Biology subjects

Hitz, E.

Publications and source records attributed to Hitz, E..

5 recordsLinked to original sources

bioRxiv2026

A synthetic MALDI-TOF MS atlas for microbial classification across hospitals

Matrix-Assisted Laser Desorption/Ionization Time-of-Flight (MALDI-TOF) mass spectrometry (MS) is central to routine clinical microbiology for species identification. Its combination with machine learning is constrained by fragmented public datasets, species imbalance and acquisition-related variability. Synthetic datasets could provide more training data, but they must preserve the spectral information needed to make predictions on real samples. Here, we present an open, synthetic MALDI-TOF MS atlas comprising 4.3 million spectra across 43 clinically relevant bacterial species. To construct the atlas, we harmonised public repositories from three countries and trained a species- and institution-conditioned concept-bottleneck generative variational autoencoder (CBGM-VAE) on 179,086 measured spectra. We assessed the atlas as both a stand-alone training resource and a complement to real data, using bacterial species classification as a functional benchmark. Evaluation comprised 7,269 real spectra from more than 7 countries, 24 institutions and multiple acquisition platforms, covering: temporal, technical, biological and combined shifts. A neural network trained only on synthetic spectra achieved F1 scores ranging from 0.788 to 1.000 across external cohorts. When synthetic spectra were combined with real training data, classification performance improved or matched using real data only. These findings demonstrate that the atlas retains transferable information and can complement measured data. The openly released atlas provides a reusable resource for supervised learning and benchmarking. It can also be explored for pretraining representation-learning and foundation models in MALDI-TOF MS research.

microbiology↗

bioRxiv2021

Revisiting the effect of pharmaceuticals on transmission stage formation in the malaria parasite Plasmodium falciparum

Malaria parasites rely on specialized stages, called gametocytes, to ensure human-to-human transmission. The formation of these sexual precursor cells is initiated by commitment of blood stage parasites to the sexual differentiation pathway. Plasmodium falciparum, the most virulent of six parasite species infecting humans, employs nutrient sensing to control the rate at which sexual commitment is initiated, and the presence of stress-inducing factors, including antimalarial drugs, has been linked to increased gametocyte production in vitro and in vivo. These observations suggest that therapeutic interventions may promote gametocytogenesis and malaria transmission. Here, we engineered a P. falciparum reporter line to quantify sexual commitment rates after exposure to antimalarials and other pharmaceuticals commonly prescribed in malaria-endemic regions. Our data reveal that some of the tested drugs indeed have the capacity to elevate sexual commitment rates in vitro. Importantly, however, these effects are only observed at drug concentrations that inhibit parasite survival and only rarely result in a net increase of gametocyte production. Using a drug-resistant parasite reporter line, we further show that the gametocytogenesis-promoting effect of drugs is linked to general stress responses rather than to compound-specific activities. Altogether, we provide conclusive evidence for the absence of mechanistic links between the regulation of sexual commitment and the activity of commonly used pharmaceuticals in vitro. Our data hence contradict scenarios in which therapeutic interventions would promote the spread of drug-resistant parasites or malaria transmission in general.

cell biology↗

bioRxiv2021

The 3-phosphoinositide-dependent protein kinase 1 is an essential upstream activator of protein kinase A in malaria parasites

Cyclic AMP (cAMP) signalling is crucial for the propagation of asexual malaria blood stage parasites. Recent work on Plasmodium falciparum demonstrated that phosphorylation of the invasion ligand AMA1 by the catalytic subunit of cAMP-dependent protein kinase A (PfPKAc) is an essential step during parasite invasion into red blood cells. However, the exact mechanisms regulating PfPKAc activity are only partially understood and PfPKAc function has not been extensively studied in gametocytes, the sexual blood stage forms that are essential for malaria transmission. By studying a conditional PfPKAc knockdown mutant, we confirm the essential role for PfPKAc in erythrocyte invasion and demonstrate that PfPKAc is involved in regulating gametocyte deformability. Interestingly, we observed that the conditional overexpression of PfPKAc also caused a profound lethal phenotype by preventing intra-erythrocytic parasite multiplication. Whole genome sequencing of parasites selected to tolerate increased PfPKAc expression levels identified missense mutations exclusively in the gene encoding the putative parasite orthologue of 3-phosphoinositide-dependent protein kinase-1 (PfPDK1). Using targeted mutagenesis, we show that PfPDK1 is essential for PfPKAc activation, most likely by phosphorylating T189 in the PfPKAc activation loop. In summary, our results corroborate the importance of tight regulation of PfPKA signalling for parasite survival and identify PfPDK1 as a crucial upstream regulator in this pathway and potential new drug target.

microbiology↗

bioRxiv2021

Blunted Fas signaling favors RIPK1-driven neutrophil necroptosis in critically ill COVID-19 patients

Critically ill COVID-19 patients are characterized by a severely dysregulated cytokine profile and elevated neutrophil counts, which are thought to contribute to disease severity. However, to date it remains unclear how neutrophils contribute to pathophysiology during COVID-19. Here, we assessed the impact of the dysregulated cytokine profile on the tightly regulated cell death program of neutrophils. We show that in a subpopulation of neutrophils, canonical apoptosis was skewed towards rapidly occurring necroptosis. This phenotype was characterized by abrogated caspase-8 activity and increased RIPK1 levels, favoring execution of necroptosis via the RIPK1-RIPK3-MLKL axis, as further confirmed in COVID-19 biopsies. Moreover, reduction of sFas-L levels in COVID-19 patients and hence decreased signaling to Fas directly increased RIPK1 levels and correlated with disease severity. Our results suggest an important role for Fas signaling in the regulation of cell death program ambiguity via the ripoptosome in neutrophils during COVID-19 and a potential therapeutic target to curb inflammation and thus influence disease severity and outcome.

immunology↗

bioRxiv2020

GDV1 C-terminal truncation of 39 amino acids disrupts sexual commitment in Plasmodium falciparum

Malaria is a mosquito-borne disease caused by apicomplexan parasites of the genus Plasmodium. Completion of the parasites life cycle depends on the transmission of sexual stages, the gametocytes, from an infected human host to the mosquito vector. Sexual commitment occurs in only a small fraction of asexual blood stage parasites and is initiated by external cues. The gametocyte development protein 1 (GDV1) has been described as a key facilitator to trigger sexual commitment. GDV1 interacts with the silencing factor heterochromatin protein 1 (HP1), leading to its dissociation from heterochromatic DNA at the genomic locus encoding AP2-G, the master transcription factor of gametocytogenesis. How this process is regulated is not known. In this study we have addressed the role of protein kinases implicated in gametocyte development. From a pool of available protein kinase KO lines, we identified two kinase knockout lines which fail to produce gametocytes. However, independent genetic verification revealed that both kinases are not required for gametocytogenesis but both lines harbour the same mutation that leads to a truncation in the extreme C-terminus of GDV1. Introduction of the identified nonsense mutation into the genome of wild type parasite lines replicates the observed phenotype. Using a GDV1 overexpression line we show that the truncation in the GDV1 C-terminus does neither interfere with the nuclear import of GDV1 nor its interaction with HP1 in vitro, but appears important to sustain GDV1 protein levels and thereby sexual commitment. ImportanceTransmission of malaria causing Plasmodium species by mosquitos requires the parasite to change from a continuously growing asexual parasite form growing in the blood, to a sexually differentiated form, the gametocyte. Only a small subset of asexual parasites differentiates into gametocytes that are taken up by the mosquito. Transmission represents a bottleneck in the lifecycle of the parasite, so a molecular understanding of the events that lead to stage conversion may identify novel intervention points. Here we screened a subset of kinases we hypothesized to play a role in this process. While we did not identify kinases required for sexual conversion, we identified a mutation in the C-terminus of the Gametocyte Development 1 protein (GDV1), which abrogates sexual development. The mutation destabilises the protein but not its interaction with its cognate binding partner HP1. This suggest an important role for the GDV1 C-terminus beyond trafficking and protein stability.

microbiology↗