Biology subjects

Van Damme, P.

Publications and source records attributed to Van Damme, P..

At least 19 recordsLinked to original sources

bioRxiv2026

Sex-dependent DNA methylation in amyotrophic lateral sclerosis

Amyotrophic lateral sclerosis (ALS) shows well-established sex differences in incidence, age at onset and progression, but their biological basis is unclear. We hypothesised that the DNA methylation changes associated with ALS differ between the sexes, which would point to sex-specific disease processes. To test this, we performed a blood-based epigenome-wide association meta-analysis of ALS cases and controls from Project MinE, an international ALS genomics consortium, and an independent Australian cohort, comprising 8,946 individuals after quality control (5,129 males and 3,817 females; 8,942 with complete covariates in the primary models). We analysed 781,648 autosomal CpGs using complementary sex-stratified case-control models and an ALS-by-sex interaction model that directly tested whether ALS-associated methylation effects differed by sex. Sex-stratified analyses identified no genome-wide significant differences between male and female ALS effects. In contrast, interaction testing identified seven robust sex-dependent ALS-associated differentially methylated positions (P < 9 x 10-8), mapping to KCNQ1, ADPRH, HLA-F, GHRLOS, IRF5, RAD51B and one intergenic region. The strongest signal was at KCNQ1 (P = 3.1 x 10-9). Six of the seven remained genome-wide significant in a four-stratum sensitivity analysis, and none was detected in previous conventional ALS or population sex-associated methylation analyses. Together, these findings suggest a distinct sex-conditional component of the ALS blood methylome, implicating immune, metabolic and ion-channel loci and providing new candidates for investigating biological heterogeneity between males and females with ALS.

genomics↗

bioRxiv2026

MeFluHyA: a novel fluorescent screening tool for high-throughput identification of HDAC6-selective inhibitors

The cytosolic histone deacetylase 6 (HDAC6) plays a key role not only in cancer but also in neurodegenerative diseases, including amyotrophic lateral sclerosis (ALS) peripheral neuropathies. Pharmacological inhibition as well as genetic silencing of HDAC6 is able to rescue several defects. Therefore, developing pharmacological compounds targeting this enzyme is of crucial interest. Here, we report the design, synthesis, and characterization of Methyl Fluorescent Hydroxamic Acid (MeFluHyA), a novel fluorescent HDAC6-selective probe designed for cell imaging. By integrating a Cy5 fluorophore into a phenyl hydroxamic acid scaffold, MeFluHyA shows binding to the catalytically active CD2 domain of HDAC6 without significantly inhibiting its deacetylating function in the sub-micromolar range. Biochemical enzymatic activity assays confirmed its selectivity over other HDAC isoforms. Fluorescent imaging studies in HeLa cells demonstrated strong colocalization with HDAC6-eGFP and a commercial HDAC6 antibody. Competitive binding assays revealed that MeFluHyA effectively identifies known HDAC6 inhibitors, with reduced probe-binding serving as a readout for successful target engagement. MeFluHyA is a cell-permeable, fast and easy to use probe that can be added organism-independent, and its red-shifted fluorophore makes it compatible with multiplex, live and fixed imaging. Overall, we provide a novel tool for screening platforms aimed at identifying novel HDAC6-targeting inhibitors.

biochemistry↗

bioRxiv2026

Systematic real-time profiling of Salmonella type III effector translocation provides quantitative resolution of the T3SS-1/T3SS-2 secretion dichotomy

Type III secretion systems (T3SSs) enable Salmonella to modulate host cell biology by delivering a diverse repertoire of effector proteins. Yet, the temporal dynamics of effector translocation during prolonged infection remain poorly defined. Here, we establish a systematic real-time framework for quantifying effector secretion and translocation by combining endogenous HiBiT-tagging with split NanoLuc-based detection. Using this approach, we monitored the translocation kinetics of all 39 currently annotated type III effectors (T3Es) in Salmonella enterica serovar Typhimurium SL1344 over a 24-hour infection of epithelial cells. This comprehensive analysis revealed temporally distinct translocation patterns, widespread mid- and late-stage effector delivery, and a quantitatively resolved functional overlap between T3SS-1 and T3SS-2-mediated secretion than previously appreciated. These findings provide a more refined view of effector deployment throughout infection and illuminate previously overlooked aspects of effector dynamics. Altogether, this work offers a detailed temporal map of effector dynamics during epithelial infection and establishes a scalable strategy for dissecting secretion system function across host-pathogen systems.

cell biology↗

bioRxiv2026

Decoding stage-specific symbiotic programs in the Rhizophagus irregularis-tomato interaction using single-nucleus transcriptomics

Arbuscular mycorrhizal fungi (AMF) establish a dynamic and asynchronous symbiosis with a wide range of land plants, involving distinct stages of root colonization and associated cellular responses that co-occur within the same root. Whilst decades of research have significantly advanced our understanding of the plants symbiotic gene repertoire, this spatial and temporal complexity has hindered a detailed dissection of the molecular mechanisms underlying fungal accommodation. Here, we present the first single-nucleus RNA-sequencing (snRNA-seq) dataset of Solanum lycopersicum roots colonized by Rhizophagus irregularis. Unsupervised subclustering of an AM-specific cell population resolves AM-responsive root epidermal cells as well as a developmental gradient of cortical cells across distinct stages of arbuscule formation, unveiling stage-specific transcriptional signatures during AMF colonization. Moreover, using Motif-Informed Network Inference based on single-cell EXpression data (MINI-EX), we put forward candidate transcription factors orchestrating these stage-specific transcriptional programs. Together, our data support novel hypotheses on how diverse plant developmental and physiological processes - including localized cell cycle reactivation and the integration of multiple nutritional cues - are coordinated to facilitate the establishment of a functional symbiosis. As such, this high-resolution dataset serves as a valuable resource for candidate gene prioritization and future reverse genetic studies.

plant biology↗

bioRxiv2025

Motor System Oligodendroglia Atlas Reveals Activation States Associated with Region-Specific Vulnerability in ALS

Oligodendrocytes, the second most abundant cell type in the motor cortex and the most abundant in the spinal cord--are increasingly recognized as active contributors to neurodegenerative diseases, including amyotrophic lateral sclerosis (ALS). Yet their diversity and disease relevance in the central nervous system remain incompletely defined. Here, we generate a comprehensive single-nucleus transcriptomic atlas of 176 samples, integrating 2 in-house and 16 publicly available datasets. It encompasses more than 1,000,000 cells (350,000 oligodendrocytes and oligodendrocyte precursors) from the human motor cortex and spinal cord in non-neurological controls and ALS patients. We identify a previously unrecognized oligodendrocyte subpopulation--marked by PPEF1--and uncover regional differences, with distinct OPALIN+ and RBFOX1+ oligodendrocyte proportions between cortex and spinal cord. Importantly, we demonstrate that "disease-associated oligodendrocytes" (DAOs) represent a distinct activation state, rather than a distinct subpopulation. In ALS, spinal cord oligodendrocytes selectively shift toward reactive states, characterized by JUND-enriched regulon activity, heightened metabolic demand, increased intercellular signaling, and activation of cell-death pathways. Finally, we identify LRP2 as a novel transcriptional oligodendrocyte marker and find LRP2 and MBP proteins to be elevated in ALS cerebrospinal fluid (CSF), offering a potential biomarker of oligodendrocyte dysfunction. Our study provides a systems-level framework to interpret oligodendrocyte and OPC changes in ALS, linking cell state shifts to molecular alterations that can guide biomarker and therapeutic strategies.

neuroscience↗

bioRxiv2025

Discovery of tomato UDP-glucosyltransferases involved in bioactive jasmonate homeostasis using limited proteolysis-coupled mass spectrometry

Jasmonic acid (JA) is the precursor of the bioactive molecule jasmonoyl-isoleucine (JA-Ile), a plant hormone that regulates fitness and development. Although JA biosynthesis, signaling, and responses have been intensively studied, the catabolism of JA remains incompletely understood. Here, we used the recently developed technique of limited proteolysis-coupled mass spectrometry (LiP-MS) to investigate metabolite-protein interactions in plants, aiming to discover enzymes involved in JA metabolism. We identified several previously reported JA-binding proteins, thus validating the robustness of the method, along with recognized enzymes of the JA pathway and a series of novel potential JA-binding proteins. We performed functional characterization of a set of identified JA-interacting UDP-glucuronosyltransferase (UGT) enzymes through omics, biochemical, enzymatic, and structural analyses. Our results demonstrate that two tomato UGTs effectively glucosylate JA to form JA-glucosyl esters, potentially playing a role in the regulation of bioactive JA homeostasis. With this, our findings uncovered a missing step in the metabolism of JA.

plant biology↗

bioRxiv2025

THE ROOT-KNOT NEMATODE EFFECTOR MJ-MSP18: A SWISS ARMY KNIFE FOR REPROGRAMMING PLANT IMMUNITY

Root-knot nematodes (Meloidogyne spp.) are obligatory plant root parasites whose effector proteins play a critical role in suppressing plant immunity. However, the effectors direct host targets and underlying molecular mechanisms remain poorly understood. Using TurboID-mediated proximity labeling in tomato (Solanum lycopersicum) hairy roots, we identified an interaction between the nematode effector Mj-MSP18 and the tomato BRASSINOSTEROID-SIGNALING KINASE 7 (Sl-BSK7). Yeast two-hybrid (Y2H) assays confirmed that this interaction is conserved in Arabidopsis thaliana and Nicotiana benthamiana. Additionally, yeast three-hybrid and luciferase complementation assays demonstrated that Mj-MSP18 disrupts the interaction between BSK7/8 and FLS2 in both yeast and in planta. Given that the BSK7/8-FLS2 interaction is essential for flg22-induced pattern-triggered immunity (PTI), this disruption likely accounts for the suppression of reactive oxygen species (ROS) production and callose deposition observed upon transient expression of Mj-MSP18 in flg22-treated N. benthamiana leaves. Correspondingly, Arabidopsis and tomato bsk7 mutants exhibited increased susceptibility to root-knot nematode infection. Furthermore, RNA-seq analysis of tomato hairy roots expressing Mj-MSP18 revealed extensive transcriptional reprogramming, including the downregulation of defence-related genes and hydrogen peroxide response pathways. In addition, Y2H screening identified Sl-MYB and Sl-MYC2 as additional interactors, linking Mj-MSP18 to phytohormone biosynthesis, particularly the brassinosteroid (BR) and salicylic acid (SA) pathways, as validated by targeted metabolite analysis. The conservation of Mj-MSP18 across Meloidogyne species suggests a broadly conserved mechanism for host immune suppression and phytohormone modulation.

plant biology↗

bioRxiv2025

Virotrap Reveals Salmonella SopB as A Ubiquitinated Cargo for Host ESCRT-0

The pathogenic bacterium Salmonella survives and replicates in host cells within a Salmonella-containing vacuole (SCV), a membranous niche it actively remodels via secreted effectors. The phosphoinositide phosphatase SopB is a key effector implicated in SCV biogenesis, yet its host protein interactome has remained incompletely defined. Using the mass spectrometry-based interactomics technology Virotrap, we identify a novel set of SopB-associated host proteins, including the ESCRT-0 subunit HGS and other membrane remodeling proteins. We demonstrate that SopB directly interacts with HGS via its ubiquitin-binding domains, and show that SopB promotes ESCRT-0 recruitment to the SCV, yet ultimately counteracts its anti-replicative effect. As the ESCRT machinery plays a central role in cargo sorting and membrane remodeling, we propose a new SopB-dependent strategy by which Salmonella hijacks host endosomal trafficking to build its intracellular niche.

microbiology↗

bioRxiv2024

Bridging immunotypes and enterotypes using a systems immunology approach

Unveiling the systemic effects of disease and health requires an holistic approach that has mainly revolved around well established, directly determinable molecular relationships such as the protein synthesis cascade and epigenetic mechanisms. In this study, involving 394 individuals, we found direct linkage of branches spanning human biological functions often not studied in conjunction, using clinical data, gut microbial abundances, blood immune cell repertoires, blood transcriptomic and blood T cell receptor data. Contrary to current paradigms, we demonstrate that immunotypes and enterotypes are orthogonal, likely fulfilling distinct roles in maintaining homeostasis, only bridged via the blood transcriptome. We also identified two distinct inflammatory profiles: the first driven by interferon signalling and the other characterised by non-viral, NF-kB and IL-6 markers. Lastly, we present compelling data showing strong associations of the Ruminococcaceae and Christensenellaceae bacteria with a healthy immunotype and transcriptomic pattern, highlighting their potential role in immune health. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=194 HEIGHT=200 SRC="FIGDIR/small/625344v1_ufig1.gif" ALT="Figure 1"> View larger version (52K): org.highwire.dtl.DTLVardef@c6b5eorg.highwire.dtl.DTLVardef@15d0c3forg.highwire.dtl.DTLVardef@1cf29eeorg.highwire.dtl.DTLVardef@1c9ff8d_HPS_FORMAT_FIGEXP M_FIG C_FIG

systems biology↗

bioRxiv2024

Sex-specific DNA methylation differences in Amyotrophic lateral sclerosis

Sex is an important covariate in all genetic and epigenetic research due to its role in the incidence, progression and outcome of many phenotypic characteristics and human diseases. Amyotrophic lateral sclerosis (ALS) is a motor neuron disease with a sex bias towards higher incidence in males. Here, we report for the first time a blood-based epigenome-wide association study meta-analysis in 9274 individuals after stringent quality control (5529 males and 3975 females). We identified a total of 226 ALS saDMPs (sex-associated DMPs) annotated to a total of 159 unique genes. These ALS saDMPs were depleted at transposable elements yet significantly enriched at enhancers and slightly enriched at 3UTRs. These ALS saDMPs were enriched for transcription factor motifs such as ESR1 and REST. Moreover, we identified an additional 10 genes associated with ALS saDMPs through chromatin loop interactions, suggesting a potential regulatory role for these saDMPs on distant genes. Furthermore, we investigated the relationship between DNA methylation at specific CpG sites and overall survival in ALS using Cox proportional hazards models. We identified two ALS saDMPs, cg14380013 and cg06729676, that showed significant associations with survival. Overall, our study reports a reliable catalogue of sex-associated ALS saDMPs in ALS and elucidates several characteristics of these sites using a large-scale dataset. This resource will benefit future studies aiming to investigate the role of sex in the incidence, progression and risk for ALS.

genomics↗

bioRxiv2024

Assessing Ebola Virus Circulation in the Tshuapa Province (Democratic Republic of the Congo): A One Health Investigation of Wildlife and Human Interactions

The wildlife reservoir and spillover mechanisms of the Ebola virus remain elusive despite extensive research efforts in endemic areas. This study employed a One Health approach to examine the virus circulation in wildlife and the associated human exposure risks in the Tshuapa province of the Democratic Republic of the Congo. In 2021, we collected 1015 samples from 888 animals, predominantly small mammals, and 380 inhabitants of Inkanamongo village, the site of an Ebola virus disease outbreak in 2014. These samples were screened for evidence of current (RNA) or past (IgG antibodies) Ebola virus infections. We also conducted interviews with 167 individuals in the surrounding districts to assess their interactions with wildlife. While no Ebola virus RNA was detected in the wildlife samples, anti-orthoebolavirus IgG antibodies were found in 13 bats and 38 rodents. Among the human participants, 120 individuals had IgG antibodies against at least one orthoebolavirus antigen, with 12 showing seropositivity for two antigens of the same orthoebolavirus, despite not having a prior Ebola disease diagnosis. Furthermore, over 50% of respondents reported frequent visits to the forest to hunt a variety of wild animals, particularly ungulates and rodents, which could account for occasional viral spillovers. The absence of active Ebola virus circulation in wildlife may reflect seasonal patterns in reservoir ecology, like those observed in bats. Similarly, seasonal human activities, like hunting and foraging, may result in periodic exposure risks. These findings highlight the importance of continuous, multidisciplinary surveillance to monitor changes in seasonal spillover risks.

molecular biology↗

bioRxiv2024

Amygdala-predominant α-synuclein pathology exacerbates hippocampal neuron loss in Alzheimer's disease

Misfolded -synuclein (Syn) protein accumulates in 43-63% of individuals with symptomatic Alzheimers disease (AD). Two main patterns of co-morbid Syn pathology have been identified: caudo-rostral and amygdala-predominant, with the latter being more common in AD. Syn pathology has been shown to interact with DNA-binding protein 43 (TDP-43) and abnormally phosphorylated Tau protein (pTau). These proteins tend to accumulate in the amygdala, yet the specific role of amygdala-predominant Syn pathology in the progression of AD and hippocampal degeneration remains unclear. In this cross-sectional study, we analyzed 291 autopsy brains from both demented and non-demented elderly individuals neuropathologically. Neuronal density in the CA1 region of the hippocampus was assessed using hematoxylin-stained sections for all cases. We semi-quantitatively evaluated Syn pathology severity in six brain regions and stratified the cases into the two spreading patterns. In 99 AD cases, we assessed limbic-predominant age-related TDP-43 neuropathological changes (LATE-NC), CA1 pTau density, and cerebral amyloid angiopathy (CAA). Structural equation modeling analysis was conducted based on the assessed pathological parameters in AD patients. We identified an association between the amygdala-predominant Syn pathology pattern and decreased neuronal density in the CA1 region. AD patients with an amygdala-predominant Syn pattern exhibited the most severe pTDP-43 pathology among all groups, while those with the caudo-rostral pattern had the lowest severity of AD-related pathological changes including CAA type 1. Our model revealed that the relationship between Syn pathology and CA1 neuron loss is mediated through pTau and LATE-NC. Our results indicate that amygdala-predominant Syn pathology, in contrast to Syn pathology with a caudo-rostral pattern, significantly contributes to hippocampal neuron loss, potentially by accelerating TDP-43 and pTau pathologies. This finding, along with observed neuropathological differences between AD patients with these two Syn spreading patterns, underscores the need for precise stratification of patients. The stratification should consider not only the molecular and morphological identity of co-pathologies but also the distribution pattern of the respective co-pathologies.

neuroscience↗

bioRxiv2023

Distinct dynamics and proximity networks of hub proteins at the prey-invading cell pole in a predatory bacterium

In bacteria, cell poles function as subcellular compartments where proteins localize during specific lifecycle stages, orchestrated by polar "hub" proteins. Whereas most described bacteria inherit an "old" pole from the mother cell and a "new" pole from cell division, polarizing cells at birth, non-binary division poses challenges for establishing cell polarity, particularly for daughter cells inheriting only new poles. We investigated polarity dynamics in the obligate predatory bacterium Bdellovibrio bacteriovorus, proliferating through filamentous growth followed by non-binary division within prey bacteria. Monitoring the subcellular localization of two proteins known as polar hubs in other species, RomR and DivIVA, revealed RomR as an early polarity marker in B. bacteriovorus. RomR already marks the future anterior poles of the progeny during the predators growth phase, in a define time window closely following the onset of divisome assembly and the end of chromosome segregation. In contrast to RomRs stable unipolar localization in the progeny, DivIVA exhibits a dynamic pole-to-pole localization. This behaviour changes shortly before division of the elongated predator cell, where DivIVA accumulates at all septa and both poles. In vivo protein interaction networks for DivIVA and RomR, mapped through endogenous miniTurbo-based proximity labeling, further underscore their distinct roles in cell polarization and the importance of the anterior "invasive" cell pole in prey-predator interactions. Our work emphasizes the strict spatiotemporal coordination of cellular processes underlying B. bacteriovorus proliferation, offering insights into the subcellular organization of bacteria with filamentous growth and non-binary division.

microbiology↗

bioRxiv2023

PP2A and GSK3 act as modifiers of FUS-ALS by modulating mitochondrial transport

ALS is a fatal neurodegenerative disease which currently lacks effective treatments. Mutations in the RNA-binding protein FUS are a common cause of familial ALS, accounting for around 4% of fALS cases. Studying the mechanisms by which mutant FUS is toxic to neurons may provide insight into the pathogenesis of both familial and sporadic forms of ALS. Here we identify Protein Phosphatase 2A (PP2A) and Glycogen Synthase Kinase 3 (GSK3) as novel modifiers of FUS-ALS in vivo, looking from fly to human. PP2A-C and GSK3{beta} inhibition rescued FUS-induced toxicity in Drosophila and disease-relevant phenotypes in human iPSC-derived spinal motor neurons (sMNs). In both Drosophila and human iPSC-sMNs, we observed reduced GSK3{beta} inhibitory phosphorylation, suggesting that FUS dysfunction results in GSK3{beta} hyperactivity. We found that PP2A acts upstream of GSK3, affecting its inhibitory phosphorylation, and in synergy they modulate mitochondrial transport through the motor protein kinesin. Our data provide in vivo evidence that PP2A and GSK3 are disease modifiers, and reveal an unexplored mechanistic link between PP2A, GSK3 and kinesin in FUS-associated ALS.

neuroscience↗

bioRxiv2023

Modeling Antigen-Specific T Cell Dynamics Following Hepatitis B Vaccination indicates differences between conventional and regulatory T cell dynamics

Our study aims to investigate the dynamics of conventional memory T cells (Tconv) and regulatory T cells (Treg) following activation, and to explore potential differences between these two cell types. To achieve this, we developed advanced statistical mixed models based on mathematical models of ordinary differential equations (ODE), which allowed us to transform post-vaccination immunological processes into mathematical formulas. These models were applied on in-house data from a de novo Hepatitis B vaccination trial. By accounting for inter- and intra-individual variability, our models provided good fits for both antigen-specific Tconv and Treg cells, overcoming the challenge of studying these complex processes. Our modeling approach provided a deeper understanding of the immunological processes underlying T cell development after vaccination. Specifically, our analysis revealed several important findings regarding the dynamics of Tconv and Treg cells, as well as their relationship to seropositivity for HSV-1 and EBV, and the dynamics of antibody response to vaccination. Firstly, our modeling indicated that Tconv dynamics suggest the existence of two T cell types, in contrast to Treg dynamics where only one T cell type is predicted. Secondly, we found that individuals who converted to a positive antibody response to the vaccine earlier had lower decay rates for both Tregs and Tconv cells, which may have important implications for the development of more effective vaccination strategies. Additionally, our modeling showed that HSV-1 seropositivity negatively influenced Tconv cell expansion after the second vaccination, while EBV seropositivity was associated with higher Treg expansion rates after vaccination. Overall, this study provides a critical foundation for understanding the dynamic processes underlying T cell development after vaccination.

immunology↗

bioRxiv2023

Defective Schwann cell lipid metabolism alters plasma membrane dynamics in Charcot-Marie-Tooth disease 1A

Duplication of PMP22 causes Charcot-Marie-Tooth disease type 1A (CMT1A) and is known to disrupt the lipid metabolism in myelinating Schwann cells by unknown mechanisms. By using two CMT1A mouse models overexpressing human PMP22, we discovered that PMP22 dose-dependently downregulates genes that are involved in lipid and cholesterol metabolism. Lipidomic analysis on CMT1A mouse sciatic nerves confirmed lipid metabolic abnormalities primarily associated with cholesterol and sphingolipids. We observed similar lipidomic profiles and downregulation of genes associated with lipid metabolism in human CMT1A patient induced pluripotent stem cell-derived Schwann cell precursors (iPSC-SCPs). We confirmed these findings by demonstrating altered lipid raft dynamics and plasma membrane fluidity in CMT1A iPSC-SCPs. Additionally, we identified impaired cholesterol incorporation in the plasma membrane due to altered lipid storage homeostasis in CMT1A iPSC-SCPs, which could be modulated by changing the lipid composition of the cell culture medium. These findings suggest that PMP22 plays a role in regulating the lipid composition of the plasma membrane and lipid storage homeostasis. Targeting lipid metabolism may hold promise as a potential treatment for CMT1A patients. Graphical abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=162 SRC="FIGDIR/small/535224v1_ufig1.gif" ALT="Figure 1"> View larger version (50K): org.highwire.dtl.DTLVardef@17d4e84org.highwire.dtl.DTLVardef@1adce4forg.highwire.dtl.DTLVardef@1c3e1eborg.highwire.dtl.DTLVardef@12525da_HPS_FORMAT_FIGEXP M_FIG C_FIG HighlightsO_LIPMP22 copy number causes a dose-dependent suppression of cholesterol and lipid biosynthesis in peripheral nerves of CMT1A mice C_LIO_LILipid composition is altered in the sciatic nerves of CMT1A mice and in the membranes of patient derived iPSC-SCPs, with a significant reduction in sphingolipids C_LIO_LICMT1A iPSC-SCPs show decreased plasma membrane lipids required for regulating lipid raft dynamics, membrane fluidity, and membrane order C_LIO_LILipid storage misregulation is key in the pathogenesis of CMT1A C_LI

neuroscience↗

bioRxiv2023

Integrated Drivers of Basal and Acute Immunity in Diverse Human Populations

Prior studies have identified genetic, infectious, and biological associations with immune competence and disease severity; however, there have been few integrative analyses of these factors and study populations are often limited in demographic diversity. Utilizing samples from 1,705 individuals in 5 countries, we examined putative determinants of immunity, including: single nucleotide polymorphisms, ancestry informative markers, herpesvirus status, age, and sex. In healthy subjects, we found significant differences in cytokine levels, leukocyte phenotypes, and gene expression. Transcriptional responses also varied by cohort, and the most significant determinant was ancestry. In influenza infected subjects, we found two disease severity immunophenotypes, largely driven by age. Additionally, cytokine regression models show each determinant differentially contributes to acute immune variation, with unique and interactive, location-specific herpesvirus effects. These results provide novel insight into the scope of immune heterogeneity across diverse populations, the integrative effects of factors which drive it, and the consequences for illness outcomes.

immunology↗

bioRxiv2023

Multi-view learning to unravel the different levels underlying hepatitis B vaccine response

The immune system acts as the intricate apparatus dedicated to mounting a defence that ensures host survival from microbial threats. To engage this faceted immune response and provide protection against infectious diseases, vaccinations are the critical tool developed. However, vaccine responses are governed by levels that when interrogated separately only explain a fraction of the immune reaction. To address this knowledge gap, we conducted a feasibility study to determine if multi-view modelling can aid in gaining actionable insights on response markers shared across populations, capture the immune system diversity, and disentangle confounders. We thus sought to assess this multi-view modelling capacity on the responsiveness to Hepatitis B virus (HBV) vaccination. Seroconversion to vaccine induced antibodies against HBV surface antigen (anti-HBs) in early-converters (n=21; <2 month) and late-converters (n=9; <6 months), was defined based on the anti-HBs titres (>10IU/L). The multi-view data encompassed bulk RNA-seq, CD4+ T cell parameters (including T-cell receptor data), flow cytometry data, and clinical metadata (including age and gender). The modelling included testing single-view and multi-view joint dimensionality reductions. Multi-view joint dimensionality reduction out-performed single-view methods in terms of area under curve and balanced accuracy, confirming an increase in predictive power to be gained. The interpretation of the findings showed that age, gender, inflammation-related gene sets and pre-existing vaccine specific T-cells were associated with vaccination responsiveness. This multi-view dimensionality reduction approach complements the clinical seroconversion and all single modalities. Importantly, this modelling could identify what features predict HBV vaccine response. This methodology could be extended to other vaccination trials to identify key features regulating responsiveness.

systems biology↗