Molecular Targets Research Articles

Unraveling the Protective Role of Oleocanthal and Its Oxidation Product, Oleocanthalic Acid, against Neuroinflammation

Neuroinflammation is a critical aspect of various neurodegenerative diseases, such as Alzheimer’s and Parkinson’s diseases. This study investigates the anti-neuroinflammatory properties of oleocanthal and its oxidation product, oleocanthalic acid, using the BV-2 cell line activated with lipopolysaccharide. Our findings revealed that oleocanthal significantly inhibited the production of pro-inflammatory cytokines and reduced the expression of inflammatory genes, counteracted oxidative stress induced by lipopolysaccharide, and increased cell phagocytic activity. Conversely, oleocanthalic acid was not able to counteract lipopolysaccharide-induced activation. The docking analysis revealed a plausible interaction of oleocanthal, with both CD14 and MD-2 leading to a potential interference with TLR4 signaling. Since our data show that oleocanthal only partially reduces the lipopolysaccharide-induced activation of NF-kB, its action as a TLR4 antagonist alone cannot explain its remarkable effect against neuroinflammation. Proteomic analysis revealed that oleocanthal counteracts the LPS modulation of 31 proteins, including significant targets such as gelsolin, clathrin, ACOD1, and four different isoforms of 14-3-3 protein, indicating new potential molecular targets of the compound. In conclusion, oleocanthal, but not oleocanthalic acid, mitigates neuroinflammation through multiple mechanisms, highlighting a pleiotropic action that is particularly important in the context of neurodegeneration.

RpoS sigma factor mediates adaptation and virulence in Vibrio mimicus

The alternative sigma factor RpoS functions as a regulator of stress and virulence response in numerous bacterial species. Vibrio mimicus is a critical opportunistic pathogen causing huge losses to aquaculture. However, the exact role of RpoS in V. mimicus remains unclear. In this study, rpoS deletion mutant of V. mimicus was constructed through allelic exchange and the phenotypic and transcriptional changes were investigated to determine the function of RpoS. The abilities of growth, motility, biofilm production, hemolytic activity and pathogenicity were significantly impaired in ΔrpoS strain. Stationary-phase cells of ΔrpoS strain showed lower tolerance to H2O2, heat, ethanol, and starvation stress than the wild-type strain. Transcriptome analyses revealed the involvement of rpoS in various cellular processes, notably bacterial-type flagellum synthesis and assembly, membrane synthesis and assembly and response to various stimuli. Phenotypic and RNA-seq analysis revealed that RpoS is required for biofilm formation, stress resistance, and pathogenicity in V. mimicus. Furthermore, β-galactosidase activity showed that rpoS is essential for optimal transcription of the flgK, fliA, cheA, mcpH mRNA. These results offer significant insight into the function and regulatory network of rpoS/RpoS, thereby improving our understanding and facilitating selection of molecular targets for future prevention strategies against V. mimicus.

Exploring molecular mechanisms of exercise on metabolic syndrome: a bibliometric and visualization study using CiteSpace.

To investigate the molecular mechanisms through which exercise influences metabolic syndrome (MS) and identify key research trends and collaborative networks using bibliometric and visualization techniques. We conducted a systematic literature search using the Web of Science Core Collection for articles published from 2014 to 2023. Using CiteSpace, we performed a bibliometric analysis of 562 eligible papers, generating visual knowledge maps to identify prevailing patterns, popular subjects, and emerging trends in the literature. The study reveals that exercise mitigates MS by reversing high-fat diet-induced abdominal obesity, reducing lipid accumulation and inflammation, enhancing insulin sensitivity, and improving cardiovascular function. Key molecular pathways include PPAR-γ/CPT-1/MCAD signaling, AMPK activation, and nitric oxide production. The USA leads in research output, with significant contributions from American institutions. Collaboration among researchers is limited, highlighting the need for more extensive and high-quality research initiatives. Regular, moderate-to-high-intensity exercise is crucial for managing MS. Exercise activates beneficial molecular pathways, improving metabolic health and cardiovascular function. Future research should focus on expanding collaborations and exploring novel molecular targets to enhance the therapeutic potential of exercise in metabolic syndrome management.

REGULATION OF RETINOGENESIS IN PRENATAL ONTOGENESIS AND ITS DISRUPTION IN AGE-RELATED MACULAR DEGENERATION

One of the main causes of blindness in the elderly in developed countries is age-related macular degeneration (AMD) [1, 2, 3]. Active research is being conducted to identify putative molecular targets for the development of an effective strategy for conservative treatment of both atrophic and neovascular forms of this disease [4, 5, 6], but at the present stage, pharmacotherapy is effective only for some patients, and is insufficient to stop the progression of the disease or eliminate the damage that has already occurred. The most promising and promising potential treatment options are considered to be the introduction of cellular technologies with retinal cell replacement and targeted pharmacotherapy. The aim of this study was to investigate the role of the retinal development inducer, SIRT1 [7, 8, 9], in retinogenesis to justify pharmacological inhibition of this protein as a possible treatment option for neovascular AMD. Using immunohistochemistry and immunocytochemistry, we assessed the expression and subcellular localization of SIRT1 and its innate inhibitor DBC1 in the retina of fetuses, adults, and mice. We also studied SIRT1 in retinal progenitor cells derived from mice and humans, the former having been used in small interfering RNA studies. SIRT1 is widely expressed in the developing and adult retina and is a regulator of key genes in retinal development, namely PAX6, Nestin, and CRX [10, 11, 12]. Moreover, we found that photoreceptor progenitor cells were among the smallest cells in a heterogeneous mouse retinal progenitor cell population [13, 14, 15]. Collectively, these results provide a basis for manipulating SIRT1 expression in small retinal progenitors as a means to increase the yield of photoreceptors for transplantation in retinal degeneration models [16, 17]. Furthermore, SIRT1 was found to be highly expressed in human-derived choroidal neovascular membranes, allowing its activity to be pharmacologically inhibited by the drug nicotinamide as a potent regulator of angiogenic and hypoxic signaling in a human retinal pigment epithelial cell line at both the protein level using angiogenesis arrays and at the RNA level using whole genome microarrays [18, 19]. These results point to the SIRT1 inhibitor, Nicotinamide, as a possible agent for treatment of neovascular AMD. Further studies of Nicotinamide are warranted in animal models of AMD. To the best of our knowledge, this is the first time that a detailed analysis of SIRT1 as a regulator of both retinal development and choroidal neovascularization has been reported.

Therapeutic potential of silkworm sericin in wound healing applications.

Chronic wounds are characterised by an imbalance between pro and anti-inflammatory signals, which result in permanent inflammation and delayed re-epithelialization, consequently hindering wound healing. They are associated with bacterial infections, tissue hypoxia, local ischemia, reduced vascularization, and MMP-9 upregulation. The global prevalence of chronic wounds has been estimated at 40 million in the adult population, with an alarming annual growth rate of 6.6%, making it an increasingly significant clinical problem. Sericin is a natural hydrophilic protein obtained from the silkworm cocoon. Due to its biocompatibility, biodegradability, non-immunogenicity, and oxidation resistance, coupled with its excellent affinity for target biomolecules, it holds great potential in wound healing applications. The silk industry discards 50,000 tonnes of sericin annually, making it a readily available material. Sericin increases cell union sites and promotes cell proliferation in fibroblasts and keratinocytes, thanks to its cytoprotective and mitogenic effects. Additionally, it stimulates macrophages to release more therapeutic cytokines, thus improving vascularization. This review focuses on the biological properties of sericin that contribute towards enhanced wound healing process and its mechanism of interaction with important biological targets involved in wound healing. Emphasis is placed on diverse wound dressing products that are sericin based and the utilisation of nanotechnology to design sericin nanoparticles that aid in chronic wound management.

Promising New Targets for the Treatment of Infections Caused by Acinetobacter baumannii: A Review.

Acinetobacter baumannii is a globally disseminated Gram-negative bacterium that causes several types of serious nosocomial infections, the most worrisome being ventilator-associated pneumonia and bacteremia related to using venous catheters. Due to its great ability to form biofilms, combined with its survival for prolonged periods on abiotic surfaces and its potential to acquire and control the genes that determine antibiotic resistance, A. baumannii is at the top of the World Health Organization's priority list of pathogens in urgent need of new therapies. In this sense, this review aimed to present and discuss new molecular targets present in A. baumannii with potential for promising treatment approaches. This review highlights crucial molecular targets, including cell division proteins, membrane synthesis enzymes, and biofilm-associated components, offering promising targets for novel antimicrobial drug development against A. baumannii infections.

A Review on Fish Skin-Derived Gelatin: Elucidating the Gelatin Peptides-Preparation, Bioactivity, Mechanistic Insights, and Strategies for Stability Improvement.

Fish skin-derived gelatin has garnered significant attention recently due to its abundant availability and promising bioactive properties. This comprehensive review elucidates various intricacies concerning fish skin-derived gelatin peptides, including their preparation techniques, bioactive profiles, underlying mechanisms, and methods for stability enhancement. The review investigates diverse extraction methods and processing approaches for acquiring gelatin peptides from fish skin, emphasizing their impact on the peptide composition and functional characteristics. Furthermore, the review examines the manifold bioactivities demonstrated by fish skin-derived gelatin peptides, encompassing antioxidant, antimicrobial, anti-inflammatory, and anticancer properties, elucidating their potential roles in functional food products, pharmaceuticals, and nutraceuticals. Further, mechanistic insights into the functioning of gelatin peptides are explored, shedding light on their interactions with biological targets and pathways. Additionally, strategies aimed at improving the stability of gelatin peptides, such as encapsulation, modification, and integration into delivery systems, are discussed to extend the shelf life and preserve the bioactivity. Overall, this comprehensive review offers valuable insights into using fish skin-derived gelatin peptides as functional ingredients, providing perspectives for future research endeavors and industrial applications within food science, health, and biotechnology.

Inulin‐Based Nanoparticle Modulates Gut Microbiota and Immune Microenvironment for Improving Colorectal Cancer Therapy

AbstractIn consideration of the important influence of gut microbiota on colorectal cancer (CRC) development and host immune system, regulating microbiota and intestinal environment can be an assisting approach to CRC treatment. To remodel tumor microenvironment, the anti‐CRC molecular targeting drug regorafenib (REG)‐encapsulating nanoparticle (UIRN) is constructed with the amphiphilic inulin‐ursodeoxycholic acid conjugate. UIRN increases the intra‐tumoral concentration and accumulation time of REG. In the CT26 tumor‐bearing mouse model, the relative abundance of probiotics and short‐chain fatty acid concentrations in colon are upregulated after treatment with UIRN, with decreased proportion of pro‐tumoral bacteria. Combining gut microbiota modulation and the function of REG to induce polarization of tumor‐associated macrophages toward the M1‐type, UIRN conquers immunosuppression and enhances anti‐tumor immunity. UIRN not only efficiently controls tumor progression alone but also exhibits adjuvant effects to chemotherapy and immunotherapy agents. The microbiota‐regulating and tumor‐suppressing functions of UIRN also work in the colitis‐associated CRC model. With good biosafety, UIRN displays hopeful application prospects in CRC therapy.

Innate immune sensing of cell death in disease and therapeutics.

Innate immunity, cell death and inflammation underpin many aspects of health and disease. Upon sensing pathogens, pathogen-associated molecular patterns or damage-associated molecular patterns, the innate immune system activates lytic, inflammatory cell death, such as pyroptosis and PANoptosis. These genetically defined, regulated cell death pathways not only contribute to the host defence against infectious disease, but also promote pathological manifestations leading to cancer and inflammatory diseases. Our understanding of the underlying mechanisms has grown rapidly in recent years. However, how dying cells, cell corpses and their liberated cytokines, chemokines and inflammatory signalling molecules are further sensed by innate immune cells, and their contribution to further amplify inflammation, trigger antigen presentation and activate adaptive immunity, is less clear. Here, we discuss how pattern-recognition and PANoptosome sensors in innate immune cells recognize and respond to cell-death signatures. We also highlight molecular targets of the innate immune response for potential therapeutic development.

Mycobacterial Targets for Thiourea Derivatives: Opportunities for Virtual Screening in Tuberculosis Drug Discovery.

Tuberculosis (TB) remains a primary global health concern, necessitating the discovery and development of new anti-TB drugs, mainly to combat drug-resistant strains. In this context, thiourea derivatives have emerged as promising candidates in TB drug discovery due to their diverse chemical structures and pharmacological properties. This review aimed to explore this potential, identifying and exploring molecular targets for thiourea derivatives in Mycobacterium tuberculosis (Mtb) and the potential application of virtual screening techniques in drug discovery. We have compiled a comprehensive list of possible molecular targets of thiourea derivatives in Mtb. The enzymes are primarily involved in the biosynthesis of various cell wall components, including mycolic acids, peptidoglycans, and arabinans, or targets in the branched-chain amino acid biosynthesis (BCAA) pathway and detoxification mechanisms. We discuss the potential of these targets as critical constituents for the design of novel anti-TB drugs. Besides, we highlight the opportunities that virtual screening methodologies present in identifying potential thiourea derivatives that can interact with these molecular targets. The presented findings contribute to the ongoing efforts in TB drug discovery and lay the foundation for further research in designing and developing more effective treatments against this devastating disease.

Molecular Markers, Immune Therapy, and Non-Small Cell Lung Cancer-State-of-the-Art Review for Surgeons.

Background: Lung cancer is a leading cause of cancer deaths in the United States. An increasing understanding of relevant non-small cell lung cancer (NSCLC) biomarkers has led to the recent development of molecular-targeted therapies and immune checkpoint inhibitors that have revolutionized treatment for patients with advanced and metastatic disease. The purpose of this review is to provide surgeons with a state-of-the-art understanding of the current medical and surgical treatment trends and their implications in the future of management of NSCLC. Materials and Methods: A systematic search of PubMed was conducted to identify English language articles published between January 2010 and March 2024 focusing on molecular markers, tumor targeting, and immunotherapy in the diagnosis and treatment of NSCLC. Case series, observational studies, randomized trials, guidelines, narrative reviews, systematic reviews, and meta-analyses were included. Results: There is now increasing data to suggest that molecular-targeted therapies and immune therapies have a role in the neoadjuvant setting. Advances in intraoperative imaging allow surgeons to perform increasingly parenchymal-sparing lung resections without compromising tumor margins. Liquid biopsies can noninvasively detect targetable mutations in cancer cells and DNA from a blood draw, potentially allowing for earlier diagnosis, personalized therapy, and long-term monitoring for disease recurrence. Conclusions: The management of NSCLC has advanced dramatically in recent years fueled by a growing understanding of the cancer biology of NSCLC. Advances in medical therapies, surgical techniques, and diagnostic and surveillance modalities continue to evolve but have already impacted current treatment strategies for NSCLC, which are encompassed in this review.

A pilot study of chlorambucil in pre-treated metastatic pancreatic adenocarcinoma patients bearing germline BRCA or other DNA damage repair system variants

BackgorundPancreatic adenocarcinoma remains a malignancy with a grim prognosis and scarce personalized treatment options. Pathogenic variants of DNA damage repair (DDR) genes are emerging as molecular targets, as they confer a higher sensitivity to DNA-damaging agents. This study aimed at assessing the activity of chlorambucil as salvage therapy in metastatic pancreatic cancer patients bearing a germline pathogenetic variant or variant of uncertain significance on a DDR-related gene. MethodsPlatinum-pretreated metastatic pancreatic cancer patients harbouring a germline variant on a DDR gene received chlorambucil at a daily oral dose of 6 mg/m2 for 42 every 56 days for the first cycle and for 14 every 28 days for the following cycles, until disease progression or unacceptable toxicity. The primary endpoint was 6-month progression-free survival rate (PFS-6). Median progression-free survival (PFS) and overall survival (OS) were secondarily described. ResultsTwenty patients were enrolled between December 2020 and September 2022. PFS-6 was 5%, median PFS and OS were 1.6 months and 3.0 months, respectively. Grade-3 adverse events were observed in 25% of patients, while no Grade-4 toxicity was reported. ConclusionsSingle agent chlorambucil did not show sufficient signal of activity to warrant its further investigation in metastatic pancreatic cancer patients bearing a DDR-related germline alteration.

Substituent Effect in Salicylaldehyde 2-Furoic Acid Hydrazones: Theoretical and Experimental Insights into DNA/BSA Affinity Modulation, Antimicrobial and Antioxidant Activity

The biological properties of five aroylhydrazones derived from salicylaldehyde and its 5-substituted derivatives with 2-furoic acid hydrazide were thoroughly investigated. NMR analysis confirmed the predominant existence of the aroylhydrazones in the keto-amine form in aqueous solution. Geometries of these compounds were optimized using density functional theory (DFT) calculations with the B3LYP hybrid functional, while ADMET analysis predicted their pharmacokinetic and toxicological properties. Substituent effects on the interactions between the salicyl aroylhydrazones and BSA and DNA were elucidated through experimental and molecular docking studies, revealing the bromo-substituted hydrazone as the most potent binder to both biomolecular targets. Experimental results aligned well with theoretical predictions, indicating that salicyl hydrazones predominantly act as DNA groove binders. Thermodynamic analysis suggested that the hydrazones predominantly interact with BSA through hydrogen bonding and van der Waals forces. Moreover, antioxidant potential assessment using DPPH, ABTS, FRAP, and metal chelating assays demonstrated the potent antioxidant power of nitro and hydroxy-substituted derivatives. Additionally, the antimicrobial properties of hydrazone against Gram-positive and Gram-negative bacteria, as well as fungi, were thoroughly explored, highlighting the nitro derivative as the most prominent candidate with broad-spectrum antimicrobial potential.

Research progress of type 2 inflammation-related tissue remodeling in nasal polyps

Chronic rhinosinusitis with nasal polyps is a common chronic inflammatory disease with significant tissue remodeling, but the mechanism of remodeling remains unclear. Studies have shown that Type（T） 2 inflammatory network plays a crucial role in tissue remodeling and nasal polyp formation. Clinical trials have been carried out for several biological targets, and a number of potential therapeutic targets have received increasing attention. This paper will summarize the research progress of T2 inflammatory response involved in nasal polyp tissue remodeling to provide ideas for further exploring the mechanism of nasal polyp tissue remodeling.

1,3,4-Oxadiazole and Its Analogs: Recently Adopted Synthetic Approaches and Interaction with Targets

: 1,3,4-Oxadiazole is a five-membered heterocyclic compound with one oxygen, two nitrogen, and two carbon atoms arranged in a ring. Several research reports, patents, and marketed drugs have already established 1,3,4-oxadiazole and its analog as potential molecules having a diverse range of pharmacological activities. In this review, we focused on recently acknowledged straightforward synthesis approaches for 1,3,4-oxadiazole and its analogs. Additionally, interactions of the 1,3,4-oxadiazole derivative with different biological targets (enzymes and receptors) have been described. The present findings discussed in this review analysis will aid researchers in conducting future research on 1,3,4-oxadiazole.

Tanomastat exerts multi-targeted inhibitory effects on viral capsid dissociation and RNA replication in human enteroviruses

Global cyclical outbreaks of human enterovirus infections has positioned human enterovirus A71 (EV-A71) as a neurotropic virus of clinical importance. However, there remains a scarcity of internationally approved antivirals and vaccines. In pursuit of repurposing drugs for combating human enteroviruses, we employed a comprehensive pharmacophore- and molecular docking-based virtual screen targeting EV-A71 capsid protein VP1-4, 3C protease, and 3D polymerase proteins. Among 15 shortlisted ligand candidates, we dissected the inhibitory mechanism of Tanomastat in cell-based studies and evaluated its invivo efficacy in an EV-A71-infected murine model. We demonstrated that Tanomastat exerts dose-dependent inhibition on EV-A71 replication, with comparable efficacy profiles in enterovirus species A, B, C, and D invitro. Time-course studies suggested that Tanomastat predominantly disrupts early process(es) of the EV-A71 replication cycle. Mechanistically, live virus particle tracking and docking predictions revealed that Tanomastat specifically impedes viral capsid dissociation, potentially via VP1 hydrophobic pocket binding. Bypassing its inhibition on entry stages, we utilized EV-A71 replication-competent, 3Dpol replication-defective, and bicistronic IRES reporter replicons to show that Tanomastat also inhibits viral RNA replication, but not viral IRES translation. We further showed that orally administered Tanomastat achieved 85% protective therapeutic effect and alleviated clinical symptoms in EV-A71-infected neonatal mice. Our study establishes Tanomastat as a broad-spectrum anti-enterovirus candidate with promising pre-clinical efficacy, warranting further testing for potential therapeutic application. MOE Tier 2 grants (MOE-T2EP30221-0005, R571-000-068-592, R571-000-076-515, R571-000-074-733) and A∗STARBiomedical Research Council (BMRC).

Learning Joint 2-D and 3-D Graph Diffusion Models for Complete Molecule Generation.

Designing new molecules is essential for drug discovery and material science. Recently, deep generative models that aim to model molecule distribution have made promising progress in narrowing down the chemical research space and generating high-fidelity molecules. However, current generative models only focus on modeling 2-D bonding graphs or 3-D geometries, which are two complementary descriptors for molecules. The lack of ability to jointly model them limits the improvement of generation quality and further downstream applications. In this article, we propose a joint 2-D and 3-D graph diffusion model (JODO) that generates geometric graphs representing complete molecules with atom types, formal charges, bond information, and 3-D coordinates. To capture the correlation between 2-D molecular graphs and 3-D geometries in the diffusion process, we develop a diffusion graph transformer (DGT) to parameterize the data prediction model that recovers the original data from noisy data. The DGT uses a relational attention mechanism that enhances the interaction between node and edge representations. This mechanism operates concurrently with the propagation and update of scalar attributes and geometric vectors. Our model can also be extended for inverse molecular design targeting single or multiple quantum properties. In our comprehensive evaluation pipeline for unconditional joint generation, the experimental results show that JODO remarkably outperforms the baselines on the QM9 and GEOM-Drugs datasets. Furthermore, our model excels in few-step fast sampling, as well as in inverse molecule design and molecular graph generation. Our code is provided in https://github.com/GRAPH-0/JODO.

Integrated network pharmacology, transcriptomics and metabolomics to explore the material basis and mechanism of Danggui-Baishao herb pair for treating hepatic fibrosis

Ethnopharmacological relevanceThe Danggui-Baishao herb pair (DB) is commonly used as Chinese herbal formulas for treating hepatic fibrosis (HF). However, there are few research on the combined application of the two drugs in treating HF, and the precise mechanisms and fundamental components of DB in addressing HF are still unclear. Aim of the studyThe intention of this research is to identify the molecular foundation and functional targets of DB to elucidate the mechanisms for treating HF. MethodsThe ingredients absorbed from DB in rat plasma were analyzed using UPLC-QE-MS. Therapeutic efficacy of DB in a rat model of CCl4-induced HF assessed using biochemical indices, pathological tissue observations, immunohistochemical and western blotting. An integrated strategy of transcriptomics, metabolomics, and network pharmacology was then utilized to explain the possible material basis and mechanisms of DB for treating HF. Western blotting was carried out to verify the critical mechanism. ResultsDB reduced the level of liver function and inflammation related indicators in CCl4-induced HF (P < 0.05 or P < 0.01), as well as ameliorated pathological histological changes, and reduced the expressions of collagen type I (Col-I) and α-smooth muscle actin (α-SMA). Nineteen ingredients absorbed from DB were identified. Comprehensive investigations of transcriptomics, metabolomics, and network pharmacology revealed that DB modulated the PI3K/Akt/NF-κB signaling pathway to ameliorate fibrosis induced by CCl4 in HF rats. According to the molecular docking results, core tagets were highly favored by kaempferol, benzoylpaeoniflorin, albiflorin, paeoniflorin, and levistilide A. ConclusionsThe possible mechanisms for DB treatment of HF include decreasing the activity of hepatic stellate cells (HSCs), decreasing collagen synthesis and deposition, attenuating the hepatic inflammatory response, inhibiting hepatocyte apoptosis, and increasing the level of niacinamide (NAM), thus exerting its anti-HF effect.

Association Between Type 2 Diabetes Mellitus and Alzheimer's Disease: Common Molecular Mechanism and Therapeutic Targets.

Diabetes mellitus (DM) and Alzheimer's disease (AD) rates are rising, mirroring the global trend of an aging population. Numerous epidemiological studies have shown that those with Type 2 diabetes (T2DM) have an increased risk of developing dementia. These degenerative and progressive diseases share some risk factors. To a large extent, the amyloid cascade is responsible for AD development. Neurofibrillary tangles induce neurodegeneration and brain atrophy; this chain reaction begins with hyperphosphorylation of tau proteins caused by progressive amyloid beta (Aβ) accumulation. In addition to these processes, it seems that alterations in brain glucose metabolism and insulin signalling lead to cell death and reduced synaptic plasticity in AD, before the onset of symptoms, which may be years away. Due to the substantial evidence linking insulin resistance in the brain with AD, researchers have coined the name "Type 3 diabetes" to characterize the condition. We still know little about the processes involved, even though current animal models have helped illuminate the links between T2DM and AD. This brief overview discusses insulin and IGF-1 signalling disorders and the primary molecular pathways that may connect them. The presence of GSK-3β in AD is intriguing. These proteins' association with T2DM and pancreatic β-cell failure suggests they might be therapeutic targets for both disorders.

Smart parallel automated cryo-electron tomography.

In situ cryo-electron tomography enables investigation of macromolecules in their native cellular environment. Samples have become more readily available owing to recent software and hardware advancements. Data collection, however, still requires an experienced operator and appreciable microscope time to carefully select targets for high-throughput tilt series acquisition. Here, we developed smart parallel automated cryo-electron tomography (SPACEtomo), a workflow using machine learning approaches to fully automate the entire cryo-electron tomography process, including lamella detection, biological feature segmentation, target selection and parallel tilt series acquisition, all without the need for human intervention. This degree of automation will be essential for obtaining statistically relevant datasets and high-resolution structures of macromolecules in their native context.