Biology subjects

Giani, A.

Publications and source records attributed to Giani, A..

6 recordsLinked to original sources

bioRxiv2026

Pathology-defined cell states reveal reproducible transcriptomic signatures across ALS cortical single-nucleus RNA-seq studies

Amyotrophic lateral sclerosis (ALS) is a genetically and biologically heterogeneous neurodegenerative disease in which distinct pathogenic mechanisms operate across patients while overt molecular pathology is confined to only a subset of cells. Such features would act to dilute disease-associated transcriptomic signals and complicate the identification of reproducible molecular signatures across the growing number of ALS single-nucleus RNA sequencing (snRNA-seq) studies. Here, we systematically assessed cross-study reproducibility across four cortical ALS snRNA-seq datasets comprising 140 donors (87 ALS) and tested whether pathology-defined cell states improve detection of conserved molecular signatures. Cell-type annotations were harmonized prior to comparison of cell-type-specific pseudobulk differential expression using gene-level, pathway-level, gene-ranking and alternative polyadenylation analyses. We further examined nuclei exhibiting TDP-43 pathology, identified by expression of the STMN2 cryptic exon. Conventional ALS-versus-control analyses showed limited reproducibility, with minimal overlap of differentially expressed genes or enriched pathways, while fold-change patterns clustered predominantly by study rather than cell type or brain region. Nevertheless, gene-ranking analyses identified reproducible neuronal transcriptional programs, suggesting that biological signal is present but incompletely resolved by current cohort sizes. In contrast, STMN2 cryptic exon-positive nuclei showed substantially greater concordance, revealing robust TDP-43-associated signatures that partially overlapped independent models of TDP-43 dysfunction while also identifying motor cortex-specific changes, including reduced expression of the recently identified ALS risk gene UNC13C. Reproducible ALS-associated alternative polyadenylation changes were not detected, likely reflecting the higher dimensionality and sparsity of polyadenylation site analyses. Together, our findings demonstrate that pathology-defined cell states provide a more reproducible framework for studying ALS transcriptomic alterations than conventional case-control comparisons. We additionally provide an interactive browser to facilitate exploration and comparison of ALS snRNA-seq datasets.

genomics↗

bioRxiv2026

Soluble DLK1 secreted by telomere-shortening-induced senescent microglia impairs oligodendrocyte functions and alters neuronal activity

Aging is the major risk factor for neurodegenerative disease, yet the mechanisms linking physiological aging to brain dysfunction remain unclear. Because telomere erosion is a hallmark of aging, we examined its impact on glial and neuronal physiology. Telomere shortened mice showed lipofuscinosis, hypomyelination, microglial atrophy, and cognitive deficits. Single nuclei RNA-seq revealed accelerated glial aging, elevated microglial senescence pathways, and impaired oligodendrocyte functions. Inducing senescence in human iPSC derived microglia with shortened telomeres identified soluble DLK1 as a novel senescence associated ligand. sDLK1 was increased in the cerebrospinal fluid of telomere shortened and naturally aged mice, and this increase was eliminated by microglial depletion. AAV delivery of sDLK1 in vivo caused hypomyelination and blocked oligodendrocyte lineage progression, demonstrating the detrimental nature of excessive sDLK1. In human iPSC systems, sDLK1 impaired oligodendrocyte maturation and altered calcium signaling in excitatory neurons. These findings identify microglial senescence as a core consequence of telomere shortening and reveal sDLK1 as a microglia-derived senescence ligand that drives oligodendrocyte and neuronal dysfunction in aging.

neuroscience↗

bioRxiv2022

Gfastats: conversion, evaluation and manipulation of genome sequences using assembly graphs

MotivationWith the current pace at which reference genomes are being produced, the availability of tools that can reliably and efficiently generate genome assembly summary statistics has become critical. Additionally, with the emergence of new algorithms and data types, tools that can improve the quality of existing assemblies through automated and manual curation are required. ResultsWe sought to address both these needs by developing gfastats, as part of the Vertebrate Genomes Project (VGP) effort to generate high-quality reference genomes at scale. Gfastats is a standalone tool to compute assembly summary statistics and manipulate assembly sequences in fasta, fastq, or gfa [.gz] format. Gfastats stores assembly sequences internally in a gfa-like format. This feature allows gfastats to seamlessly convert fast* to and from gfa [.gz] files. Gfastats can also build an assembly graph that can in turn be used to manipulate the underlying sequences following instructions provided by the user, while simultaneously generating key metrics for the new sequences. Availability and implementationGfastats is implemented in C++. Precompiled releases (Linux, MacOS, Windows) and commented source code for gfastats are available under MIT license at https://github.com/vgl-hub/gfastats. Examples of how to run gfastats are provided in the Github. Gfastats is also available in Bioconda, in Galaxy (https://assembly.usegalaxy.eu) and as a MultiQC module [1] (https://github.com/ewels/MultiQC). An automated test workflow is available to ensure consistency of software updates. Supplementary informationSupplementary data are available at Bioinformatics online.

bioinformatics↗

bioRxiv2020

Single-colony sequencing reveals phylosymbiosis, co-phylogeny, and horizontal gene transfer between the cyanobacterium Microcystis and its microbiome

Cyanobacteria from the genus Microcystis can form large mucilaginous colonies with attached heterotrophic bacteria - their microbiome. However, the nature of the relationship between Microcystis and its microbiome remains unclear. Is it a long-term, evolutionarily stable association? Which partners benefit? Here we report the genomic diversity of 109 individual Microcystis colonies - including cyanobacteria and associated bacterial genomes - isolated in situ and without culture from Lake Champlain, Canada and Pampulha Reservoir, Brazil. We found 14 distinct Microcystis genotypes from Canada, of which only two have been previously reported, and four genotypes specific to Brazil. Microcystis genetic diversity was much greater between than within colonies, consistent with colony growth by clonal expansion rather than aggregation of Microcystis cells. We also identified 72 bacterial species in the microbiome. Each Microcystis genotype had a distinct microbiome composition, and more closely-related genotypes had more similar microbiomes. This pattern of phylosymbiosis could be explained by co-phylogeny in two out of the nine most prevalent associated bacterial genera, Roseomonas and Rhodobacter, suggesting long-term evolutionary associations. Roseomonas and Rhodobacter genomes encode functions which could complement the metabolic repertoire of Microcystis, such as cobalamin and carotenoid biosynthesis, and nitrogen fixation. In contrast, other colony-associated bacteria showed weaker signals of co-phylogeny, but stronger evidence of horizontal gene transfer with Microcystis. These observations suggest that acquired genes are more likely to be retained in both partners (Microcystis and members of its microbiome) when they are loosely associated, whereas one gene copy is sufficient when the association is physically tight and evolutionarily long-lasting.

microbiology↗

bioRxiv2019

The evolution of biotic and abiotic realized niches within freshwater Synechococcus

Understanding how ecological traits have changed over evolutionary time is a fundamental question in biology. Specifically, the extent to which more closely-related organisms share similar ecological preferences due to phylogenetic conservation - or if they are forced apart by competition - is still debated. Here we explored the co-occurrence patterns of freshwater cyanobacteria at the sub-genus level to investigate whether more closely-related taxa share more similar niches, and to what extent these niches were defined by abiotic or biotic variables. We used deep 16S rRNA gene amplicon sequencing and measured several abiotic environmental parameters (nutrients, temperature, etc.) in water samples collected over time and space in Furnas Reservoir, Brazil. We found that relatively more closely-related Synechococcus (in the continuous range of 93-100% nucleotide identity in 16S) had an increased tendency to co-occur with one another (i.e. had similar realized niches). This tendency could not be easily explained by shared preferences for measured abiotic niche dimensions. Thus, commonly measured abiotic parameters might not be sufficient to characterize, nor to predict community assembly or dynamics. Rather, co-occurrence between Synechococcus and the surrounding community (whether or not they represent true biological interactions) may be a more sensitive measure of realized niches. Overall, our results suggest that realized niches are phylogenetically conserved, at least at the sub-genus level and at the resolution of the 16S marker. Determining how these results generalize to other genera and at finer genetic resolution merits further investigation. Originality-Significance StatementWe address a fundamental question in ecology and evolution: how do niche preferences change over evolutionary time? Using time-series analysis of 16S rRNA gene amplicon sequencing data, we develop an approach to highlight the importance of biotic factors in defining realized niches, and show how niche preferences change proportionally with the 16S gene molecular clock within the genus Synechococcus. Ours is also one of few studies on the ecology of freshwater Synechococcus, adding significantly to our knowledge about this abundant and widespread lineage of Cyanobacteria.

ecology↗

bioRxiv2019

Coherence of Microcystis species revealed through population genomics

Microcystis is a genus of freshwater cyanobacteria which causes harmful blooms in ecosystems worldwide. Some Microcystis strains produce harmful toxins such as microcystin, impacting drinking water quality. Microcystis colony morphology, rather than genetic similarity, is often used to classify Microcystis into morphospecies. However, colony morphology is a plastic trait which can change depending on environmental and laboratory culture conditions, and is thus an inadequate criterion for species delineation. Furthermore, Microcystis populations are thought to disperse globally and constitute a homogeneous gene pool. However, this assertion is based on relatively incomplete characterization of Microcystis genomic diversity. To better understand these issues, we performed a population genomic analysis of 33 newly sequenced genomes (of which 19 were resequenced to check for mutation in culture) mainly from Canada and Brazil. We identified eight Microcystis clusters of genomic similarity, only four of which correspond to named morphospecies and monophyletic groups. Notably, M. aeruginosa is paraphyletic, distributed across four genomic clusters, suggesting it is not a coherent species. Most monophyletic groups are specific to a unique geographic location, suggesting biogeographic structure over relatively short evolutionary time scales. Higher homologous recombination rates within than between clusters further suggest that monophyletic groups might adhere to a Biological Species-like concept, in which barriers to gene flow maintain species distinctness. However, certain genes - including some involved in microcystin and micropeptin biosynthesis - are recombined between monophyletic groups in the same geographic location, suggesting local adaptation. Together, our results show the importance of using genomic criteria for Microcystis species delimitation and suggest the existence of locally adapted lineages and genes. ImportanceThe genus Microcystis is responsible for harmful and often toxic cyanobacterial blooms across the world, yet it is unclear how and if the genus should be divided into ecologically and genomically distinct species. To resolve the controversy and uncertainty surrounding Microcystis species, we performed a population genomic analysis of Microcystis genome from public databases, along with new isolates from Canada and Brazil. We inferred that significant genetic substructure exists within Microcystis, with several species being maintained by barriers to gene flow. Thus, Microcystis appears to be among a growing number of bacteria that adhere to a Biological Species-like Concept (BSC). Barriers to gene flow are permeable, however, and we find evidence for relatively frequent cross-species horizontal gene transfer (HGT) of genes that may be involved in local adaptation. Distinct clades of Microcystis (putative species) tend to have distinct profiles of toxin biosynthesis genes, and yet toxin genes are also subject to cross-species HGT and local adaptation. Our results thus pave the way for more informed classification, monitoring and understanding of harmful Microcystis blooms.

microbiology↗