Graphical abstract
Graphical Abstract: African trypanosomes (Trypanosoma brucei, T. congolense, T. vivax) display different behaviours in the mammalian host and result in distinct effects on the vasculature in terms of prevalence of haemorrhages, alterations to vascular permeability, and surface remodelling. T. brucei exists exclusively as free-swimming in the bloodstream, but heavily extravasates to the extravascular compartments from early infection. T. congolense and T. vivax strain Y486 do not extravasate, but cytoadhere to the vascular endothelial cells, in a process named sequestration.
Keywords: Trypanosoma, Sequestration, Extravasation, Intravital microscopy, Parasitology, Host-pathogen interactions
Highlights
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African trypanosome infections result in species-specific vascular damage.
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Endothelial cells respond to African trypanosome infections in an organ- and parasite-specific manner.
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Trypanosoma vivax sequesters to the vasculature of most organs.
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Trypanosoma vivax Y486 does not colonise the extravascular spaces in a mouse model.
Abstract
Multiple blood-borne pathogens infecting mammals establish close interactions with the host vascular endothelium as part of their life cycles. In this work, we investigate differences in the interactions of three Trypanosoma species: T. brucei, T. congolense and T. vivax with the blood vasculature. Infection with these species results in vastly different pathologies, including different effects on vascular homeostasis, such as changes in vascular permeability and microhemorrhages. While all three species are extracellular parasites, T. congolense is strictly intravascular, while T. brucei is capable of surviving both extra- and intravascularly. Our knowledge regarding T. vivax tropism and its capacity of migration across the vascular endothelium is unknown. In this work, we show for the first time that T. vivax parasites sequester to the vascular endothelium of most organs, and that, like T. congolense, T. vivax Y486 is largely incapable of extravasation. Infection with this parasite species results in a unique effect on vascular endothelium receptors including general downregulation of ICAM1 and ESAM, and upregulation of VCAM1, CD36 and E-selectin. Our findings on the differences between the two sequestering species (T. congolense and T. vivax) and the non-sequestering, but extravasating, T. brucei raise important questions on the relevance of sequestration to the parasite’s survival in the mammalian host, and the evolutionary relevance of both sequestration and extravasation.
Introduction
Blood vessel endothelium forms a semi-permeable barrier between the blood contents and the extracellular matrix of tissues. Many blood-borne pathogens, including a plethora of parasites, establish close interactions with the vascular endothelium as part of their life cycles in the mammalian hosts. These interactions are important not only for parasite survival (e.g. allowing immune evasion and/or clearance from the bloodstream), but also key for our understanding of parasite tropism and host pathology. Parasite-host vascular interactions have been a topic of great interest, particularly with respect to protozoan parasites (Bentivoglio et al., 2018, Bernabeu et al., 2021, Bush et al., 2021, De Niz et al., 2021, De Niz et al., 2016, Formaglio et al., 2023, Hopp et al., 2015, Mabille et al., 2022, Peters et al., 2008, Ross et al., 2021, Silva Pereira et al., 2022, Silva Pereira et al., 2019). The interaction of parasites with the host vascular endothelium is generally linked with major changes in both the host and the parasite, such as altered expression of specific receptors that facilitate pathogen binding to the vascular endothelium; the increase in vascular permeability, which facilitates cell trafficking across the endothelial barrier; or the generation of microhaemorrhages that result in organ dysfunction (reviewed in Konradt and Hunter, 2018).
African trypanosomes (Trypanosoma brucei, T. congolense, T. vivax) cause animal African trypanosomiasis in livestock and are a considerable source of animal morbidity and mortality, as well as socio-economic impairment in the tropics. Trypanosome infections can range from asymptomatic to acute, although the most common presentation in cattle is a chronic, wasting disease. The behavior of each parasite species in mammalian hosts is poorly studied, but evidence accumulates supporting that it may directly impact pathology and disease severity. T. brucei is known to proliferate in both blood and the extravascular spaces of tissues, which it reaches by crossing the vascular endothelium (Caljon et al., 2016, Capewell et al., 2016, De Niz et al., 2021, Mabille et al., 2022, Masocha et al., 2007, Namayanja et al., 2017, Trindade et al., 2016) by mechanisms not yet fully understood. In contrast, T. congolense cytoadheres to the vascular endothelium likely via host sialic acid binding (Hemphill et al., 1994, Hemphill and Ross, 1995), but does not invade tissues (reviewed in Silva Pereira et al., 2019). This mechanism, known as sequestration, was recently shown to determine disease severity in a mouse model of acute trypanosomiasis (Silva Pereira et al., 2022).
Despite these recent advances, the behavior of T. vivax parasites in the mammalian host remains elusive. Previous work has described the pathology of T. vivax in mouse and livestock models, as well as in natural infections. Findings in goats include evaluation of clinal and pathological manifestations in the central nervous system of infected animals, some of which developed meningoencephalitis and meningitis (Batista et al., 2011); descriptions of parasite presence in the skin and adipose tissue, together with mononuclear inflammatory reactions (Machado et al., 2021); and follicular degeneration in ovaries, together with enlarged lymph nodes and weight loss (Rodrigues et al., 2013). Findings in sheep include descriptions of acute testicular degeneration and hyperplasia of the epididymal epithelium (Bezerra et al., 2008). Evaluation of multi-organ histopathology in mice includes findings of multifocal inflammatory infiltrates across organs, extramedullary hematopoiesis in the liver, and cerebral oedema (Chamond et al., 2010), as well as observation of parasite infiltration to the brain, liver and lungs (D’Archivio et al., 2013). Investigations in natural infections in calves and goats showed systemic symptoms including depression, weight loss, pale mucous membranes, enlarged lymph nodes, oedema, cough, coryza and diarrhoea (Batista et al., 2012, Batista et al., 2009), as well as blindness and abortion (Batista et al., 2009); and gross lesions to the meninges, lymph nodes and spleen (Batista et al., 2007).
Altogether, however, whether T. vivax can display tropism to and establish in tissues has been long debated (Machado et al., 2021 and reviewed in Silva Pereira et al., 2019). Here, we use intravital microscopy (IVM) and ex vivo fluorescence microscopy to compare the organ distribution of each of the three aforementioned trypanosome species in mouse models, the vascular changes induced by them, and their impact on the expression of key blood vascular endothelial cell receptors. We show for the first time that T. vivax (strain Y486) cytoadheres to the vascular endothelium, albeit differently from T. congolense. Furthermore, we found no evidence of tissue extravasation during the early stage of infection up to the first peak of parasitemia. This work highlights the impact of trypanosome-vasculature interactions for host homeostasis and suggests that sequestration might be a trait carried over from the last common ancestor of African trypanosomes.
Results
T. brucei, T. congolense and T. vivax infections result in different clinical presentations
It has long been known that despite common nomenclature, different African trypanosome species cause different diseases, with widely disparate clinical signs. However, the specificities of the host response to each Trypanosoma species are still poorly understood. Here, we began by comparing how infection with well characterized T. brucei EATRO1125 AnTat1.1E fluorescent reporter (Calvo-Alvarez et al., 2018), T. congolense savannah 1/148 (MBOI/NG/60/1–148) (Young and Godfrey, 1983), and T. vivax Y486 (Gibson, 2012) lines progressed in C57BL/6 mice. The infection progression in C57BL/6 mice with these T. brucei and T. congolense lines has been previously described (De Niz et al., 2021, Silva Pereira et al., 2022). Briefly, infection with an inoculum of 104 T. brucei parasites results in approximately a 20-day-long infection (De Niz et al., 2021) comprising two to four peaks of parasitaemia (Fig. 1A-1B, blue lines). T. congolense infection results in acute disease that is lethal by the first peak of parasitaemia or around day 7 post-infection (p.i.) (Silva Pereira et al., 2022) (Fig. 1A-1B, green lines). In contrast, T. vivax Y486 results in either a short infection (mice dying before day 11p. i.) or a chronic infection that can extend to 60 days, characterized by several peaks of parasitaemia (Fig. 1A-1B, red lines). The median survival is 20 days for T. brucei, 8.5 days for T. congolense, and 28 days for T. vivax (p-value < 0.0001, Gehan-Breslow-Wilcoxon test). Additional to the different parasitemia profiles, disease differed widely amongst the 3 species, with T. brucei-infected mice showing significant cachexia and difficulty breathing at the time of death. Conversely, T. congolense-infected mice showed clinical signs consisting of neurological damage, liver damage and cachexia. Finally, close to the time of death, T. vivax-infected mice show signs of overt disease, including apathy, difficulty breathing, weakness, but no obvious weight loss or cachexia.
Fig. 1.
Infection progression of African trypanosomiasis in C57B/6J mice. A. Parasitemia throughout infection with T. brucei EATRO1125 Antat 1.1E, T. congolense 1/148, and T. vivax Y486 parasites, estimated by hemocytometry. Mean ± SEM. B. Mice survival curves following infection with T. brucei EATRO1125 Antat 1.1E, T. congolense 1/148, or T. vivax Y486 (median survival of 20, 8.5, 28 days post-infection, respectively, p-value < 0.0001, Gehan-Breslow-Wilcoxon test comparing survival curves) (N = 4–10). Data from T. brucei and T. congolense infections were reused from De Niz et al. 2021 and Silva Pereira et al. 2022, respectively.
Infection-induced vascular changes are species- and tissue-dependent
Following the characterization of parasitemia progression, we analyzed the effect of infection with each Trypanosome species on vascular homeostasis, measured by vascular permeability and the presence of haemorrhagic lesions until the first peak of parasitaemia (defined as day 7 p.i. for T. brucei, day 6 for T. congolense, and day 8 for T. vivax). We measured vascular permeability using previously described methodology (De Niz et al., 2021, Silva Pereira et al., 2022). Namely, intravenously injecting FITC-Dextran 70 kDa followed by time-lapse IVM to detect fluorescence intensity changes in the intra- and extra-vascular compartments in each organ, at each day post-infection (Fig. 2A). Upon comparison of the 3 species, we detected a widely different vascular pathology profile in terms of time of the initiation of pathology, organs affected, and maximum vascular pathology detected. During T. brucei infection, the spleen was the first organ to display increased permeability at day 3p. i., followed by the adipose tissue from day 4p. i., and the pancreas, liver and kidney, from day 5p. i. (Fig. 2B blue lines, 2C top panel). During the first peak of parasitemia, a maximum increase in vascular permeability was detected in the adipose tissue (with a 6.7-fold increase relative to control mice) followed by the liver, spleen and pancreas, reaching a c.a. 5-fold increase in permeability relative to control. These results were previously discussed in detail in (De Niz et al., 2021). Upon T. congolense infections, vascular permeability increased earlier than in T. brucei infections, more organs were affected than for T. brucei during the first parasitemia peak, and a higher fold-change in permeability was recorded for all organs compared to T. brucei infections. Namely, from day 1 p. i., vascular permeability increased in the heart; from day 2 p. i. in the liver, from day 3 p. i. in the lungs, spleen, and pancreas; from day 4 p. i. in the adipose tissue, and from day 5 p. i. in the kidney (Fig. 2B green lines, 2C middle panel). It is worth noting that vascular permeability in the liver, heart and spleen, increased by between 10- and 15-fold by day 6 p. i. Finally, T. vivax infection resulted in milder and later changes in permeability than either of the other two species. Overall, the heart showed increased permeability from day 2 p. i., the adipose tissue from day 5 p. i., and the lungs right at the peak of parasitaemia (day 8 p. i.). The maximum fold-change in vascular permeability was detected in the adipose tissue (9-fold increase relative to control) followed by the heart and lungs (between 6- and 8-fold increase relative to control) (Fig. 2B red lines, 2C bottom panel). Consistent with the physiology and tight regulation of the blood brain barrier, the brain was the organ with the lowest change in vascular permeability throughout infection with the three species (Fig. 2B, top left panel), despite the presence of haemorrhagic lesions, particularly during T. congolense infection.
Fig. 2.
Dynamics of vascular permeability during African trypanosomiasis in C57B/6J mice. A. Schematic representation of vascular permeability assessment. FITC-Dextran 70 kDa was administered intravenously to mice. If there is no vascular damage and permeability is not compromised, FITC-Dextran remains intravascular for several hours. If there is vascular damage and/or increased vascular permeability, FITC-Dextran diffuses to the extravascular spaces at accelerated rates. This differential distribution can be detected by fluorescence microscopy. B. Vascular permeability of major organs upon infection with T. brucei, T. congolense, or T. vivax, during the first peak of parasitaemia. Mean fluorescence intensity of extravascular FITC-Dextran relative to non-infected mice is used as a proxy for vascular permeability. C. Heatmaps and respective anatomical diagrams showing data presented in B, color-coded according to key. Data from T. brucei and T. congolense (brain only) infections was reused from De Niz et al. 2021 and Silva Pereira et al. 2022, respectively.
We define vascular permeability changes and haemorrhagic lesions as two different phenomena: with the former referring to increased FITC-Dextran leakage to the organ’s extravascular space, and the latter being extravascular presence of red blood cell aggregations resulting from a physical disruption of the vessel wall. We identified micro-haemorrhages by the accumulation of FITC-Dextran and the presence of red blood cells in extravascular regions (Fig. 2A and Fig. 3). We defined 4 categories of damage as follows: category 1: no haemorrhages and no increased permeability (grey); category 2: no haemorrhages and increased permeability (pink); category 3: haemorrhages and no increased permeability (light red); category 4: haemorrhages and increased permeability (dark red) (Fig. 3). Images shown in Fig. 3 correspond to the peak of parasitemia with each species. Results for T. brucei were previously published in (De Niz et al., 2021). The number of vessels with haemorrhagic lesions was considerably higher in T. congolense infections than the remaining species, at the first peak of parasitaemia, consistent with previously described acute cerebral disease (Fig. 3) (Silva Pereira et al., 2022). Haemorrhagic lesions were present in most organs, regardless of the trypanosome species, albeit at different incidence and severity levels. T. congolense infection resulted in the highest level of haemorrhages throughout major organs (liver (88 %), spleen (47 %), brain (33 %), pancreas (32 %), lungs (30 %), adipose tissue (23 %), heart (22 %), and kidney (20 %)). Conversely, T. brucei and T. vivax infections resulted in overall lower levels of haemorrhages, although still detectable in major organs (in T. brucei: kidney (29 %), spleen (17 %), brain (15 %), liver (12 %), pancreas (8 %), lungs (7 %), and adipose tissue (4 %); in T. vivax: (28 %), spleen (15 %), kidney (11 %), brain (10 %), lungs (10 %), adipose tissue (10 %), heart (8 %), and pancreas (4 %)). These results suggest that African trypanosomes induce species- and tissue-specific vascular changes that range from increased vascular permeability to extensive vascular micro-haemorrhages.
Fig. 3.
Prevalence of haemorrhagic lesions in C57B/6J mice infected with African trypanosomes, at the first peak of parasitaemia. A. Diagrams showing the categories used to categorise individual vessels, based on their permeability and presence/absence of haemorrhages, according to colour key. B. For each organ, representative images and quantifications of the number of vessels with vascular damage by increased permeability, haemorrhagic lesions, or both, are shown. Scale bar is 40 µm. Heatmaps are color-coded according to colour key (rainbow LUT), whereby blue colour corresponds to the lowest fluorescence intensity, while red corresponds to the highest. Data from T. brucei and T. congolense (brain only) infections was re-analyzed from De Niz et al. 2021 and Silva Pereira et al. 2022, respectively. (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.)
African trypanosomes induce different responses in the expression of key endothelium adhesion molecules
Having established that African trypanosomes cause distinct damage to blood vessels across multiple organs, we then analyzed the vascular endothelial cell response to trypanosome infection. Our previous work and others have shown that host-parasite interactions at the vascular endothelial interface are mediated by and/or result in up- or down-regulation of key vascular endothelial adhesion molecules such as ICAM1, ICAM2, CD36, E- and P-selectin, ESAM, VCAM1 and PECAM1. We selected the adhesion molecules to analyze based on their previously studied relevance to Trypanosoma infections (De Niz et al., 2021, Girard et al., 2005, Masocha et al., 2007, Silva Pereira et al., 2022) as well as other protozoan parasites (Bachmann et al., 2022, Cunningham et al., 2017, De Niz et al., 2016, Hopp et al., 2015, Ross et al., 2021). We used intravital imaging and fluorescence microscopy to quantify how the expression of key endothelial cell adhesion molecules changed upon infection, focusing on the first peak of parasitemia of each Trypanosoma species. Fig. 4A shows representative images of the brain, for mice infected with each Trypanosoma species, focusing on each vascular adhesion molecule. Representative images of other organs are shown in Supplementary Figs. 1-8.
Fig. 4.
Expression of endothelial cell surface proteins at the first peak of parasitaemia of African trypanosome infections in C57B/6J mice. A. Representative images of each endothelial cell surface protein in the brain vasculature, detected by fluorescence microscopy. Scale bar is 40 µm. B. Heatmap of log2 fold change of protein (intercellular adhesion molecule-1, ICAM-1; intercellular adhesion molecule-2, ICAM-2; vascular cell adhesion molecule-1, VCAM-1; endothelial cell adhesion molecule, ESAM; Platelet endothelial cell adhesion molecule, PECAM-1; CD36; P-selectin; or E-selectin) expression relative to non-infected controls. Heatmaps are color-coded according to key. Data from T. brucei (all proteins, but ESAM) and T. congolense (ICAM1, ICAM2, VCAM-1) infections was reused from De Niz et al. 2021 and Silva Pereira et al. 2022, respectively.
We observed that the endothelial cell response significantly depended on both the organotypic microenvironment and the African trypanosome species. Fig. 4B shows the relative change in fluorescence intensity in the vasculature of each organ upon infection with the three African trypanosome species at the peak of parasitemia. This is expressed as a log2 fold-change (LFC) relative to uninfected mice. Below, we discuss instances where LFC was greater than 1 or smaller than −1. ICAM-1 (CD54) (Fig. 4B, left-most panel) encodes a cell surface glycoprotein typically expressed in endothelial cells and immune cells. Upon cytokine stimulation, its concentration can drastically increase. ICAM-1 plays an important role in cell–cell adhesion, leukocyte extravasation, modulation of inflammation, and host-pathogen interactions. We detected a decrease in ICAM-1 expression in the liver of T. vivax-infected mice (LFC = -1.17, p-value < 0.0001, unpaired t-test). Similar to ICAM-1, ICAM-2 (CD102) (Fig. 4B, second panel) also plays a major role in mediation of inflammatory responses and immune cell trafficking, including cell–cell adhesion, lymphocyte recirculation and extravasation. ICAM-2 expression values did not change much throughout infection (-1 < LFC > 1). VCAM-1 (CD106) (Fig. 4B, third panel) also mediates adhesion of leukocytes to the vascular endothelium, and its upregulation is mediated by the presence of cytokines such as TNFα, IL1 and IL4. VCAM-1 expression was increased in the spleen of T. brucei-infected mice (LFC = 1.96, p-value < 0.0001, unpaired t-test), liver (LFC = 1.21, p-value < 0.0001, unpaired t-test) and kidney (LFC = 1.05, p-value < 0.0001, unpaired t-test) of T. congolense-infected mice, as well as liver (LFC = 1.12, p-value < 0.0001, unpaired t-test), kidney (LFC = 1.20, p-value < 0.0001, unpaired t-test), and spleen (LFC = 1.06, p-value < 0.0001, unpaired t-test) of T. vivax-infected mice. ESAM (endothelial cell adhesion molecule) (Fig. 4B, fourth panel) is also involved in cell–cell adhesion, bicellular tight junction assembly, and regulation of actin cytoskeleton organization. ESAM was decreased in brain (LFC = -1.36, p-value < 0.0001, unpaired t-test), lungs (LFC = -1.85, p-value < 0.0001, unpaired t-test), spleen (LFC = -1.77, p-value < 0.0001, unpaired t-test), and pancreas (LFC = -1.40, p-value < 0.0001, unpaired t-test) of T. brucei-infected mice. It was also reduced in the adipose tissue (LFC = -1.13, p-value < 0.0001, unpaired t-test) and pancreas (LFC = -1.18, p-value < 0.0001, unpaired t-test) of T. vivax-infected mice, but elevated in the heart (LFC = 1.13, p-value < 0.0001, unpaired t-test). PECAM-1 (CD31, platelet and endothelial cell adhesion molecule 1) (Fig. 4B, fifth panel) makes up a large portion of endothelial cell intercellular junctions, and it is thought be involved in leukocyte migration, angiogenesis and integrin activation. PECAM-1 was elevated in the brain (LFC = 1.27, p-value < 0.0001, unpaired t-test) and lungs (LFC = 1.14, p-value < 0.0001, unpaired t-test) of T. brucei-infected mice, but reduced in the liver (LFC = -1.13, p-value < 0.0001, unpaired t-test) and pancreas (LFC = -1.54, p-value < 0.0001, unpaired t-test). Interestingly, PECAM-1 was increased in the adipose tissue (LFC = 1.75, p-value < 0.0001, t = 10.98, unpaired t-test) and pancreas (LFC = 1.94, p-value < 0.0001, unpaired t-test) of T. congolense-infected mice, but reduced in the adipose tissue (LFC = -1.29, p-value < 0.0001, unpaired t-test) and spleen (LFC = -1.37, p-value < 0.0001, unpaired t-test) of T. vivax-infected mice. CD36 (Fig. 4B, sixth panel) is involved in lipid transport, regulation of metabolic processes, and regulation of reactive oxygen species. It has biased expression in the adipose tissue, heart, lungs and mammary gland. CD36 was high in the heart (LFC = 1.09, p-value < 0.0001, unpaired t-test) and lungs (LFC = 2.09, p-value < 0.0001, unpaired t-test) of T. brucei-infected animals, kidney (LFC = 1.00, p-value < 0.0001, unpaired t-test) and pancreas (LFC = 1.09, p-value < 0.0001, unpaired t-test) of T. congolense-infected animals, as well as liver (LFC = 1.04, p-value < 0.0001, unpaired t-test) and adipose tissue (LFC = 2.12, p-value < 0.0001, unpaired t-test) in T. vivax infections. P-selectin (Fig. 4B, seventh panel) is a type 1 transmembrane protein that functions as a cell adhesion molecule on the surface of endothelial cells, and activated platelets. It is upregulated in the presence of inflammatory cytokines. P-selectin plays a key role in the initial recruitment of leukocytes to the site of inflammation, and in the recruitment and aggregation of platelets at sites of injury. P-selectin was elevated in the heart (LFC = 2.44, p-value < 0.0001, unpaired t-test), kidney (LFC = 1.54, p-value < 0.0001, unpaired t-test), and adipose tissue (LFC = 1.01, p-value < 0.0001, t = 8.33, unpaired t-test) during T. brucei infections, but reduced in the spleen (LFC = -3.02, p-value < 0.0001, unpaired t-test). In T. congolense infections, P-selectin was elevated in the brain (LFC = 2.05, p-value < 0.0001, t = 15.25, unpaired t-test) and lungs (LFC = 1.52, p-value < 0.0001, unpaired t-test). In T. vivax infections, P-selectin was also elevated in the brain (LFC = 2.41, p-value < 0.0001, unpaired t-test), but reduced in the liver (LFC = -1.20, p-value < 0.0001, unpaired t-test). Finally, E-selectin (Fig. 4B, eight panel) is expressed only on endothelial cells activated by cytokines. Like P-selectin, it mediates cell-tethering and rolling interactions of cells expressing E-selectin ligands (including a plethora of leukocytes). We observed an increase in E-selectin expression in the vasculature of all organs (LFC ranging between 1.47 and 4.91, with an average of 2.94, p-value < 0.0001, unpaired t-test), with the sole exception of the spleen, in response to the threetrypanosome species. A detailed comparison of relative mean fluorescence units representing expression of each receptor, per organ, during each infection is shown in Supplementary Fig. 9. Statistical significance was assessed by repeated measures one-way ANOVA with Tukey’s multiple comparisons test. From these results, we conclude that African trypanosomes induce different responses in the endothelium and that those responses are organ-dependent.
T. vivax cytoadheres to the mouse vasculature in an organ-dependent manner
T. congolense and T. brucei display inherently different behaviours in the blood vasculature, with the former being exclusively intravascular and sequestering to the endothelium (Losos et al., 1971, Silva Pereira et al., 2022), whilst the latter traverses the endothelium to proliferate in the extravascular space of tissues (Capewell et al., 2016, De Niz et al., 2021, Mabille et al., 2022, Trindade et al., 2016). However, to our knowledge, there is no consensus on the behaviour of T. vivax parasites in the vasculature, i.e. whether they extravasate, sequester, or remain intravascular but non-sequestered (discussed in Silva Pereira et al., 2019). Therefore, we questioned whether the obvious differences in endothelial cell adhesion molecule expression could be linked to the parasite interaction with the endothelium. To test this hypothesis, we investigated the behaviour of T. vivax parasites in the vasculature by intravital microscopy.
T. vivax parasites exist in two different forms in the body of the rodent host: the vast majority are sequestered to the endothelium of all major organs (Fig. 5A-H), while a reduced number is free-flowing in circulation. Sequestered parasites were distinguished from non-sequestered parasites by observation of their motility and displacement (or lack thereof) in videos captured by IVM (Supplementary Videos 1–5). The liver is the organ where parasites accumulate first, at day 1p. i., mostly in their sequestered form (Fig. 5D), although they find their way to the vasculature of remaining organs from day 2 p. i.. With some small fluctuations, the number of sequestered and non-sequestered parasites throughout infection increases in all organs but the liver. Here, parasites accumulate greatly during the first 2 days of infection. Then, gradually, parasite load reduces until day 6 p. i., after which it rises again. Furthermore, we observed that sequestration generally correlates linearly with parasite load of each organ’s vasculature (Pearson's R2 = 0.98 for all organs, except lungs (R2 = 0.90)). In fact, the vast majority of parasites exists sequestered to the endothelium throughout infection, with the sole exception to this behaviour being observed in the lungs (Fig. 5I). Here, after day 4 post-infection, there is a significant reduction in the percentage of sequestered parasites, even though the number of free (i.e. non-sequestered) parasites gradually increases (p-value = 0.004, unpaired t-test with Benjamini-Hochberg correction for multiple hypothesis testing) (Fig. 5C and 5I). The intravascular environment is visible due to the administration of FITC-Dextran, whereas parasites are identified by nuclei staining with Hoechst dye (Fig. 5J). Upon closer observation, we detected that most parasites appear attached to the endothelium by their flagellum (Fig. 6A), consistent with what has been previously described for T. congolense (Hemphill and Ross, 1995). To confirm our results by an alternative method, we compared the quantifications obtained by IVM with quantifications by qPCR following mouse perfusion and observed a high positive correlation (Pearson’s R2 = 0.64, p-value = 0.01) (Fig. 6B). Perfusion immediately post-euthanasia removes non-sequestered parasites from circulation, which allows estimation of sequestered parasite load in individual organs. In summary, we did not find evidence for T. vivax extravasation. On the contrary, we found that T. vivax parasites adhere to the vasculature in a process that resembles T. congolense sequestration, albeit with distinct vessel and tissue distributions.
Fig. 5.
Dynamics of T. vivax sequestration during the first peak of parasitaemia. A-H. T. vivax total parasite load (black) and sequestered parasite load (red) throughout the first peak of parasitaemia in major organs. I. Percentage of T. vivax sequestration in major organs calculated as the number of sequestered parasites per cm2 of vessel divided by the total number of parasites detected per cm2 of vessel. Mean ± SEM. J. Representative images of T. vivax sequestering to endothelial cells in vivo. Parasites are indicated with yellow arrow heads, intravascular environment is visible with FITC-Dextran, nuclei are stained with Hoechst. Scale bar is 40 µm. (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.)
Fig. 6.
Distribution and reproducibility of T. vivax sequestration. A. Representative image of T. vivax sequestration, suggesting adhesion by the flagellum. Parasites are indicated with yellow arrow heads. Scale bar is 20 µm. B. Correlation between sequestered parasite load estimated by quantitative PCR (18S DNA) and by intravital microscopy. R2 = 0.6394, Pearson’s correlation, p-value < 0.001. C. T. vivax parasite distribution per vessel caliber in major organs. D-E. T. vivax adhesion ability at increasing wall shear stresses, compared to adhesion in static conditions (no flow). Mean ± SEM. F. Model of African trypanosome (T. brucei, T. congolense, and T. vivax) interaction with endothelial cells. All three species of parasites exist as free-swimming organisms in the blood. However, whilst T. brucei can extravasate the endothelium towards extravascular spaces of tissues, T. congolense and T. vivax remain adhered to the vasculature, in a process named sequestration. (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.)
We then investigated how parasites distributed by vessel diameter in each organ, which could reveal a potential preference for particular types of vessels. We divided all vessels imaged during day 8 p.i. (i.e. the peak of parasitemia for T. vivax) into four categories based on their diameter: 0–9.99 µm, 10–19.99 µm, 20–39.99 µm, and those larger than 40 µm. Subsequently, we quantified the number of sequestered parasites present in each vessel. It is worth noting that, by IVM, the accessibility to large vessels is limited in some organs, such as the heart, the liver, the pancreas, or the adipose tissue. Therefore, in some organs, we did not capture vessels of larger diameters. Nonetheless, with the data we compiled, we did not detect any bias in sequestration towards particular vessel diameters. This is supported by the fact that the average number of sequestered parasites per cm2 vessel is rather constant in each organ, regardless of the diameter of the vessel (Fig. 6C).
Finally, we tested whether the sequestration behaviour could be mimicked in vitro and assessed the strength of the parasite-endothelium interaction. To achieve this, we pre-coated a 6-channel μ-Slide with bovine aorta endothelial cells (BAOECs), added T. vivax bloodstream form parasites previously extracted from mouse blood, and let them interact for 1 hour. After this time, we perfused the channels and counted the number of parasites in the same sample over increasing flow rates, which correspond to increasing wall shear stress. Fig. 6D shows T. vivax parasites sequestered to BAOECs after sustaining wall shear stress of 0.12 dyn/cm2. We observed no change in parasite numbers until a wall shear stress of 0.6 dyn/cm2 is applied. At this force, approximately half of the parasites detach, whilst the other half remains sequestered as the stress increases to close to 12 dyn/cm2. These wall shear stress values are consistent with the arteriole-capillary-venule unit and suggest that the interaction between T. vivax and the endothelial cell is strong and active. These results confirm that T. vivax parasites sequester to the vascular endothelium both in vivo and in vitro, with 40 % of the parasite population being able to sustain a wall shear stress of at least 12 dyn/cm2 (Fig. 6E).
Discussion
Gaining insight into parasite-host vascular interactions in the context of Trypanosoma infections is pivotal for a) our understanding of clinically-relevant pathology induced by the various Trypanosoma species; b) identifying suitable animal models to replicate veterinary and human-relevant symptoms and syndromes; and c) the development of therapeutic strategies for the treatment and control of Trypanosoma spp.-induced pathology, both during acute and chronic infection, and post-infection resolution.
In our work, we focused on the comparison of survival, vascular pathology, and sequestration patterns (or lack thereof) of 3 Trypanosoma species: T. brucei, T. congolense, and T. vivax. We began by showing major differences in host survival upon infection with specific strains of each species. Interestingly, all hosts infected with T. brucei, a species that succeeds in traversing the host vascular endothelium to establish extravascular parasite reservoirs, are able to enter a chronic stage of disease. We observed that T. vivax infection outcomes vary between littermates, but the reasons behind such differences are unclear as they do not associate to higher peripheral parasitaemia levels. This is not unprecedented as, in natural infections of cattle, T. vivax has been described to sporadically cause a severe, haemorrhagic syndrome characterised by increased levels of fibrinogen and fibrin degradation products, diffuse intravascular coagulation, and thrombocytopenia (Wellde et al., 1983). The reasons behind such extreme phenotype remain unclear, but appear related to disturbances in vascular homeostasis and the clotting cascade. Alternatively, and extrapolating from the example of T. congolense, differences in survival might relate to increased levels of sequestration in organs more sensitive to inflammation, such as the brain (Silva Pereira et al., 2022).
Meanwhile, T. congolense and T. vivax display no extravasation. Upon comparing vascular permeability changes induced by Trypanosoma spp. interactions, we observed that T. brucei causes the least severe effects on vascular homeostasis. Conversely, T. congolense and T. vivax infections result in significant vascular pathology, including extensive microhaemorrhages, which likely contribute to the severe organ-specific pathology of the diseases they cause. We have discussed our findings on T. brucei and T. congolense extensively in our previous work (De Niz et al., 2021, Silva Pereira et al., 2022), while our findings on T. vivax are presented for the first time. The organs most affected by each of the two non-extravasating species are widely different: while T. congolense causes the most severe effects in the liver and spleen, T. vivax does so in the heart and adipose tissue, despite sequestration being high across most organs. Of particular interest relevant to both T. congolense and T. vivax is the sudden vascular pathology observed in the lungs. Given the lung’s role in blood oxygenation and the volume of blood this organ receives, we hypothesize that this is the cumulative result of parasite circulation, adhesion, and the circulation of inflammatory mediators that result in lung mediated damage, similar to what has been described for Plasmodium infections (Van den Steen et al., 2013).
T. vivax leads to a lower profile of microhaemorrhages across all organs, compared to T. congolense. The different disease phenotype resulting from infection with these two species raises important questions regarding the mechanisms of parasite-host interactions that result in such severe vascular changes in an organ- and species-specific manner. For instance, how are vascular permeability and microhaemorrhages induced? Based on work on these and other protozoan parasites, we suggest that various possibilities exist, including direct interactions by the flagellum with the endothelium enabling probing and adhesion; extracellular vesicle release; and immunopathological responses including inflammatory cytokine release and induction of immune cell recruitment. We explored here whether a correlation exists between sequestered parasites and vascular permeability at day 8 p.i., but we didn’t find one (Pearson's R2 = 0.06, p-value = 0.55) suggesting that although sequestration is an important factor, it is not the main factor mediating T. vivax effects on vascular homeostasis. We envisage our future work will explore other key parameters such as cytokine profiling, extravascular vesicle release, direct binding of T. vivax and T. congolense, and flagellar probing and dynamics at the vascular endothelium.
One aspect we explored in our work, potentially linked to both, vascular permeability and sequestration, is the up- and down-regulation of receptors at the vascular endothelium. This alone has been a topic of great interest across parasitology fields. Amongst the best studied parasites in terms of ligand-receptor interactions is Plasmodium, which has evolved a complex export machinery dedicated to transporting virulence factors to the surface of the red blood cell to enable parasite sequestration (Boddey and Cowman, 2013, Maier et al., 2002, Przyborski et al., 2003). A vast amount of the Plasmodium genome is dedicated to generate var gene repertoires (reviewed in Deitsch and Hviid, 2004, Scherf et al., 2008, Smith et al., 2001) that enable organ-specific ligand-receptor interactions with the vascular endothelium of the mammalian host, while ensuring immune evasion. Many host receptors have been well-characterized in terms of their relevance for Plasmodium sequestration (reviewed in Hviid and Jensen, 2015). Conversely, relatively little is known about ligand-receptor interactions relevant to Trypanosoma spp. and their mammalian hosts, with our group recently exploring the relevance of ICAM1, ICAM2, PECAM1, VCAM, CD36, ESAM, and P- and E-selectin for T. brucei extravasation (De Niz et al., 2021) and T. congolense sequestration in the brain (Silva Pereira et al., 2022). Equally, little is known about the relevance of potential ligands at the surface of Trypanosoma spp. mediating these interactions, and/or whether variant surface glycoproteins (VSGs), analogous to var genes, play a role in this phenomenon. In our current work, we showed that the overall profile of receptor expression is significantly different between Trypanosoma spp., with T. vivax causing most significant changes in ICAM1, VCAM1 and E-selectin. Important further work will include exploring the effect of receptor abrogation (by knock-out or antibody blocking) on T. vivax distribution and pathology. Similarly, that these receptors are significantly changed hints towards possible T. vivax candidates that could act as ligands.
Besides triggering different responses from the vascular endothelium, African trypanosomes display inherently different behaviors in the blood in terms of their motility, which tissues they accumulate in, and how they physically interact with the endothelium. Whilst the first aspect has been described in detail elsewhere (Bargul et al., 2016), here we presented evidence that T. vivax sequesters to the vascular endothelium and described its tissue distribution in a mouse model.
The majority of T. vivax parasites in the mouse blood exists in their sequestered form, which was also observed for T. congolense (Silva Pereira et al., 2022). This indicates that sequestration is advantageous for these parasites. Although the reasons behind it remain unclear, we postulate that sequestration enhances parasite-endothelium interactions by facilitating the hijack of cellular functions and/or host’s nutrients. For instance, sequestration might aid iron uptake, which is both essential for trypanosome survival and a source of host pathology due to anemia (Stijlemans et al., 2015). This is consistent with earlier results showing that T. congolense survives in co-culture and sequesters to both fixed and live BAOECs, but only multiplies if endothelial cells are alive (Hemphill et al., 1994). Alternatively, sequestration may help immune evasion by preventing splenic clearance, as observed in malaria (Buffet et al., 2011, del Portillo et al., 2012, Ghosh and Stumhofer, 2021).
Unlike T. brucei, where there is a clear preference for particular organs, such as the pancreas (De Niz et al., 2021) and the adipose tissue (Trindade et al., 2016), we did not detect any obvious tropism of T. vivax. In contrast, we saw a steady increase in both total and sequestered parasite load in all organs with the exception of the liver, perhaps due to its role in parasite clearance, as observed for T. cruzi (Sardinha et al., 2010). This also differs from T. congolense, where despite presence of parasites in the vasculature of all organs, there is a strain-specific preference for particular tissues, directly linked to pathology (Silva Pereira et al., 2022).
A final thing that transpires from this work is that sequestration might be a trait older than current African trypanosome species. Whilst sequestration has for long been assumed to be T. congolense-specific, our data clearly shows that T. vivax also employs it as a strategy to interact with its mammalian host. Yet, whether this is a species-wide feature or specific to some strains, remains unknown. T. vivax split from the last common ancestor before T. brucei and T. congolense. Since both T. vivax and T. congolense sequester, but not T. brucei (Fig. 6F), either T. brucei has lost the ability to do it, or sequestration was independently acquired by T. congolense and T. vivax. The first hypothesis is undoubtedly more parsimonious, (i.e. requiring the occurrence of fewer independent events), and would indicate that sequestration is an ancient trait carried over from the last common ancestor of African trypanosomes. Our future work will aim to investigate the evolutionary dynamics of genes involved in sequestration, with the view to assess their origin. Moreover, given the marked genetic differences between T. vivax from East Africa, South Africa, and West Africa/South America (Cortez et al., 2006, Rodrigues et al., 2008, Rodrigues et al., 2017, Silva Pereira et al., 2020), as well as the existence of T. vivax-like organisms (Rodrigues et al., 2008), it is important to compare and contrast how multiple strains behave in the bloodstream, before considering sequestration a species-wide trait. Ultimately, why T. brucei extravasates whilst T. congolense and T. vivax sequester is puzzling. Answering this question might help us understand the differences in pathology, disease severity and general parasite behavior observed amongst these three close relatives.
Several additional questions remain unanswered, including how are T. congolense and T. vivax parasites binding to endothelial cells at the molecular level, how does endothelial cell activation affect sequestration, and ultimately, whether preventing sequestration could abrogate disease. With this work, we lay the ground for answering these important questions by presenting sequestration as a previously unidentified behavior of T. vivax and describing several candidates for host ligands of sequestration.
Materials and methods
Animal experiments
This study was conducted in accordance with EU regulations and ethical approval was obtained from the Animal Ethics Committee of Instituto de Medicina Molecular (AWB_2016_07_LF_Tropism and AWB_2021_11_LF_TrypColonization). Infections were performed at the rodent facility of Instituto de Medicina Molecular, in 6–10 weeks old, wild- type, male C57BL/6 J mice (Charles River, France). Mice were infected by intraperitoneal injection (i. p.) of 2 × 103 T. congolense savannah 1/148 (MBOI/NG/60/1–148) (Young and Godfrey, 1983), 2 × 104 T. brucei TY1-TdTomato-FLuc EATRO1125 AnTat1.1E (Calvo-Alvarez et al., 2018), or 1 × 104 T. vivax Y486 (Gibson, 2012). Parasitemia was estimated daily by hemocytometry from tail venipuncture. Mice were sacrificed by anesthetic overdose or CO2 narcosis. Blood was collected by heart puncture and, when necessary, mice were perfused with 50 mL heparinized PBS. For molecular biology, tissues were dissected, washed in PBS and immediately imaged or snap frozen in liquid nitrogen.
Intravital and ex vivo imaging
For intravital imaging, surgeries were separately performed in the brain; the lungs and heart; the liver; the pancreas, spleen and kidney; the adipose tissues and lymph nodes, as described in De Niz and Figueiredo (2022). Briefly, mice were anaesthetized with a mixture of ketamine (120 mg/kg) and xylazine (16 mg/kg) injected intraperitonially. After checking for reflex responses and ensuring none occurred, mice were then intraocularly injected with Hoechst 33342 (stock diluted in dH2O at 100 mg/ml; injection of 40 μg/kg mouse), 70 kDa FITC-Dextran (stock diluted in 1x PBS at stock concentration of 100 mg/ml; injection of 500 mg/kg), and vascular markers (20 µg) of interest conjugated to AF647 (CD31, ICAM1, ICAM2, and CD36 (BioLegend), P-selectin (BD Pharmingen)), FITC or AF488 ((VCAM-1 (Invitrogen)), E-Selectin (BD PharMingen)) or AF594 (ESAM (BioLegend)). A temporary glass window (Merk rectangular coverglass #1.5, 100 mm × 60 mm or circular coverglass (12 mm)) was implanted in each organ, and secured either surgically, with surgical glue, or via a vacuum.
For intravital microscopy, all imaging relative to parasite quantifications, vascular density and vascular leakage was done in a Zeiss Cell Observer SD (spinning disc confocal) microscope (Carl Zeiss Microimaging, equipped with a Yokogawa CSU-X1 confocal scanner, an Evolve 512 EMCCD camera and a Hamamatsu ORCA-flash 4.0 VS camera) or in a 3i Marianas SDC (spinning disc confocal) microscope (Intelligent Imaging Innovations, equipped with a Yokogawa CSU-X1 confocal scanner and a Photometrics Evolve 512 EMCCD camera). Laser units 405, 488, 561 and 640 nm were used to image Hoechst in nuclei, extravascular and intravascular FITC-Dextran, TdTomato in T. brucei, and vascular markers respectively. The objective used to image vascular density, vascular leakage, and proportion of intravascular and extravascular parasites was a 40x LD C-Apochoromat corrected, water immersion objective with 1.1NA and 0.62 WD. Twenty images were obtained in any one time lapse, with an acquisition rate of 5 frames per second. For all acquisitions, the software used was ZEN blue edition v.2.6 (for the Zeiss Cell Observed SD) allowing export of images in.czi format, and 3i Slidebook reader v.6.0.22 (for the 3i Marianas SD), allowing export of images in TIFF format.
Vascular permeability quantification
In order to quantify vascular permeability changes, we took as reference the marker 70 kDa FITC-Dextran as previously published methodology (Egawa et al., 2013) and as previously described in our work (De Niz et al., 2021, Silva Pereira et al., 2022). We measured FITC-Dextran in intravascular and extravascular regions in uninfected mice, and then at each time post-infection with each of the Trypanosoma spp. The permeability ratio was calculated using the following equation: where mean MFIDn is the extravascular MFI at a specific Day n, and the mean MFID0 is the extravascular MFI in uninfected mice (Day 0). We performed vascular permeability measurements in a minimum of 60 fields of view per day post-infection, per Trypanosoma spp. in a minimum of 3 mice.
Vascular density and diameter quantification
In order to quantify vascular density, we took as reference the vascular marker CD31-A647 and 70 kDa FITC-Dextran as previously described (De Niz and Figueiredo, 2022). Briefly, we acquired 100 fields of view, and for each field of view, the total area was defined as 100 %. Using the CD31 signal we were able to segment out the vascular regions using Fiji. We calculated the percentage of vascular area covered using the following formula: where AT is the total area of the field of view, AT% is 100, and Av is the total area marked by CD31. Vessel diameters were measured using Fiji. Parasite density is expressed as number of parasites per cm2 of vessel. A minimum of 60 fields of view were quantified per days post-infection and Trypanosoma spp.
Sequestration quantification
In order to quantify sequestered vs. non-sequestered parasites, we performed IVM on all chosen organs. Parasites were identified by the presence of Hoechst, which labels the nuclei and kinetoplasts. Non-sequestered parasites show motility and displacement equal to or similar to red blood cells and leukocytes in the blood flow. Sequestered parasites, while motile, do not displace distances beyond their body lengths within the time frame imaged, suggesting either total or partial sequestration.
Quantitative PCR
Tissues were homogenized mechanically in 500 µl lysis buffer using silica beads and a tissue disruptor machine. Genomic DNA was extracted from a mass of homogenate equivalent to 25 mg of solid tissue using NZYTech gDNA isolation kit. DNA was quantified by Spectrophotometry in the Nanodrop 2000 (Thermo Fischer Scientific). T. vivax 18S ribosomal DNA genes were amplified from genomic DNA and converted into parasite number using a standard curve.
Detachment assay
Parasites were isolated from mouse by anion exchange chromatography (Lanham and Godfrey, 1970) and stained with 5 mM Vybrant CFDA SE Cell Tracer dye (#V12883, Invitrogen) diluted 1000 times in trypanosome dilution buffer (TDB) (5 mM KCl, 80 mM NaCl, 1 mM MgSO4, 20 mM Na2HPO4, 2 mM NaH2PO4, 20 mM glucose, pH 7.4), and incubated for 25 min at 34 °C, 5 % CO2. At the end of the incubation period, parasites were washed and resuspended in TDB, added to the endothelial cell monolayers, and incubated for 1 hr at 34 °C, 5 % CO2. Flow was applied with a perfusion syringe pump containing PBS at defined flow rates, for 1 min each. Parasites were imaged live on a Zeiss LSM 980 (Carl Zeiss Microimaging) with a 20 X water- immersion objective (0.8 numerical aperture and 0.55 mm working distance) before and after each flow session. We acquired 10 fields of view per condition (each WSS value), per replicate (3 replicates), with green laser (488 nm, maximum power of 13mW). For all acquisitions, the software used was ZEN blue edition v.2.6, allowing export of images in czi format.
Quantification and analysis
Data were displayed in graphs and heatmaps generated using Prism 9 software (GraphPad) and RStudio. For IVM and ex-vivo microscopy analyses, values were calculated from triplicate experiments with 3 biological replicates each, and/or at least 100 images per condition. Pearson correlations measures (R), and R2 values were calculated to determine the strength of linear association between parasite density and either vascular permeability or vascular density. For the analysis of the results from the detachment assay, we used Fiji software to count the area containing adhered parasites per field of view and generated graphs using Prism 9 software (GraphPad). Statistical details of experiments are included in the figure legends and the results section.
CRediT authorship contribution statement
Sara Silva Pereira: Writing – original draft, Visualization, Validation, Supervision, Software, Resources, Methodology, Investigation, Funding acquisition, Formal analysis, Data curation, Conceptualization. Daniela Brás: Writing – review & editing, Visualization, Validation, Methodology, Investigation, Formal analysis, Conceptualization. Teresa Porqueddu: Writing – review & editing, Visualization, Validation, Methodology, Investigation, Formal analysis, Conceptualization. Ana M. Nascimento: Writing – review & editing, Visualization, Validation, Methodology, Formal analysis. Mariana De Niz: Writing – original draft, Visualization, Validation, Supervision, Software, Resources, Project administration, Methodology, Investigation, Funding acquisition, Formal analysis, Data curation, Conceptualization.
Declaration of Competing Interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Acknowledgements
We thank Dr Álvaro Acosta-Serrano (University of Notre Dame), Dr Brice Rotureau (Institut Pasteur), and Dr Loïc Rivière (University of Bordeaux) for providing T. congolense 1/148, triple reporter (TY1-TdTomato-FLuc) EATRO1125 AnTat1.1E T. brucei, and T. vivax Y486 parasite lines, respectively. We thank Prof. Luisa M. Figueiredo for guidance and support during our time in her laboratory, and for carefully proofreading this manuscript. We thank all members of the Figueiredo lab for their input and helpful discussions. We also thank Prof. Cláudio A. Franco and his group for valuable scientific input, and for carefully proofreading this manuscript. Finally, we acknowledge the Bioimaging and Rodent facilities at iMM-JLA, and are especially grateful for the support of Jose Rino, Antonio Temudo, Iolanda Sousa Moreira, and Daniel Costa.
S.S.P. was funded by European Union’s Horizon 2020 research and innovation program through a Marie Skłodowska-Curie Individual Standard European Fellowship, under grant agreement no. 839960. This project received the support of a fellowship from “la Caixa” Foundation (ID 10001043). This work was supported by HFSP (LT000047/2019-L) and EMBO (ALTF 1048-2016) Individual Fellowships to M.D.N. All work was performed in the lab of Luisa M. Figueiredo. L.M.F. is an Investigator CEEC of the Fundação para a Ciência e a Tecnologia (CEECIND/03322/2108). This project has received funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No 771714).
Footnotes
Supplementary data to this article can be found online at https://doi.org/10.1016/j.tcsw.2023.100113.
Contributor Information
Sara Silva Pereira, Email: sarapereira@ucp.pt.
Mariana De Niz, Email: mariana.denizhidalgo@northwestern.edu.
Appendix A. Supplementary data
The following are the Supplementary data to this article:
Data availability
We have added our data as supplementary material (Tables).
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Data Availability Statement
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