Utilizing variable auto encoder-based TDO optimization algorithm for predicting loneliness from electrocardiogram signals.

Several seniors and a substantial part of the general population are living in social isolation. This frequently occurs in vulnerability, isolation, and depression, which then have a poor impact on other health-related factors. A number of health problems, including a higher risk of cardio problems, are brought on by social isolation and loneliness. Electrocardiogram (ECG) usage for mental condition recognition enables accurate determination of a person's internal representation. The electrocardiogram (ECG) signals can be thoroughly analyzed to uncover hidden data that may be helpful for the precise identification of cardiac problems. ECG time-series information typically have great dimensions and complicated componentry. Using relevant information to guide training is among the main achievements of this type of learning. An ECG signal plays a significant part in the individual body's ability to manage behavior. Furthermore, loneliness identification is crucial since it has the worse effect on the circumstances that afflict persons. This study suggested an approach for detecting loneliness from an ECG signal to use a variable auto encoder-based optimization algorithm for ESN technique. The suggested approach consists of three phases for identifying a person's loneliness. Firstly, undecimated discrete wavelet transform is used to preprocess the acquired ECG data. Next, further characteristics are extracted from the precompiled signals using a variable auto encoder. For the precise categorization of loneliness in the ECG signal, a metaheuristic optimized ESN is, therefore, presented. The outcomes of the tests demonstrate that the suggested system with suitable ECG representations produces improved accuracy as well as performance.

Elevated constitutive expression of Hsp40 chaperone Sis1 reduces TDP-43 aggregation-induced oxidative stress in Ire1 pathway dependent-manner in yeast TDP-43 proteinopathy model of amyotrophic lateral sclerosis.

Oxidative stress is a therapeutic target in TDP-43 proteinopathies like amyotrophic lateral sclerosis (ALS) and FTLD-TDP. TDP-43 over-expression causes oxidative stress in yeast model of ALS. Previously, we developed a red/white color conversion reporter assay using ade1 or ade2 mutant yeast to examine oxidative stress induced by expression of amyloidogenic proteins. Also, a previous study showed that overexpression of yeast Hsp40 chaperone Sis1 could mitigate the toxicity and proteosomal blockage induced by TDP-43 over-expression. Here, using the red/white reporter yeast assay and also by CellROX-staining, we found that an elevated expression of Sis1 mitigates the TDP-43-induced oxidative stress. Furthermore, as redox signalling and the ER stress response pathways cross-talk, we checked if the Sis1-mediated mitigation of the TDP-43-induced oxidative stress can also be observed in yeast deleted for ER stress response gene, IRE1. We find that in the yeast deleted for the IRE1 gene, the elevated expression of Sis1 fails to neutralize the TDP-43-induced oxidative stress. Taken together, Hsp40 chaperone modulation can be further examined towards therapeutic research on the TDP-43 proteinopathies.

Amyloid-like aggregation of bovine serum albumin at physiological temperature induced by cross-seeding effect of HEWL amyloid aggregates.

BSA can form amyloid-like aggregates in vitro at 65 °C. Heterologous amyloid can proposedly cross-seed other protein's aggregation, however, general mechanisms and driving conditions remain to be vividly elucidated. Here, we examined if pre-formed HEWL amyloid can cross-seed the aggregation of BSA at physiological temperature, 37 °C, and whether the efficacy depends on the BSA conformation. We find that at pH 3.0, 37 °C where BSA manifests exposure of abundant hydrophobic patches, HEWL amyloid efficiently drives BSA into ThT-positive, sarkosyl-resistant, ß-sheet rich amyloid-like aggregates exhibiting fibrils in TEM. On the contrary, HEWL amyloid fails to cross-seed the BSA aggregation at pH 7.0, 37 °C where BSA has largely internalized hydrophobic patches. Strikingly, human lysozyme amyloid could also cross-seed human serum albumin aggregation at pH 3.0, 37 °C. Thus, heterologous amyloid cross-seeding can help overcome the energy-barrier for aggregation of other proteins that, for any reason, may have perturbed and promiscuous structural conformation at physiological temperatures.

Role of CNC1 gene in TDP-43 aggregation-induced oxidative stress-mediated cell death in S. cerevisiae model of ALS.

TDP-43 protein is found deposited as inclusions in the amyotrophic lateral sclerosis (ALS) patient's brain. The mechanism of neuron death in ALS is not fully deciphered but several TDP-43 toxicity mechanisms such as mis-regulation of autophagy, mitochondrial impairment and generation of oxidative stress etc., have been implicated. A predominantly nuclear protein, Cyclin C, can regulate the oxidative stress response via transcription of stress response genes and also by translocation to the cytoplasm for the activation of mitochondrial fragmentation-dependent cell death pathway. Using the well-established yeast TDP-43 proteinopathy model, we examined here whether upon TDP-43 aggregation, cell survival depends on the CNC1 gene that encodes the Cyclin C protein or other genes which encode proteins that function in conjunction with Cyclin C, such as DNM1, FIS1 and MED13. We show that the TDP-43's toxicity is significantly reduced in yeast deleted for CNC1 or DNM1 genes and remains unaltered by deletions of genes, FIS1 and MED13. Importantly, this rescue is observed only in presence of functional mitochondria. Also, deletion of the YBH3 gene involved in the mitochondria-dependent apoptosis pathway reduced the TDP-43 toxicity. Deletion of the VPS1 gene involved in the peroxisomal fission pathway did not mitigate the TDP-43 toxicity. Strikingly, Cyclin C-YFP was observed to relocate to the cytoplasm in response to TDP-43's co-expression which was prevented by addition of an anti-oxidant molecule, N-acetyl cysteine. Overall, the Cyclin C, Dnm1 and Ybh3 proteins are found to be important players in the TDP-43-induced oxidative stress-mediated cell death in the S. cerevisiae model.

Zn2+ modulates in vitro phase separation of TDP-432C and mutant TDP-432C-A315T C-terminal fragments of TDP-43 protein implicated in ALS and FTLD-TDP diseases.

TDP-43 proteinopathy is implicated in the neurodegenerative diseases, ALS and FTLD-TDP. Metal ion dyshomeostasis is observed in neurodegenerative diseases including ALS. Previously, mice expressing A315T familial ALS TDP-43 mutant showed elevated spinal cord Zn2+ levels. Recently, Zn2+ was observed to modulate the in vitro amyloid-like aggregation of the TDP-43's RRM12 domains. As a systematic knowledge of the TDP-43's interaction with Zn2+ is lacking, we in silico predicted potential Zn2+ binding sites in TDP-43 and estimated their relative solvent accessibilities. Zn2+ binding sites were predicted in the TDP-43's N-terminal domain, in the linker region between RRM1 and RRM2 domain, within RRM2 domain and at the junction of the RRM2 and C-terminal domain (CTD), but none in the 311-360 region of CTD. Furthermore, we found that Zn2+ promotes the in vitro thioflavin-T-positive aggregations of C-terminal fragments (CTFs) termed TDP-432C and TDP-432C-A315T that encompass the RRM2 and CTD domains. Also, while the Alexa-fluor fluorescently labelled TDP-432C and TDP-432C-A315T proteins manifested liquid-like spherical droplets, Zn2+ caused a solid-like phase separation that was not ameliorated even by carboxymethylation of the free cysteines thereby implicating the other Zn2+-binding residues. The observed Zn2+-promoted TDP-43 CTF's solid-like phase separation can be relevant to the Zn2+ dyshomeostasis in ALS and FTLD-TDP.

Computational insights into mechanism of AIM4-mediated inhibition of aggregation of TDP-43 protein implicated in ALS and evidence for in vitro inhibition of liquid-liquid phase separation (LLPS) of TDP-432C-A315T by AIM4.

TDP-43 is an RNA/DNA-binding protein which is also implicated in the pathogenesis of amyotrophic lateral sclerosis (ALS) disease. TDP-43's cytoplasmic mis-localization, liquid-liquid phase separation (LLPS) due to RNA depletion and aggregation, are proposedly important TDP-43-toxicity causing mechanisms. So far, therapeutic options for ALS are extremely ineffective hence, multi-faceted approaches such as targeting the oxidative stress and inhibiting the TDP-43's aggregation, are being actively pursued. Recently, we have identified an acridine derivative, AIM4, as an anti-TDP-43 aggregation molecule however, its mechanism is not deciphered. Here, we have utilized computational tools to examine binding site(s) of AIM4 in the TDP-43 structure and compared with other relevant compounds. We find that AIM4 has a binding site in the C-terminal amyloidogenic region (aa: 288-319), with Gly-288 & Phe-289 residues which are also important for TDP-43's LLPS. Importantly, alike to previously reported effects of RNA, AIM4 could also inhibit the in vitro LLPS of a C-terminal fragment TDP-432C bearing an A315T familial mutation. Furthermore, isothermal titration calorimetry (ITC) data also support the binding of AIM4 to TDP-432C-A315T. This antagonism of AIM4 towards TDP-43's LLPS and presence of binding site of AIM4 on TDP-43 support AIM4's potential to be an important molecule towards ALS therapeutic research.

Molecular Mechanisms of TDP-43 Misfolding and Pathology in Amyotrophic Lateral Sclerosis.

TAR DNA binding protein 43 (TDP-43) is a versatile RNA/DNA binding protein involved in RNA-related metabolism. Hyper-phosphorylated and ubiquitinated TDP-43 deposits act as inclusion bodies in the brain and spinal cord of patients with the motor neuron diseases: amyotrophic lateral sclerosis (ALS) and frontotemporal lobar degeneration (FTLD). While the majority of ALS cases (90-95%) are sporadic (sALS), among familial ALS cases 5-10% involve the inheritance of mutations in the TARDBP gene and the remaining (90-95%) are due to mutations in other genes such as: C9ORF72, SOD1, FUS, and NEK1 etc. Strikingly however, the majority of sporadic ALS patients (up to 97%) also contain the TDP-43 protein deposited in the neuronal inclusions, which suggests of its pivotal role in the ALS pathology. Thus, unraveling the molecular mechanisms of the TDP-43 pathology seems central to the ALS therapeutics, hence, we comprehensively review the current understanding of the TDP-43's pathology in ALS. We discuss the roles of TDP-43's mutations, its cytoplasmic mis-localization and aberrant post-translational modifications in ALS. Also, we evaluate TDP-43's amyloid-like in vitro aggregation, its physiological vs. pathological oligomerization in vivo, liquid-liquid phase separation (LLPS), and potential prion-like propagation propensity of the TDP-43 inclusions. Finally, we describe the various evolving TDP-43-induced toxicity mechanisms, such as the impairment of endocytosis and mitotoxicity etc. and also discuss the emerging strategies toward TDP-43 disaggregation and ALS therapeutics.

The amyloidogenicity of a C-terminal region of TDP-43 implicated in Amyotrophic Lateral Sclerosis can be affected by anions, acetylation and homodimerization.

Amyotrophic Lateral Sclerosis (ALS) is a fatal neurodegenerative disease associated with accumulation of hyper-phosphorylated, and ubiquitinated TAR DNA-binding protein-43 (TDP-43) as inclusion deposits in neuronal cells. Recently, amyloid-like fibrillar aggregates of TDP-43 have been reported from several ALS patients. The C-terminal region of TDP-43 is central to TDP-43's pathological aggregation and most of the familial ALS mutations in the encoding TARDBP gene are located in this domain. Also, aberrant proteolytic cleavages of TDP-43 produce cytotoxic C-terminal fragments of ∼15-35 kDa. The C-terminal end harbours a glycine-rich region and a Q/N rich prion-like aggregation-prone domain which has been shown to form amyloid-like fibrillar aggregates in vitro. Previously, TDP-43 protein has also been shown to undergo several other post-translational modifications such as acetylation and dimerization, however, their effects on TDP-43's amyloid-like in vitro aggregation have not been examined. Towards this, we have here examined effects of anions, acetylation and homodimerization on the in vitro aggregation of a C-terminal fragment (amino acid: 193-414) of TDP-43 termed TDP-432C. We find that kosmotropic anions greatly accelerate whereas chaotropic anions impede its aggregation. Also, we show that acetylation of certain lysines in C-terminal fragments significantly reduces the TDP-432C's amyloid-like aggregation. Furthermore, we separated spontaneously formed cysteine-linked homodimers of the recombinantly purified TDP-432C using size-exclusion chromatography and found that these dimers retain amyloidogenicity. These findings would be of significance to the TDP-43 aggregation-induced pathology in ALS.

A Protocol of Using White/Red Color Assay to Measure Amyloid-induced Oxidative Stress in Saccharomyces cerevisiae.

The yeast Saccharomyces cerevisiae (S. cerevisiae) harboring ade1 or ade2 mutations manifest red colony color phenotype on rich yeast medium YPD. In these mutants, intermediate metabolites of adenine biosynthesis pathway are accumulated. Accumulated intermediates, in the presence of reduced glutathione, are transported to the vacuoles, whereupon the development of the red color phenotype occurs. Here, we describe a method to score for presence of oxidative stress upon expression of amyloid-like proteins that would convert the red phenotype of ade1/ade2 mutant yeast to white. This assay could be a useful tool for screening for drugs with anti-amyloid aggregation or anti-oxidative stress potency.

Use of ade1 and ade2 mutations for development of a versatile red/white colour assay of amyloid-induced oxidative stress in saccharomyces cerevisiae.

Mutations in adenine biosynthesis pathway genes ADE1 and ADE2 have been conventionally used to score for prion [PSI+ ] in yeast. If ade1-14 mutant allele is present, which contains a premature stop codon, [psi- ] yeast appear red on YPD medium owing to accumulation of a red intermediate compound in vacuoles. In [PSI+ ] yeast, partial inactivation of the translation termination factor, Sup35 protein, owing to its amyloid aggregation allows for read-through of the ade1-14 stop codon and the yeast appears white as the red intermediate pigment is not accumulated. The red colour development in ade1 and ade2 mutant yeast requires reduced-glutathione, which helps in transport of the intermediate metabolite P-ribosylaminoimidazole carboxylate into vacuoles, which develops the red colour. Here, we hypothesize that amyloid-induced oxidative stress would deplete reduced-glutathione levels and thus thwart the development of red colour in ade1 or ade2 yeast. Indeed, when we overexpressed amyloid-forming human proteins TDP-43, Aß-42 and Poly-Gln-103 and the yeast prion protein Rnq1, the otherwise red ade1 yeast yielded some white colonies. Further, the white colour eventually reverted back to red upon turning off the amyloid protein's expression. Also, the aggregate-bearing yeast have increased oxidative stress and white phenotype yeast revert to red when grown on media with reducing agent. Furthermore, the red/white assay could also be emulated in ade2-1, ade2Δ, and ade1Δ mutant yeast and also in an ade1-14 mutant with erg6 gene deletion that increases cell-wall permeability. This model would be useful tool for drug-screening against general amyloid-induced oxidative stress and toxicity. Copyright © 2016 John Wiley & Sons, Ltd.