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Silva, A.

Publications and source records attributed to Silva, A..

At least 19 recordsLinked to original sources

Genetic and Behavioral Variation Underlying an Integrated Temporal Phenotype in an Admixed South American Population

Chronotype is a complex trait reflecting individual differences in the temporal organization of rest and activity, with important health implications. The Uruguayan population, characterized by a tri-hybrid origin (African, European, and Indigenous), exhibits a bias toward eveningness. The genetic variation in clock genes underlying chronotype in this population remains unexplored. To address this gap, we analyze healthy young adults from the extremes of the chronotype distribution (early, n = 37; late, n = 38; 63% female; 23.1 {+/-} 3.4 years), integrating self-reported measures, actigraphy, and low-pass whole-genome sequencing. Global ancestry is predominantly European, with Indigenous and African components, and does not differ between chronotypes. Variant density is highest in PER2. T-allele carriers of a PER2 variant previously associated with late chronotypes (rs35333999) differ from non-carriers in activity acrophase. Multidimensional scaling of variants across 19 canonical clock genes reveal differential representation of early and late chronotypes across genetic clusters. When examined by functional groups, the signal is restricted to genes involved in degradation of the circadian clock's repressor arm, with BTRC, a mediator of PER2 degradation, showing the same pattern when assessed individually. We derive a joint behavioral component capturing the variation in food intake, moderate-to-vigorous physical activity, light exposure, and sleep timing, which correlates with dim-light melatonin onset (DLMO), the gold-standard marker of circadian phase, and show differences among genetic clusters. Our integrative multilevel approach suggests a complex interplay between behavioral and genetic factors shaping chronotype in this cohort, highlighting the PER2BTRC axis as a candidate mechanism for future investigations.

genetics↗

Two Amazon freshwater sponges, Drulia brownii and Tubella paulula, share a resilient microbiome strongly shaped by seasonality and urbanization

Sponges are among the earliest-diverging metazoans, and their evolutionary success has been strongly linked to their symbiosis with microorganisms. While marine sponge-microbiome associations have been extensively characterized, freshwater sponges remain comparatively understudied, particularly in tropical systems such as the Amazon, where sponges undergo seasonal flood pulses and urbanization-derived disturbance. Here we characterized the microbiomes of two freshwater sponge species, Drulia brownii and Tubella paulula, from two contrasting sites in the Tapajos River (Amazon basin), a non-urbanized and an urbanized site, at two time points, the rainy and dry seasons. The whole metagenome was sequenced using a long-read shotgun approach, and metabarcoding was employed to characterize the gemmule microbiome. The analyses revealed that microbiome composition was primarily influenced by season, with urbanization exerting a secondary but significant effect. In non-urbanized rainy-season sponges, the microbiome was dominated by Pseudomonadales and Bacillales, whereas urbanized sponges showed more diverse profiles enriched with Burkholderiales, a possible symbiont. During the dry season, communities converged across sites, with Burkholderiales becoming the dominant taxon, including in gemmules. The 23 high-quality MAGs recovered revealed symbiosis-related genes, broad biosynthetic repertoires, and a distinctive carbohydrate-active enzyme profile. Functional analyses suggest that Pseudomonadales and Burkholderiales may play complementary roles across seasons, and Bacillales may be associated with organic matter turnover. These results show that Amazonian freshwater sponges harbor stress-sensitive but resilient microbiomes, with seasonality driving major compositional shifts and urbanization accelerating convergence toward Burkholderiales-dominated consortia, and highlight the central role of bacterial symbionts in nutrient acquisition, photoprotection, and chemical defense.

microbiology↗

BEEhaviourLab: A high-throughput platform for sublethal stressor screening in insects

Behavioural responses often provide the earliest detectable signs of physiological stress yet quantifying them at scale remains challenging. Acoustic behaviours such as buzzing are central to insect locomotion and communication but are rarely measured systematically, and their potential as sensitive indicators of environmental stress remains largely unexplored. Here, we test whether changes in insect acoustic behaviour can reveal sublethal effects of pesticide exposure. Using a newly developed automated behavioural platform (BEEhaviourLab), we recorded synchronised video and audio from insects, enabling simultaneous, high-throughput quantification of locomotor activity and buzzing behaviour across multiple individuals and species without the need for tagging. We applied this system to characterise the effects of the veterinary antiparasitic moxidectin on the bumble bee Bombus terrestris. Acute contact exposure produced dose-dependent reductions in locomotion and buzzing behaviour at concentrations below lethal thresholds. Acoustic measures detected behavioural disruption with sensitivity comparable to video-based activity metrics, demonstrating that buzzing behaviour provides a sensitive and previously unused indicator of neurotoxic stress. More broadly, scalable multimodal behavioural phenotyping enables subtle behavioural disruption to be detected across large experiments, opening new opportunities to incorporate acoustic endpoints into studies of animal behaviour, environmental stress, and ecological risk assessment.

animal behavior and cognition↗

Mesenchymal Stromal Cell Therapeutic Potential to RestoreNeurovascular Integrity in Machado-Joseph Disease

BackgroundMachado-Joseph disease (MJD), or Spinocerebellar Ataxia type 3 (SCA3), is a neurodegenerative disorder caused by an expansion of the CAG repeat in the MJD1/ATXN3 gene, which encodes for a polyglutamine-expansion in Ataxin-3. Similar to what occurs in other neurodegenerative disorders, the cerebrovascular system, particularly the blood-brain barrier (BBB), is impaired in MJD. BBB is an important cellular barrier that controls homeostasis of the central nervous system, and its disruption compromises neuronal function. To date, there is no disease-modifying therapy for MJD. Our group previously demonstrated that MSC administration can ameliorate the phenotype of MJD transgenic mice. However, the effect of MSC on the neurovascular unit and BBB integrity remains unexplored in the context of MJD. In the present work, we aimed to evaluate the therapeutic potential of MSC in mitigating vascular abnormalities and BBB disruption in MJD. MethodsEight-month-old MJD transgenic mice were treated with two consecutive bone marrow-MSC intravenous injections (1 week apart). Behavioral tests to assess motor coordination were conducted before and after treatment. Vascular structure, function, and BBB disruption were evaluated by immunohistochemistry and western blot. ResultsMSC administration partially restored vascular impairment in MJD transgenic mice. Treated mice exhibited improved gait and motor performance footprint and beam walking tests) and concurrently attenuated vascular dysfunction. Specifically, MSC-treated mice exhibited a decrease in collagen IV surface area and stabilized cerebellar blood supply. Additionally, MSC treatment diminished BBB permeability to the Evans blue (EB) dye in MJD mice and restored the levels of important adherent and tight junction-associated proteins in the cellular membrane, including vascular endothelial cadherin (VE-cadherin), claudin-5, and occludin, in a sex-specific manner. Conclusionsour results highlight significant cerebrovascular dysregulations in MJD, which are sex-dependent and progress with the disease stage. Moreover, our findings suggest that MSC administration partially reverted vascular impairments, providing valuable insights into the mechanisms underlying the therapeutic potential of MSC in MJD. Graphical AbstractMSC treatment partially reverts neurovascular dysregulation in MJD. MJD mice exhibit increased vessel coverage, increased BBB permeability, and altered TJ and AJ expression and subcellular localization. MSC administration modulates vessel coverage, reduces BBB leakage, and partially normalizes TJ/AJ subcellular localization. List of abbreviations: AJ - Adherent junction; BBB - Blood-Brain barrier; MJD- Machado-Joseph disease; MSC - mesenchymal stromal cell; TJ - thigh junction. Created with BioRender.com O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=103 SRC="FIGDIR/small/703043v1_ufig1.gif" ALT="Figure 1"> View larger version (55K): org.highwire.dtl.DTLVardef@8fa0a2org.highwire.dtl.DTLVardef@17b13f9org.highwire.dtl.DTLVardef@15c5ce3org.highwire.dtl.DTLVardef@d67539_HPS_FORMAT_FIGEXP M_FIG C_FIG

neuroscience↗

The control of prickle formation in Rubus

Prickles on blackberry and raspberry canes make pruning, harvesting, and handling more difficult and can increase labor costs for growers. The trait has been challenging to improve in these clonal crops because it is recessive and linked to undesirable agronomic traits. In blackberry and red raspberry, breeding programs have used recessive mutants at the S locus to generate prickleless cultivars for the last century. In this study, we identified independent loss-of-function mutations in a WUSCHEL-LIKE HOMEOBOX transcription factor, WOX1, as the genetic basis of the prickleless S locus in both blackberry and red raspberry. We mapped the S locus using integrated genome-wide association, bulked segregant analysis, and identity-by-descent analyses informed by breeding pedigrees. Additionally, we generated a genome sequence from Luther Burbanks prickleless blackberry variety Burbank Thornless that contained an additional allele of WOX1. To verify the genes role, we used gene editing to knock out WOX1 in an elite prickled commercial blackberry line. All edited plants were prickleless and lacked glandular trichomes, confirming that WOX1 controls a joint developmental pathway. Other plant traits were unchanged, indicating WOX1 is a specific and safe target for improvement. Gene editing can enable breeders to remove prickles directly from elite varieties, reducing the need for extensive breeding cycles and delivering safer, easier-to-harvest cultivars to growers.

plant biology↗

Multi-omics analysis of TNBC organoids identifies phosphorylation of the membrane trafficking machinery as a key event associated with FER-mediated invasion

Triple Negative Breast Cancer (TNBC) is characterised by unfavourable outcome due to the combination of its metastatic propensity, chemo-refractory behaviour and the lack of effective targeted interventions. Expression of the feline sarcoma-related (FER) kinase constitutes an independent prognostic factor that correlates with poor patient survival. FER promotes invasive behaviour in TNBC cells by regulating endosomal sorting and recycling (ESR) of adhesion proteins. Yet, the ESR machinery supporting invasion in TNBC, particularly within 3D environments, remains poorly understood. Here, we used FER-expressing TNBC patient-derived xenograft organoids (PDXOs) and MDA-MB-231 cells to identify the membrane trafficking machinery promoting invasion. Using a combination of proteomics, phospho-proteomics, and single cell RNA-sequencing, we show that the invasion of FER-expressing PDXO cells in collagen-I is mainly associated with the differential phosphorylation of membrane trafficking regulators, including SEC16A and a marked increase in Rab4-positive tubules. SEC16A depletion impairs cell invasion and reduces the number of focal adhesions and Rab4-positive tubules. Importantly, FER regulates SEC16A levels and localization, specifically in TNBC. Altogether, we identified SEC16A as a key player in FER-driven TNBC invasion, highlighting the membrane trafficking machinery as a promising target for the development of new therapeutic strategies.

cancer biology↗

A Single Genomic Region Controls Primocane Fruiting in Tetraploid Blackberry

The fresh-market blackberry (Rubus subgenus Rubus) industry has expanded dramatically in the past two decades, driven in part by improved cultivars. Introgression of the primocane-fruiting (PF; annual flowering) trait into elite germplasm has enabled dual cropping in a single year, season extension, and cultivation in tropical and subtropical regions. Despite its economic performance, the genetic basis of PF is not well understood. It has been proposed that the PF trait is controlled by a major recessive locus, but its genomic location is unclear. Here, a genome-wide association study (GWAS) of 365 tetraploid blackberry genotypes identified a single genomic region on chromosome Ra03 ([~]33 Mb) strongly associated with PF. Genetic linkage analysis in a biparental population confirmed that the same interval (32-35 Mb) was linked to the PF phenotype. Ten putative candidate genes were identified in this region. Allele mining using whole-genome resequencing of 17 genotypes highlighted two high-priority candidates: a CCCH-type zinc finger gene and a ubiquitin-specific protease gene. Use of an improved Rubus argutus Hillquist genome annotation (v1.2) enabled refined variant interpretation, including identification of regulatory 3' UTR polymorphisms in the zinc finger homolog. Two diagnostic KASP markers (PF1 and PF2), designed from the most significant GWAS SNPs, predicted the PF phenotype with over 96% accuracy in a validation panel of 494 tetraploid blackberries from multiple breeding programs. Together, these results provide the first high-resolution mapping of the PF locus in blackberry, identify candidate genes for flowering regulation in Rubus, and deliver diagnostic markers that can be immediately deployed in breeding programs.

genetics↗

Plasma cell identity escape drives resistance to anti-BCMA T-cell-redirecting therapy in multiple myeloma

Chimeric antigen receptor T-cell (CART) and T-cell engager (TCE) therapies targeting B-cell maturation antigen (BCMA) are transforming the treatment landscape for relapsed multiple myeloma (MM). However, despite impressive initial response rates, most patients eventually relapse. To investigate this unmet medical need, we applied whole-genome sequencing (WGS) to MM cells from cohorts of 102 relapsed patients treated with anti-BCMA CART and TCE therapies. Several genomic alterations were associated with clinical outcomes, particularly primary refractoriness, including high genomic complexity and mutations in genes regulating plasma cell identity, which predicted resistance to therapy. Single-cell RNA sequencing further revealed that MM cells from refractory patients exhibited high proliferation signatures and reduced expression of TNFRSF17 (encoding BCMA), while were less enriched for plasma cell-associated transcriptional programs, a phenomenon we term "plasma cell identity escape." This profile was strongly associated with immune dysregulation of CD8 T cells including increased activation and exhaustion. This evolution of MM toward a more proliferative and lineage-divergent state, refractory to the anti-BCMA T-cell redirecting therapies, was functionally validated in preclinical MM mouse models. Collectively, our results comprehensively define the cellular and molecular mechanisms underlying primary resistance to anti-BCMA therapies.

cancer biology↗

Hypofucosylation promotes pertussis toxin binding to cell surface glycococonjugates and pertussis toxin-induced intracellular ERK signaling

Pertussis (whooping cough) is caused by the bacterium Bordetella pertussis. Among the virulence factors produced by B. pertussis, pertussis toxin (PT) is responsible for key disease symptoms, including impacts on the immune system. PT is an AB5 toxin, consisting of a single catalytic A subunit and five B subunits. The B pentamer recognizes cell surface glycans and facilitates intracellular delivery of the catalytic A subunit. PT also impacts host cell signaling via mechanisms that do not depend on the catalytic activity of the A subunit. In particular, PT promotes signaling through the T-cell receptor (TCR), leading to activation of extracellular signal-regulated kinase (ERK) cascades. PT prefers to bind sialylated and N-linked glycans, but other aspects of PTs glycan binding specificity remain underexplored. Here we report that the absence of fucose on mammalian cell surfaces leads to increased binding by PT. Using pharmacological inhibitors in a human bronchial epithelial cell line, we observe that sialylation and N-linked glycosylation promote PT binding while fucosylation interferes with PT binding. Similarly, CHO and Colo205 cells deficient in fucosylation exhibited enhanced PT binding as compared to the corresponding wild-type cell lines. Genetic knockout of FUT3/FUT5/FUT6 or of FUT8 led to increased PT binding, suggesting that specific fucosylated epitopes mediate protection from PT. The functional impact of altered PT binding was examined in Jurkat T cells, where removal of cell surface non-core fucose led to increased PT-dependent ERK phosphorylation. In sum, our study identifies a role for fucosylation in protecting mammalian cells from PT.

biochemistry↗

Exploiting TGF-β-mediated Stromal Programming in Homologous Recombination-Deficient Pancreatic Cancer

The tumor microenvironment (TME) actively contributes to pancreatic ductal adenocarcinoma (PDAC) pathogenesis through dynamic bidirectional tumor-stroma interactions. Here, we demonstrate that homologous recombination-defective (HRD) tumor epithelium reprograms the TME in a genotype-specific manner to enhance cancer aggressiveness. Using genetically engineered mouse models, pancreatic stellate cell (PSC) and cancer-associated fibroblast (CAF) co-culture systems, single-nucleus multiomics, and human PDAC models, we show that tumoral loss of ATM serine/threonine kinase drives CAFs toward SMA+ myofibroblastic differentiation, independently of P53 status. These myCAFs, in turn, promote cancer aggressiveness and chemoresistance. Mechanistically, ATM deficiency increases reactive oxygen species and contractility signaling, enhancing TGF-{beta}1 secretion. Pharmacological TGF-{beta} inhibition reverses myCAF differentiation, sensitizes tumors to chemotherapy, and impairs tumor progression in both murine and human ATM-null models. Our findings reveal that ATM-deficient tumors shape a cancer-promoting niche via TGF-{beta} signaling and identify dual targeting of intrinsic and extrinsic vulnerabilities as a promising precision oncology strategy. SIGNIFICANCEHRD pancreatic cancers reprogram the tumor microenvironment in a genotype-specific manner through TGF-{beta}-driven myCAF-enrichment. Targeting this stromal axis alongside platinum-based chemotherapy improves therapeutic efficacy in ATM-deficient models. These findings highlight the need to integrate epithelial genotype and stromal context for truly personalized treatment strategies in PDAC.

cancer biology↗

Electrocorticographic Detection of Speech Networks in Glioma-infiltrated Cortex

Direct cortical stimulation (DCS) is the clinical gold standard for identifying functional cortex in the human brain, which is essential for the safe removal of brain lesions. Defining the electro-physiological properties of DCS- positive cortical regions may facilitate the identification of critical language regions, thereby permitting safe glioma resections in communities without access. Leveraging a multicenter electrophysiologic dataset of DCS- positive language regions spatially matched with subdural arrays, we analyzed regions identified as functionally critical (DCS+) versus functionally non-critical (DCS-) during intraoperative language mapping. In IDH-mutant gliomas, DCS+ regions exhibited significantly greater speech-related neural activity and enhanced encoding and decoding of linguistic and semantic features. We demonstrate that resting-state classifiers distinguish DCS+ from DCS- regions in IDH-mutant tumors. Task-based and resting-state electrophysiologic distinctions were pathology-specific and not present in IDH-wildtype glioblastomas. These findings may accelerate DCS mapping by guiding surgeons to priority regions, improving efficiency, and patient outcomes.

neuroscience↗

Human Myelin Spheres for In Vitro Oligodendrocyte Maturation, Myelination and Neurological Disease Modeling

Demyelinating diseases, such as multiple sclerosis, damage the protective myelin sheaths of the central nervous system. The development of effective therapies has been hampered by the lack of models that accurately replicate human myelin biology. Here we present a novel method to generate human myelin spheres (MyS) by coculturing of hPSC-derived neuronal and oligodendrocyte precursor cells, to create myelinated neurons. Using multimodal analyses including confocal and (electron)microscopy, single-nuclei transcriptomics, lipidomics, and electrophysiology, we demonstrate myelination in MyS as early as six weeks into coculture. These myelinated structures mature over time into multilamellar and compacted myelin sheaths with lipid compositions and transcriptomic profiles mirror the temporal dynamics of in vivo human oligodendrocyte development and neuronal myelination, resembling those of late fetal/postnatal oligodendrocytes. By employing lysolecithin-induced demyelination and Rabies virus infection experiments, we demonstrate the potential of MyS as an innovative, physiologically relevant platform for studying myelin-related neurodegeneration and neuroinfection.

neuroscience↗

Allosteric Modulation of Pathological Ataxin-3 Aggregation: A Path to Spinocerebellar Ataxia Type-3 Therapies

Spinocerebellar ataxia type 3 (SCA3) is a rare inherited neurodegenerative disease caused by the expansion of a polyglutamine repeat in the protease ataxin-3 (Atx3). Despite extensive knowledge of the downstream pathophysiology, no disease-modifying therapies are currently available to halt disease progression. The accumulation of protein inclusions enriched in the polyQ-expanded Atx3 in neurons suggests that inhibiting its self-assembly may yield targeted therapeutic approaches. Here it is shown that a supramolecular tweezer, CLR01, binds to a lysine residue on a positively charged surface patch of the Atx3 catalytic Josephin domain. At this site, the binding of CLR01 decreases the conformational fluctuations of the distal flexible hairpin. This results in reduced exposure of the nearby aggregation-prone region, which overlaps with the substrate ubiquitin binding site and primes Atx3 self-assembly, ultimately delaying Atx3 amyloid fibril formation and reducing the secondary nucleation rate, a process linked to fibril proliferation and toxicity. These effects translate into the reversal of synapse loss in a SCA3 cultured cortical neuron model, an improved locomotor function in a C. elegans SCA3 model, and a delay in disease onset, accompanied by reduced severity of motor symptoms in a SCA3 mouse model. This study provides critical insights into Atx3 self-assembly, revealing a novel allosteric site for designing CLR01-inspired therapies targeting pathological aggregation pathways while sparing essential functional sites. These findings emphasize that targeting allosteric sites in amyloid-forming proteins may offer unique opportunities to develop safe therapeutic strategies for various protein misfolding disorders.

biophysics↗

Patagonian fjords/channels vs. open ocean: phytoplankton molecular diversity in Southern Chilean coast

Environmental filtering hypothesis studies have revealed immense diversity of microorganisms across oceans; however, these studies are scarce along the Southeast Pacific coast. In this work, we describe the molecular diversity of phytoplankton communities from two biogeographic areas with contrasting oceanographic characteristics, namely fjords and channels versus the open Pacific Ocean (36{degrees}S to 53{degrees}S). Both areas have seen an increase in the frequency and intensity of Harmful Algal Bloom events (HABs). Using a molecular approach based on metabarcoding of the SSU ribosomal gene, we retrieve micro-phytoplankton diversity, community composition, and biogeographical patterns. The ASVs assigned to Dinophyceae and Bacillariophyta classes show differences in richness and dominance between both studied areas. The diversity pattern described in this work shows a higher harmful potential in fjord/channel areas versus the open ocean, which provides grounds for future studies about the factors triggering temporal variations in phytoplankton communities within these two contrasting environments.

ecology↗

Genetic Control of Prickles in Tetraploid Blackberry

Prickle-free blackberry (Rubus subgenus Rubus) canes are strongly preferred by growers due to food and worker safety concerns and damage to fruit from mechanical injury by prickles. This project was conducted to identify the genetic region responsible for prickle-free canes derived from the recessive Merton Thornless source in autotetraploid blackberry using a genome-wide association study, develop diagnostic KASP markers for prickle-free canes, and determine the effects of allele dosage at the prickle-free locus on prickle density in two biparental populations. The prickle locus was located on chromosome Ra04 from 30.48 to 36.04 Mb in an extensive LD block, with the peak SNP located at 33.64 Mb. Two diagnostic KASP markers were developed that correctly predicted the phenotype of 97% and 96% of 626 diverse fresh-market blackberry genotypes from multiple breeding programs, respectively. Allele dosage at the prickle-free locus had a significant impact on prickle density, with duplex prickly genotypes having significantly higher prickle density than simplex genotypes in both biparental populations studied. Five potential candidate genes with functional annotations related to epidermal, trichome, and/or prickle development were identified within the prickle-free locus, but no nonsynonymous polymorphism within these genes were identified. Article SummaryBlackberry cultivars with prickle-free canes are strongly preferred by growers and shipper marketers. The objectives of this study were to map the prickle-free locus in tetraploid fresh- market blackberries using a genome-wide association approach and develop diagnostic molecular markers that breeders can use to plan crosses and screen seedlings for prickle-free canes. The prickle-free locus was mapped to a 5.6 Mb region on chromosome Ra04. Two molecular markers developed in this region correctly predicted the phenotype of 96% or more of the breeding selections and cultivars in a large validation panel composed of germplasm from three breeding programs.

genetics↗

Tracking spatial patterns and nocturnal arousal in an undisturbed natural population of the pulse-type weakly electric fish Gymnotus omarorum

Assessing animals locomotor and activity-rest patterns in natural populations is challenging. It requires individual identification and behavioral tracking in sometimes complex and inaccessible environments. Weakly electric fish are advantageous models for remote monitoring due to their continuous emission of electric signals (EODs). Gymnotus omarorum is a South American freshwater pulse-type weakly electric fish. Previous manual recordings of restrained individuals in the wild showed a spatial distribution compatible with territoriality and a nocturnal increase in EOD rate interpreted as arousal. This interdisciplinary study presents the development of low-cost amplifiers for remote EOD recordings and the refinement of tracking algorithms that provide individual recognition of Gymnotus omarorum in the wild. We describe natural daily spacing patterns of undisturbed individuals that are compatible with territoriality, although heterogeneous across sampling sites, and confirm that all resident fish showed a robust nocturnal increase of EOD rate likely associated with daily variations of water temperature. HIGHLIGHTSO_LISuccessful remote individual tracking of wild pulse type weakly electric fish C_LIO_LIG. omarorum spacing patterns are compatible with known nocturnality and territoriality C_LIO_LIResidents keep their diurnal resting sites and move within small areas during the night C_LIO_LIThe robust nocturnal electric arousal of residents is linked to water temperature peak C_LI

animal behavior and cognition↗

TLCellClassifier: Machine Learning Based Cell Classification for Bright-Field Time-Lapse Images

Immunotherapies have shown promising results in treating patients with hematological malignancies like multiple myeloma, which is an incurable but treatable bone marrow-resident plasma cell cancer. Choosing the most efficacious treatment for a patient remains a challenge in such cancers. However, pre-clinical assays involving patient-derived tumor cells co-cultured in an ex vivo reconstruction of immune-tumor micro-environment have gained considerable notoriety over the past decade. Such assays can characterize a patients response to several therapeutic agents including immunotherapies in a high-throughput manner, where bright-field images of tumor (target) cells interacting with effector cells (T cells, Natural Killer (NK) cells, and macrophages) are captured once every 30 minutes for upto six days. Cell detection, tracking, and classification of thousands of cells of two or more types in each frame is bound to test the limits of some of the most advanced computer vision tools developed to date and requires a specialized approach. We propose TLCellClassifier (time-lapse cell classifier) for live cell detection, cell tracking, and cell type classification, with enhanced accuracy and efficiency obtained by integrating convolutional neural networks (CNN), metric learning, and long short-term memory (LSTM) networks, respectively. State-of-the-art computer vision software like KTH-SE and YOLOv8 are compared with TLCellClassifier, which shows improved accuracy in detection (CNN) and tracking (metric learning). A two-stage LSTM-based cell type classification method is implemented to distinguish between multiple myeloma (tumor/target) cells and macrophages/monocytes (immune/effector cells). Validation of cell type classification was done both using synthetic datasets and ex vivo experiments involving patient-derived tumor/immune cells. Availability and implementationhttps://github.com/QibingJiang/cell classification ml

cancer biology↗

A flexible fluid delivery system for rodent behavior experiments

Experimental behavioral neuroscience relies on the ability to deliver precise amounts of liquid volumes to animal subjects. Among others, it allows the progressive shaping of behavior through successive, automated, reinforcement, thus allowing training in more demanding behavioral tasks and the manipulation of variables that underlie the decision making process (e.g.: reward magnitude). Here we introduce a stepper-motor-based, fully integrated, open-source solution, that allows the reproducible delivery of small (<1 {micro}L) liquid volumes. The system can be controlled via software using the Harp protocol (e.g.: from Bonsai or Python interfaces), or directly through a low-level I/O interface. Both the control software and electronics are compatible with a wide variety of motor models and mechanical designs. However, we also provide schematics, and step-by-step assembly instructions, for the mechanical design used and characterized in this manuscript. We provide benchmarks of the full integrated system using a computer-vision method capable of measuring across-trial delivery of small volumes, an important metric when having behavior experiments in mind. Finally, we provide experimental validation of our system by employing it in a psychophysics rodent task, and during electrophysiological recordings.

bioengineering↗