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1.
Nat Commun ; 15(1): 2318, 2024 Mar 14.
Article in English | MEDLINE | ID: mdl-38485960

ABSTRACT

To limit the increase in global mean temperature to 1.5 °C, CO2 emissions must be drastically reduced. Accordingly, approximately 97%, 81%, and 71% of existing coal and conventional gas and oil resources, respectively, need to remain unburned. This article develops an integrated spatial assessment model based on estimates and locations of conventional oil resources and socio-environmental criteria to construct a global atlas of unburnable oil. The results show that biodiversity hotspots, richness centres of endemic species, natural protected areas, urban areas, and the territories of Indigenous Peoples in voluntary isolation coincide with 609 gigabarrels (Gbbl) of conventional oil resources. Since 1524 Gbbl of conventional oil resources are required to be left untapped in order to keep global warming under 1.5 °C, all of the above-mentioned socio-environmentally sensitive areas can be kept entirely off-limits to oil extraction. The model provides spatial guidelines to select unburnable fossil fuels resources while enhancing collateral socio-environmental benefits.

2.
Neural Netw ; 162: 369-383, 2023 May.
Article in English | MEDLINE | ID: mdl-36947908

ABSTRACT

Learning continually is a key aspect of intelligence and a necessary ability to solve many real-life problems. One of the most effective strategies to control catastrophic forgetting, the Achilles' heel of continual learning, is storing part of the old data and replaying them interleaved with new experiences (also known as the replay approach). Generative replay, which is using generative models to provide replay patterns on demand, is particularly intriguing, however, it was shown to be effective mainly under simplified assumptions, such as simple scenarios and low-dimensional data. In this paper, we show that, while the generated data are usually not able to improve the classification accuracy for the old classes, they can be effective as negative examples (or antagonists) to better learn the new classes, especially when the learning experiences are small and contain examples of just one or few classes. The proposed approach is validated on complex class-incremental and data-incremental continual learning scenarios (CORe50 and ImageNet-1000) composed of high-dimensional data and a large number of training experiences: a setup where existing generative replay approaches usually fail.


Subject(s)
Intelligence , Learning , Longitudinal Studies
3.
Front Artif Intell ; 5: 829842, 2022.
Article in English | MEDLINE | ID: mdl-35402898

ABSTRACT

The ability of a model to learn continually can be empirically assessed in different continual learning scenarios. Each scenario defines the constraints and the opportunities of the learning environment. Here, we challenge the current trend in the continual learning literature to experiment mainly on class-incremental scenarios, where classes present in one experience are never revisited. We posit that an excessive focus on this setting may be limiting for future research on continual learning, since class-incremental scenarios artificially exacerbate catastrophic forgetting, at the expense of other important objectives like forward transfer and computational efficiency. In many real-world environments, in fact, repetition of previously encountered concepts occurs naturally and contributes to softening the disruption of previous knowledge. We advocate for a more in-depth study of alternative continual learning scenarios, in which repetition is integrated by design in the stream of incoming information. Starting from already existing proposals, we describe the advantages such class-incremental with repetition scenarios could offer for a more comprehensive assessment of continual learning models.

4.
Gigascience ; 11(1)2022 01 12.
Article in English | MEDLINE | ID: mdl-35022701

ABSTRACT

BACKGROUND: The Glanville fritillary (Melitaea cinxia) butterfly is a model system for metapopulation dynamics research in fragmented landscapes. Here, we provide a chromosome-level assembly of the butterfly's genome produced from Pacific Biosciences sequencing of a pool of males, combined with a linkage map from population crosses. RESULTS: The final assembly size of 484 Mb is an increase of 94 Mb on the previously published genome. Estimation of the completeness of the genome with BUSCO indicates that the genome contains 92-94% of the BUSCO genes in complete and single copies. We predicted 14,810 genes using the MAKER pipeline and manually curated 1,232 of these gene models. CONCLUSIONS: The genome and its annotated gene models are a valuable resource for future comparative genomics, molecular biology, transcriptome, and genetics studies on this species.


Subject(s)
Butterflies , Fritillaria , Animals , Butterflies/genetics , Chromosome Mapping , Chromosomes/genetics , Fritillaria/genetics , Genome , Male
5.
FASEB J ; 35(10): e21874, 2021 10.
Article in English | MEDLINE | ID: mdl-34486176

ABSTRACT

Autosomal dominant polycystic kidney disease (ADPKD), caused by mutations of PKD1 or PKD2 genes, is characterized by development and growth of cysts causing progressive kidney enlargement. Reduced resting cytosolic calcium and increased cAMP levels associated with the tonic action of vasopressin are two central biochemical defects in ADPKD. Here we show that co-targeting two GPCRs, the vasopressin V2 receptor (V2R) and the calcium sensing receptor, using the novel V2R antagonist lixivaptan in combination with the calcimimetic R-568, reduced cyst progression in two animal models of human PKD. Lixivaptan is expected to have a safer liver profile compared to tolvaptan, the only drug approved to delay PKD progression, based on computational model results and initial clinical evidence. PCK rat and Pkd1RC/RC mouse littermates were fed without or with lixivaptan (0.5%) and R-568 (0.025% for rats and 0.04% for mice), alone or in combination, for 7 (rats) or 13 (mice) weeks. In PCK rats, the combined treatment strongly decreased kidney weight, cyst and fibrosis volumes by 20%, 49%, and 73%, respectively, compared to untreated animals. In Pkd1RC/RC mice, the same parameters were reduced by 20%, 56%, and 69%, respectively. In both cases the combined treatment appeared nominally more effective than the individual drugs used alone. These data point to an intriguing new application for two existing drugs in PKD treatment. The potential for synergy between these two compounds suggested in these animal studies, if confirmed in appropriate clinical investigations, would represent a welcome advancement in the treatment of ADPKD.


Subject(s)
Benzamides/pharmacology , Phenethylamines/pharmacology , Polycystic Kidney, Autosomal Dominant/drug therapy , Propylamines/pharmacology , Pyrroles/pharmacology , Receptors, Calcium-Sensing/antagonists & inhibitors , Receptors, Vasopressin/chemistry , Animals , Cyclic AMP , Drug Therapy, Combination , Female , Male , Mice , Mice, Inbred C57BL , Polycystic Kidney, Autosomal Dominant/metabolism , Polycystic Kidney, Autosomal Dominant/pathology , Rats , Rats, Sprague-Dawley
6.
Am J Nephrol ; 49(6): 487-493, 2019.
Article in English | MEDLINE | ID: mdl-31117065

ABSTRACT

BACKGROUND: Vasopressin V2 receptor inhibition is a clinically validated mechanism of action in the treatment of autosomal dominant polycystic kidney disease (ADPKD). In this study, the effect of lixivaptan, a potent, selective vasopressin V2 antagonist, was evaluated in PCK rats, a validated animal model of PKD. METHODS: Four-week old PCK rats were fed rodent chow with 0.5% lixivaptan (low dose) or 1% lixivaptan (high dose), or chow only (control) for 8 weeks. Urine output was measured at weeks 7 and 10 of age. Animals were killed at 12 weeks of age; kidneys and livers were collected, weighted, and analyzed for cyclic adenosine 3',5'-monophosphate (cAMP) levels and cystic burden and fibrosis; serum creatinine and sodium were measured. RESULTS: Consistent with the development of a polycystic kidney phenotype, control PCK rats showed enlarged kidneys, extensive cyst formation, and early signs of serum creatinine elevation at 12 weeks of age. Compared to controls, PCK rats treated with low-dose lixivaptan showed a 26% reduction in % kidney weight/body weight (p < 0.01); a 54% reduction in kidney cystic score (p < 0.001), a histomorphometric measure of cystic burden; a 23% reduction in kidney cAMP levels (p < 0.05), a biochemical marker of disease; and a 13% reduction in plasma creatinine (p < 0.001), indicating preserved renal function. These reductions were associated with 3-fold increases in 24-h urine output, demonstrating the potent aquaretic effect of lixivaptan. The fact that the high dose was less efficacious than the low dose is discussed. CONCLUSIONS: These results provide the first evidence of the potential utility of lixivaptan for the treatment of ADPKD.


Subject(s)
Antidiuretic Hormone Receptor Antagonists/administration & dosage , Benzamides/administration & dosage , Cysts/prevention & control , Liver Diseases/prevention & control , Polycystic Kidney, Autosomal Dominant/drug therapy , Pyrroles/administration & dosage , Administration, Oral , Animals , Creatinine/blood , Cysts/genetics , Cysts/pathology , Disease Models, Animal , Dose-Response Relationship, Drug , Humans , Kidney/drug effects , Kidney/pathology , Liver/drug effects , Liver/pathology , Liver Diseases/genetics , Liver Diseases/pathology , Mutation , Organ Size/drug effects , Polycystic Kidney, Autosomal Dominant/complications , Polycystic Kidney, Autosomal Dominant/genetics , Polycystic Kidney, Autosomal Dominant/pathology , Rats , Receptors, Cell Surface/genetics , Receptors, Vasopressin/metabolism
7.
Int J Mol Sci ; 21(1)2019 Dec 26.
Article in English | MEDLINE | ID: mdl-31888044

ABSTRACT

Vasopressin V2 receptor (V2R) antagonists (vaptans) are a new generation of diuretics. Compared with classical diuretics, vaptans promote the excretion of retained body water in disorders in which plasma vasopressin concentrations are inappropriately high for any given plasma osmolality. Under these conditions, an aquaretic drug would be preferable over a conventional diuretic. The clinical efficacy of vaptans is in principle due to impaired vasopressin-regulated water reabsorption via the water channel aquaporin-2 (AQP2). Here, the effect of lixivaptan-a novel selective V2R antagonist-on the vasopressin-cAMP/PKA signaling cascade was investigated in mouse renal collecting duct cells expressing AQP2 (MCD4) and the human V2R. Compared to tolvaptan-a selective V2R antagonist indicated for the treatment of clinically significant hypervolemic and euvolemic hyponatremia-lixivaptan has been predicted to be less likely to cause liver injury. In MCD4 cells, clinically relevant concentrations of lixivaptan (100 nM for 1 h) prevented dDAVP-induced increase of cytosolic cAMP levels and AQP2 phosphorylation at ser-256. Consistent with this finding, real-time fluorescence kinetic measurements demonstrated that lixivaptan prevented dDAVP-induced increase in osmotic water permeability. These data represent the first detailed demonstration of the central role of AQP2 blockade in the aquaretic effect of lixivaptan and suggest that lixivaptan has the potential to become a safe and effective therapy for the treatment of disorders characterized by high plasma vasopressin concentrations and water retention.


Subject(s)
Aquaporin 2/metabolism , Benzamides/pharmacology , Diuretics/pharmacology , Kidney Tubules, Collecting/cytology , Pyrroles/pharmacology , Receptors, Vasopressin/metabolism , Animals , Aquaporin 2/genetics , Cell Line , Deamino Arginine Vasopressin/adverse effects , Gene Expression Regulation/drug effects , Kidney Tubules, Collecting/metabolism , Mice , Phosphorylation , Receptors, Vasopressin/genetics , Signal Transduction/drug effects
8.
J Biol Chem ; 278(49): 49031-43, 2003 Dec 05.
Article in English | MEDLINE | ID: mdl-14506234

ABSTRACT

Tuba is a novel scaffold protein that functions to bring together dynamin with actin regulatory proteins. It is concentrated at synapses in brain and binds dynamin selectively through four N-terminal Src homology-3 (SH3) domains. Tuba binds a variety of actin regulatory proteins, including N-WASP, CR16, WAVE1, WIRE, PIR121, NAP1, and Ena/VASP proteins, via a C-terminal SH3 domain. Direct binding partners include N-WASP and Ena/VASP proteins. Forced targeting of the C-terminal SH3 domain to the mitochondrial surface can promote accumulation of F-actin around mitochondria. A Dbl homology domain present in the middle of Tuba upstream of a Bin/amphiphysin/Rvs (BAR) domain activates Cdc42, but not Rac and Rho, and may thus cooperate with the C terminus of the protein in regulating actin assembly. The BAR domain, a lipid-binding module, may functionally replace the pleckstrin homology domain that typically follows a Dbl homology domain. The properties of Tuba provide new evidence for a close functional link between dynamin, Rho GTPase signaling, and the actin cytoskeleton.


Subject(s)
Actins/metabolism , Cytoskeletal Proteins/metabolism , Cytoskeleton/metabolism , Dynamins/metabolism , Nerve Tissue Proteins/metabolism , Retroviridae Proteins, Oncogenic/metabolism , Amino Acid Sequence , Animals , Brain/metabolism , Cytoskeletal Proteins/chemistry , Immunohistochemistry , Mitochondria/metabolism , Molecular Sequence Data , Rats , Sequence Homology, Amino Acid , Two-Hybrid System Techniques
9.
Proc Natl Acad Sci U S A ; 100(7): 3995-4000, 2003 Apr 01.
Article in English | MEDLINE | ID: mdl-12646710

ABSTRACT

Phosphorylation of inositol phospholipids plays a key role in cellular regulation via the generation of intracellular second messengers. In addition, it represents a mechanism to regulate interactions of the lipid bilayer with proteins and protein scaffolds involved in vesicle budding, cytoskeletal organization, and signaling. Generation of phosphatidylinositol 4-phosphate [PI(4)P] from phosphatidylinositol (PI) is an important step in this metabolic pathway because PI(4)P is a precursor of other important phosphoinositides and has protein binding properties of its own. We report here that a PI 4-kinase (PI4K) activity previously reported on synaptic vesicles is accounted for by the alpha isoform of the recently characterized type II PI4K (PI4KII) family. PI4KIIalpha, which also accounts for the bulk of PI4K activity in brain extracts, is concentrated at synapses and in the region of the Golgi complex in neuronal perikarya. Our results provide new evidence for the occurrence of a cycle of phosphoinositide synthesis and hydrolysis nested within the exo-endocytic cycle of synaptic vesicles and point to PI4KIIalpha as a critical player in this cycle.


Subject(s)
1-Phosphatidylinositol 4-Kinase/metabolism , Isoenzymes/metabolism , Phosphotransferases (Alcohol Group Acceptor)/metabolism , Synaptic Vesicles/enzymology , Animals , Biomarkers/analysis , Brain/enzymology , Brain/physiology , Cloning, Molecular , Microscopy, Immunoelectron , Minor Histocompatibility Antigens , Models, Neurological , Nerve Tissue Proteins/analysis , Organelles/enzymology , Phosphatidylinositols/metabolism , Rats , Recombinant Fusion Proteins/metabolism , Recombinant Proteins/metabolism , Subcellular Fractions/enzymology
10.
Nature ; 420(6911): 85-9, 2002 Nov 07.
Article in English | MEDLINE | ID: mdl-12422219

ABSTRACT

Membrane phosphoinositides control a variety of cellular processes through the recruitment and/or regulation of cytosolic proteins. One mechanism ensuring spatial specificity in phosphoinositide signalling is the targeting of enzymes that mediate their metabolism to specific subcellular sites. Phosphatidylinositol phosphate kinase type 1 gamma (PtdInsPKI gamma) is a phosphatidylinositol-4-phosphate 5-kinase that is expressed at high levels in brain, and is concentrated at synapses. Here we show that the predominant brain splice variant of PtdInsPKI gamma (PtdInsPKI gamma-90) binds, by means of a short carboxy-terminal peptide, to the FERM domain of talin, and is strongly activated by this interaction. Talin, a principal component of focal adhesion plaques, is also present at synapses. PtdInsPKI gamma-90 is expressed in non-neuronal cells, albeit at much lower levels than in neurons, and is concentrated at focal adhesion plaques, where phosphatidylinositol-4,5-bisphosphate has an important regulatory role. Overexpression of PtdInsPKI gamma-90, or expression of its C-terminal domain, disrupts focal adhesion plaques, probably by local disruption of normal phosphoinositide balance. These findings define an interaction that has a regulatory role in cell adhesion and suggest new similarities between molecular interactions underlying synaptic junctions and general mechanisms of cell adhesion.


Subject(s)
Cytoskeletal Proteins/chemistry , Cytoskeletal Proteins/metabolism , Focal Adhesions , Phosphotransferases (Alcohol Group Acceptor)/metabolism , 3T3 Cells , Alternative Splicing , Animals , Brain/enzymology , Brain/metabolism , Cell Adhesion , Enzyme Activation , Humans , Isoenzymes/chemistry , Isoenzymes/metabolism , Mice , Phosphatidylinositol 4,5-Diphosphate/metabolism , Phosphotransferases (Alcohol Group Acceptor)/chemistry , Protein Binding , Protein Structure, Tertiary , Synapses/enzymology , Synapses/metabolism , Talin
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