagonized Tox and rewired CD8+ T cells from exhaustion to a durable effector and/or natural killer (NK)-like state with superior anti-tumor potential. Temporal induction of Stat5 activity in Tex cells using an orthogonal IL-2:IL2Rß-pair fostered Texint cell accumulation, particularly upon PD-L1 blockade. Re-engaging Stat5 also partially reprogrammed the epigenetic landscape of exhaustion and restored polyfunctionality. These data highlight therapeutic opportunities of manipulating the IL-2-Stat5 axis to rewire Tex cells toward more durably protective states.


Subject(s)
CD8-Positive T-Lymphocytes , Transcription Factors , Transcription Factors/genetics , Interleukin-2 , Gene Expression Regulation , Programmed Cell Death 1 Receptor/metabolism
11.
Cell ; 167(3): 789-802.e12, 2016 Oct 20.
Article in English | MEDLINE | ID: mdl-27768897

ABSTRACT

Two complementary approaches were used in search of the intracellular targets of the toxic PR poly-dipeptide encoded by the repeat sequences expanded in the C9orf72 form of amyotrophic lateral sclerosis. The top categories of PRn-bound proteins include constituents of non-membrane invested cellular organelles and intermediate filaments. PRn targets are enriched for the inclusion of low complexity (LC) sequences. Evidence is presented indicating that LC sequences represent the direct target of PRn binding and that interaction between the PRn poly-dipeptide and LC domains is polymer-dependent. These studies indicate that PRn-mediated toxicity may result from broad impediments to the dynamics of cell structure and information flow from gene to message to protein.


Subject(s)
Amyotrophic Lateral Sclerosis/metabolism , Dipeptides/metabolism , Frontotemporal Dementia/metabolism , Peptides/metabolism , Proteins/metabolism , Amyotrophic Lateral Sclerosis/genetics , C9orf72 Protein , DNA Repeat Expansion , Dipeptides/chemistry , Dipeptides/genetics , Frontotemporal Dementia/genetics , HeLa Cells , Humans , Intermediate Filament Proteins/metabolism , Peptides/chemistry , Peptides/genetics , Protein Domains , Proteins/genetics
12.
Annu Rev Biochem ; 84: 947-67, 2015.
Article in English | MEDLINE | ID: mdl-25534639

ABSTRACT

Hagfishes thwart attacks by fish predators by producing liters of defensive slime. The slime is produced when slime gland exudate is released into the predator's mouth, where it deploys in a fraction of a second and clogs the gills. Slime exudate is composed mainly of secretory products from two cell types, gland mucous cells and gland thread cells, which produce the mucous and fibrous components of the slime, respectively. Here, we review what is known about the composition of the slime, morphology of the slime gland, and physiology of the cells that produce the slime. We also discuss several of the mechanisms involved in the deployment of both mucous and thread cells during the transition from thick glandular exudate to ultradilute material. We review biomechanical aspects of the slime, along with recent efforts to produce biomimetic slime thread analogs, and end with a discussion of how hagfish slime may have evolved.


Subject(s)
Hagfishes/chemistry , Hagfishes/physiology , Mucus/metabolism , Animals , Biomimetics , Exocrine Glands/cytology , Exocrine Glands/metabolism , Hagfishes/cytology , Mucus/chemistry
13.
Annu Rev Biochem ; 84: 131-64, 2015.
Article in English | MEDLINE | ID: mdl-25747401

ABSTRACT

Lamins are intermediate filament proteins that form a scaffold, termed nuclear lamina, at the nuclear periphery. A small fraction of lamins also localize throughout the nucleoplasm. Lamins bind to a growing number of nuclear protein complexes and are implicated in both nuclear and cytoskeletal organization, mechanical stability, chromatin organization, gene regulation, genome stability, differentiation, and tissue-specific functions. The lamin-based complexes and their specific functions also provide insights into possible disease mechanisms for human laminopathies, ranging from muscular dystrophy to accelerated aging, as observed in Hutchinson-Gilford progeria and atypical Werner syndromes.


Subject(s)
Cell Nucleus/metabolism , Lamins/metabolism , Animals , Cell Nucleus/chemistry , Cell Nucleus/genetics , Chromatin/chemistry , Chromatin/metabolism , Gene Expression Regulation , Humans , Lamins/chemistry , Lamins/genetics , Progeria/pathology
14.
Genes Dev ; 36(7-8): 391-407, 2022 04 01.
Article in English | MEDLINE | ID: mdl-35487686

ABSTRACT

More than 27 yr ago, the vimentin knockout (Vim-/- ) mouse was reported to develop and reproduce without an obvious phenotype, implying that this major cytoskeletal protein was nonessential. Subsequently, comprehensive and careful analyses have revealed numerous phenotypes in Vim-/- mice and their organs, tissues, and cells, frequently reflecting altered responses in the recovery of tissues following various insults or injuries. These findings have been supported by cell-based experiments demonstrating that vimentin intermediate filaments (IFs) play a critical role in regulating cell mechanics and are required to coordinate mechanosensing, transduction, signaling pathways, motility, and inflammatory responses. This review highlights the essential functions of vimentin IFs revealed from studies of Vim-/- mice and cells derived from them.


Subject(s)
Intermediate Filaments , Vimentin/metabolism , Animals , Cell Physiological Phenomena , Intermediate Filaments/genetics , Intermediate Filaments/metabolism , Mice , Vimentin/genetics
15.
EMBO J ; 42(18): e111252, 2023 09 18.
Article in English | MEDLINE | ID: mdl-37519262

ABSTRACT

Proteotoxic stress causes profound endoplasmic reticulum (ER) membrane remodeling into a perinuclear quality control compartment (ERQC) for the degradation of misfolded proteins. Subsequent return to homeostasis involves clearance of the ERQC by endolysosomes. However, the factors that control perinuclear ER integrity and dynamics remain unclear. Here, we identify vimentin intermediate filaments as perinuclear anchors for the ER and endolysosomes. We show that perinuclear vimentin filaments engage the ER-embedded RING finger protein 26 (RNF26) at the C-terminus of its RING domain. This restricts RNF26 to perinuclear ER subdomains and enables the corresponding spatial retention of endolysosomes through RNF26-mediated membrane contact sites (MCS). We find that both RNF26 and vimentin are required for the perinuclear coalescence of the ERQC and its juxtaposition with proteolytic compartments, which facilitates efficient recovery from ER stress via the Sec62-mediated ER-phagy pathway. Collectively, our findings reveal a scaffolding mechanism that underpins the spatiotemporal integration of organelles during cellular proteostasis.


Subject(s)
Intermediate Filaments , Proteotoxic Stress , Intermediate Filaments/metabolism , Vimentin/genetics , Vimentin/metabolism , Endoplasmic Reticulum Stress , Endoplasmic Reticulum/metabolism , Autophagy
16.
Proc Natl Acad Sci U S A ; 121(4): e2315401121, 2024 Jan 23.
Article in English | MEDLINE | ID: mdl-38232280

ABSTRACT

Biomacromolecular folding kinetics involves fast folding events and broad timescales. Current techniques face limitations in either the required time resolution or the observation window. In this study, we developed the TeZla micromixer, integrating Tesla and Zigzag microstructures with a multistage velocity descending strategy. TeZla achieves a significant short mixing dead time (40 µs) and a wide time window covering four orders of magnitude (up to 300 ms). Using this unique micromixer, we explored the folding landscape of c-Myc G4 and its noncanonical-G4 derivatives with different loop lengths or G-vacancy sites. Our findings revealed that c-Myc can bypass folding intermediates and directly adopt a G4 structure in the cation-deficient buffer. Moreover, we found that the loop length and specific G-vacancy site could affect the folding pathway and significantly slow down the folding rates. These results were also cross-validated with real-time NMR and circular dichroism. In conclusion, TeZla represents a versatile tool for studying biomolecular folding kinetics, and our findings may ultimately contribute to the design of drugs targeting G4 structures.


Subject(s)
G-Quadruplexes , Kinetics , Physics
17.
Proc Natl Acad Sci U S A ; 121(16): e2401148121, 2024 Apr 16.
Article in English | MEDLINE | ID: mdl-38602914

ABSTRACT

The oxidation of cycloalkanes is important in the combustion of transportation fuels and in atmospheric secondary organic aerosol formation. A transient carbon-centered radical intermediate (•QOOH) in the oxidation of cyclohexane is identified through its infrared fingerprint and time- and energy-resolved unimolecular dissociation dynamics to hydroxyl (OH) radical and bicyclic ether products. Although the cyclohexyl ring structure leads to three nearly degenerate •QOOH isomers (ß-, γ-, and δ-QOOH), their transition state (TS) barriers to OH products are predicted to differ considerably. Selective characterization of the ß-QOOH isomer is achieved at excitation energies associated with the lowest TS barrier, resulting in rapid unimolecular decay to OH products that are detected. A benchmarking approach is employed for the calculation of high-accuracy stationary point energies, in particular TS barriers, for cyclohexane oxidation (C6H11O2), building on higher-level reference calculations for the smaller ethane oxidation (C2H5O2) system. The isomer-specific characterization of ß-QOOH is validated by comparison of experimental OH product appearance rates with computed statistical microcanonical rates, including significant heavy-atom tunneling, at energies in the vicinity of the TS barrier. Master-equation modeling is utilized to extend the results to thermal unimolecular decay rate constants at temperatures and pressures relevant to cyclohexane combustion.

18.
EMBO J ; 41(7): e108747, 2022 04 04.
Article in English | MEDLINE | ID: mdl-35266581

ABSTRACT

Mesoderm arises at gastrulation and contributes to both the mouse embryo proper and its extra-embryonic membranes. Two-photon live imaging of embryos bearing a keratin reporter allowed recording filament nucleation and elongation in the extra-embryonic region. Upon separation of amniotic and exocoelomic cavities, keratin 8 formed apical cables co-aligned across multiple cells in the amnion, allantois, and blood islands. An influence of substrate rigidity and composition on cell behavior and keratin content was observed in mesoderm explants. Embryos lacking all keratin filaments displayed a deflated extra-embryonic cavity, a narrow thick amnion, and a short allantois. Single-cell RNA sequencing of sorted mesoderm cells and micro-dissected amnion, chorion, and allantois, provided an atlas of transcriptomes with germ layer and regional information. It defined the cytoskeleton and adhesion expression profile of mesoderm-derived keratin 8-enriched cells lining the exocoelomic cavity. Those findings indicate a novel role for keratin filaments in the expansion of extra-embryonic structures and suggest mechanisms of mesoderm adaptation to the environment.


Subject(s)
Gastrulation , Mesoderm , Animals , Embryo, Mammalian , Extraembryonic Membranes , Keratins/genetics , Keratins/metabolism , Mesoderm/metabolism , Mice
19.
Proc Natl Acad Sci U S A ; 120(51): e2312714120, 2023 Dec 19.
Article in English | MEDLINE | ID: mdl-38079548

ABSTRACT

Hydrofluoroolefins are being adopted as sustainable alternatives to long-lived fluorine- and chlorine-containing gases and are finding current or potential mass-market applications as refrigerants, among a myriad of other uses. Their olefinic bond affords relatively rapid reaction with hydroxyl radicals present in the atmosphere, leading to short lifetimes and proportionally small global warming potentials. However, this type of functionality also allows reaction with ozone, and whilst these reactions are slow, we show that the products of these reactions can be extremely long-lived. Our chamber measurements show that several industrially important hydrofluoroolefins produce CHF3 (fluoroform, HFC-23), a potent, long-lived greenhouse gas. When this process is accounted for in atmospheric chemical and transport modeling simulations, we find that the total radiative effect of certain compounds can be several times that of the direct radiative effect currently recommended by the World Meteorological Organization. Our supporting quantum chemical calculations indicate that a large range of exothermicity is exhibited in the initial stages of ozonolysis, which has a powerful influence on the CHF3 yield. Furthermore, we identify certain molecular configurations that preclude the formation of long-lived greenhouse gases. This demonstrates the importance of product quantification and ozonolysis kinetics in determining the overall environmental impact of hydrofluoroolefin emissions.

20.
Proc Natl Acad Sci U S A ; 120(36): e2221704120, 2023 Sep 05.
Article in English | MEDLINE | ID: mdl-37639604

ABSTRACT

While deep learning has enabled significant advances in many areas of science, its black-box nature hinders architecture design for future artificial intelligence applications and interpretation for high-stakes decision-makings. We addressed this issue by studying the fundamental question of how deep neural networks process data in the intermediate layers. Our finding is a simple and quantitative law that governs how deep neural networks separate data according to class membership throughout all layers for classification. This law shows that each layer improves data separation at a constant geometric rate, and its emergence is observed in a collection of network architectures and datasets during training. This law offers practical guidelines for designing architectures, improving model robustness and out-of-sample performance, as well as interpreting the predictions.

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