Abstract
The recent clinical trial (DAWN) suggests that recanalization treatment may be beneficial up to 24 h after stroke onset, thus re-opening avenues for development of new therapeutic strategies. Unfortunately, there is a continuous failure of drugs in clinical trials and one of the major reasons proposed for this translational roadblock is the animal models. Therefore, the purpose of this study was to validate a new thromboembolic stroke rat model that mimics the human pathology, and that can be used for evaluating new strategies to save the brain in conditions compatible with recanalization. Stroke was induced by injection of thrombin into the middle cerebral artery. Recombinant tissue-type plasminogen activator (rt-PA) or saline was administrated at 1 h/4 h after stroke onset, and outcome was evaluated after 24 h. Induced ischemia resulted in reproducible cortical brain injuries causing a decrease in neurological function 24 h after stroke onset. Early rt-PA treatment resulted in recanalization, reduced infarct size and improved neurological functions, while late rt-PA treatment showed no beneficial effects and caused hemorrhagic transformation in 25% of the rats. This validated and established model’s resemblance to human ischemic stroke and high translational potential, makes it an important tool in the development of new therapeutic strategies for stroke.
Subject terms: Animal disease models, Cardiovascular models, Neurological models, Magnetic resonance imaging, Neuroscience, Cell death in the nervous system, Cardiovascular diseases, Thrombosis
Introduction
Stroke continues to be one of the leading causes of death and disability worldwide, costing the world billions of EUR each year1. In 2016 over 13.6 million people suffered from a stroke, and in over 80% of the cases the stroke was ischemic2,3. The only proven drug treatment for acute ischemic stroke is thrombolysis induced by the drug recombinant tissue-type plasminogen activator (rt-PA), either alone or combined with the removal of the thrombi/emboli by thrombectomy. Considering that less than 15% of patients received rt-PA (20–40% of efficacy) and that only 5–10% of patients are eligible for the combined treatment (70–80% of efficacy), there is still a need to develop new treatment strategies4–8. In addition to the low numbers of patients treated and low efficacy rates, thrombolysis is also associated with an increased risk of a hemorrhagic transformation, leading to worsen outcomes and increased mortality9,10.
Many attempts have been made to discover new treatment options. However, even if the majority of therapies showed beneficial results in preclinical studies, none have shown to improve stroke outcomes in humans11. The “bench-to-bedside” stalemate has been heavily discussed, and one of the recurrent reasons behind this is the experimental stroke models used. Even if it is impossible to mimic human stroke in animals completely, the translational potential will increase significantly by enhancing the resemblance between the preclinical and clinical settings.
Since over 80% of all human strokes are thromboembolic, a step to better mimic human stroke in animals is the development of embolic stroke models12. Embolic models have been used for decades and have been refined over the years to enable research with thrombolytic drugs which are the only successful therapy in phase III clinical trial13–15. The embolic models are based on the usage of pre-formed blood clots. The formation of the clots has developed throughout the years and represent the most significant difference between the embolic models. These pre-formed clots are injected into the cerebral circulation through a catheter placed within the internal carotid artery (ICA). After injection, the clots lodge themselves within the cerebral circulation and disrupt the cerebral blood flow (CBF) in that area. The clots primarily locate themselves within the middle cerebral artery (MCA), however, sometimes the clots travel further in the circulation and secondary occlusions occur. The variances in where the clots are located reduce the reproducibility of the results. In addition, the embolic models have also shown a high mortality rate limiting the usage of existing embolic stroke models16–21. Orset et al. overcame this obstacle by successfully establishing a new thromboembolic stroke model in mice by directly injecting thrombin into the MCA using micropipettes. The injection causes a local clot formation in the MCA bifurcation, which prevents CBF within the MCA region. While previous embolic models have shown variability in clot placements, the clot formed through Orset’s model does not move and remains in its original location, generating high reproducibility and low mortality. The model also mimics human ischemic stroke closely by its replication of the thrombi/emboli that gives rise to the blood vessel occlusion in humans; its close clinical resemblance is one of the reasons the model is used by several research groups today22–26. With this model’s advantages, translation of the model from one species to another would increase the research possibilities by utilizing the benefits from the different species. Before moving to clinical trials, it is of significant importance to use more than one species as well as performing functional studies. In the rat model, there are several well-established neurological outcome tests27–29. The validation of the thromboembolic model in rats will enable us to obtain an improved translation of discoveries from animals to humans.
Therefore, the aim of this study was to validate the thromboembolic stroke model in rats which closely resembles the human ischemic stroke with a low mortality rate and high reproducibility. For additional assessment of the model and its clinical relevance, the effects of both early and late treatment of rt-PA were evaluated.
Results
Study outline
Stroke induction was followed by intravenous treatment with either rt-PA or saline administrated at 1 h or 4 h after stroke onset. Neurological function was evaluated through a 28-point neuroscore in all animals prior to surgery and 24 h after stroke induction, which was followed by a magnetic resonance imaging (MRI) scan where infarct lesion and hemorrhagic transformation were evaluated (Fig. 1a–b).
In total, 48 rats were included in this study, and there was no significant difference in the body weight between the different groups (Supplementary Fig. S1a). The mortality rate of this study was 2% (1 rat treated with rt-PA at 4 h, died during the MRI scan 24 h after stroke onset).
Thromboembolic stroke model in rat
Thrombin injection caused blood clot formation and decrease of CBF
Stroke was induced in male Wistar rats with a local injection of thrombin into the MCA lumen. When injected into the bloodstream, thrombin converts fibrinogen into fibrin, which causes the formation of a blood clot (Fig. 1c). Thrombin injection caused a rapid decrease of CBF [mean reduction of CBF, 80.72% (77.97, 83.46) %] in the MCA region, and no difference between treatment groups was observed (Supplementary Fig. S1b). The surgery was considered successful when a stable drop of CBF (65%) for the duration of 1 h was achieved (inclusion/exclusion criterions can be found in Supplementary Table S1). In total six rats were excluded from the study for not making the cut-off of 65% (Supplementary Table S2). For confirmation that it is the thrombin that causes the clot formation and that it is not an effect due to the vascular damage which occurs when the pipette is inserted into the vessel. A control group of n = 5 was injected with saline instead of thrombin. None of the animals showed any indication of reduced CBF after saline injection, neurological function remined normal and no infarct lesion formation was observed. (Supplementary Fig. S2). Blood gases remained stable for the duration of the surgery (Supplementary Table S3).
Clot formation induced a reproducible infarct lesion and reduction in neurological function
Thrombin induced clot formation and gave rise to infarct lesions within the cerebral cortex. The infarct lesions were located between 2.91 (2.15, 3.68) mm and − 6.20 (− 7.51, − 4.89) mm in the cerebral cortex (bregma = 0 mm) (Fig. 1d) and induced a decrease in neurological function 24 h after stroke.
Effects of rt-PA treatment
Early rt-PA treatment elicits recanalization the MCA and reduces the infarct lesion
Thrombolysis with rt-PA 1 h after stroke caused recanalization of the MCA and reperfusion of CBF in the MCA region (Fig. 2a,b). All stroke-induced animals showed an infarct lesion within the cerebral cortex, while sham operated animals showed no indication of infarct lesion formation. The recanalization of the vessel in rt-PA treated animals prevented the expansion of the infarct core which was located in the cerebral cortex between 2.33 (1.15, 3.50) mm and − 4.00 (− 5.55, − 2.45) mm (bregma = 0 mm) (Fig. 3a,b, Supplementary Fig. S3a). There was a significant reduction in infarct lesion in early rt-PA treated animals 43.10 (6.80, 79.40) mm3, (n = 8) compared to the control group 87.29 (62.97, 111.6) mm3 (n = 7) p = 0.0439 (Fig. 3c), even if control animals showed an increase in CBF (Supplementary Fig. S4). Differences in infarct lesion volume reflected on the corresponding impact of the stroke on the neurological function. There was a significant neurological impairment in stroke induced animals treated with saline (n = 12) [20.58 (19.84, 21.32)], compared to sham-operated animals (n = 6) that demonstrated no deficit in neurological function [28.0 (28.0, 28.0)], p = 0.0013. The rt-PA treatment (n = 9), with its recanalization and reduction in infarct lesion volume, significantly improved the neurological deficits 24.22 (23.08, 25.36), p = 0.0346 (Fig. 3d), compared to saline treatment.
Late rt-PA therapy has no effect on stroke outcome
Treatment with rt-PA at 4 h after stroke onset showed no effect in restoring the CBF (Fig. 4a). The lack of reperfusion lead to no difference in infarct lesion volume between rt-PA treated animals [136.2 (9.62, 262.8) mm3 n = 7] and saline treated animals [96.01 (51.15, 140.9) mm3 n = 7, p = 0.857] (Supplementary Fig. S3b). Neurological function deficits were also similar between the two groups [rt-PA 14.86 (10.92, 18.80) n = 7, saline 17.67 (15.60, 19.73) n = 6, p = 0.814] (Fig. 4b–d).
Late rt-PA therapy increases the risk of hemorrhagic transformation
While early t-PA treatment at 1 h after stroke onset did not induce hemorrhagic transformation, delayed treatment at 4 h resulted in a hemorrhagic transformation in 25% of the animals (Fig. 5a–c). In these animals, the neurological function was remarkably worsened compared to saline treated animals.
Discussion
Poor translational possibilities in stroke research imply a lack of transferability between preclinical and clinical results11. One contributing factor may be, that the animal models used don´t sufficiently represent the pathophysiology naturally occurring stroke13. Thromboembolic stroke models mimic human stroke more closely than other models since they imitate the cause of the occlusion, which in most human cases is via thromboembolism30. In addition, they are the best models to study thrombolytic strategies due to the models’ use of thromboembolisms, which is the only beneficial drug treatment in phase III clinical trials. However, previous thromboembolic models have accomplished limited significance in the stroke research field due to their variability in producing accurate and reproducible infarct volumes often accompanied with too high mortality rates. Thus, there remains a need to develop appropriate animal models for preclinical stroke research to allow for a better translation of discoveries from animals to humans. Orset et al. developed a novel thromboembolic model in mice that demonstrated lower mortality and better reproducibility compared to previous thromboembolic models22. In the current study, we transferred and validated the same model in rats. It is of significant importance to study the functional outcome after treatment strategies in stroke research and neurological outcome tests are well-established in rats. New treatments strategies for stroke needs to be developed and with the unmet need in the development of new treatment strategies for stroke, the thromboembolic model presented in this study will play a vital role in the evaluation of new strategies in preclinical stroke research.
This thromboembolic stroke model utilizes the properties of thrombin to cause a local clot formation in the MCA31. This mimic the human ischemic stroke where a thrombi/embolus occlusion in the MCA is the most common site of occlusion in patients diagnosed with ischemic stroke32–34. As in humans, the local clot formation causes a rapid decrease in CBF in the MCA region of the brain, starting the pathophysiology of ischemic stroke. The infarct lesion formed was located in the cerebral cortex and showed reproducibility in its location and its ability to reduce in neurological function. This is also obtained in mice but has been lacking in previous embolic models14. Previous embolic models used preformed homologous/autologous clot/clots injected into the MCA through a catheter placed in the ICA15,19,20. These embolic models have shown high mortality rates and variability in clot placement, infarct lesion size and location15,35,36. The variability of the models may very well resemble the clinical setting; however, the variability also makes the usage of the models in the assessment of new therapeutic strategies arguable. The thromboembolic stroke model requires the performance of a thrombectomy, and while it is more invasive than previous embolic models it has lower mortality rates. High mortality rates can influence the results of studies and is known to be high in previous embolic models where it occurs both within and beyond the 24 h timeframe. In our study, only one animal died whilst under anaesthesia during the MRI scan at 24 h. Analyses showed it suffered from a considerable hemorrhage within the infarct lesion. Previous studies have shown this thromboembolic mouse stroke model to have a low mortality both at 24 h, but also long-term studies which is indicative of its safety37. Our new rat model of ischemic stroke likewise displays high reproducibility and low mortality. This mimicked the results from the model in mice, which are underlining its usability in preclinical stroke research for developing new therapeutics.
While cell death and/or infarct lesion are easy to use as outcomes in preclinical studies, the primary outcome in clinical studies is a range of functional outcome assessments of the patients38. To close the gap to the clinical research it is of substantial importance to evaluate the sensorimotor function. We revealed a measurable decrease in neurological function after stroke using a well-established sensorimotor neuroscore27. The 28-point neuroscore tests a broadness of sensorimotor functions which gave us the ability to detect even small changes in neurological function due to e.g. infarct lesions only affects the sensorimotor cortex. However, before moving forward to the evaluation of new treatment targets, additional neurological tests need to be performed on this animal model.
The rt-PA treatment has several limitations, such as its neurotoxicity through rt-PA’s ability to interact with NDMA receptors and an increased risk of hemorrhagic transformation30,39. Treatment with rt-PA is still the only approved drug for acute ischemic stroke. It has the capability to lyse thrombi/emboli and improve stroke outcome40. We evaluated the effect of early and late rt-PA in this model. Our study clearly resembled the clinical situation. When rt-PA is given at an early stage5, it caused recanalization of the MCA and restored the CBF preventing both the advancement of the infarct core and reduction in neurological function. Spontaneous recovery of the CBF was observed in saline-treated animals at the early time-point, even though there was still a significant difference between infarct lesion volume and neurological function between the saline and rt-PA treatment. Clinical studies show that reperfusion is a better predictor of stroke outcome compared to recanalization. This is mostly due to the fact that recanalization doesn´t always lead to reperfusion41. This no-reflow phenomenon within the microvasculature may explain why we see a spontaneous recovery of CBF in the MCA region in saline treated animals. Still there was a significantly larger infarct volume compared with rt-PA treated animals. We observed no difference in neurological function or infarct lesion in animals treated with saline with or without reperfusion, indicating that we cannot conclude the stroke outcome from our CBF data measured by Laser Doppler alone. It is crucial to keep in mind that the Laser Doppler measures only change in the territory of the MCA during surgery and that the observed outcome is possibly due to an interplay of factors such as vascular reserve, collaterals, and autoregulation mechanisms. Both clinical and preclinical studies show an indication that the body temperature at administration of rt-PA may influence the results of the rt-PA efficacy42. Hyperthermia at administration has shown to worsen the stroke outcome after rt-PA clinical treatment, but it is also seen preclinically that increased temperatures reduces the beneficial effects of rt-PA therapy42,43. In our study, body temperature was monitored and kept within the normal physiological parameters thus limiting the influence of body temperature on the rt-PA treatment.
Several studies indicate that treatment with rt-PA increases the risk of hemorrhagic transformation, which worsens the outcome after stroke9,40. Therefore, treatment with rt-PA is restricted only to be given within 4.5 h from stroke onset in the clinic39. Previous preclinical studies showed that rt-PA treatment at 3 h after stroke onset might worsen stroke outcome and increase the risk of hemorrhagic transformation replicating the clinical situation24,25,44. The time-point of 4 h for delayed rt-PA treatment was chosen in order to enable us to move closer to the clinical end-point40. In the present study, rt-PA treatment 4 h after stroke onset showed no beneficial effects in neurological function or ischemic lesion volume. In 25% of the animals treated with late rt-PA, major hemorrhagic areas were found, associated with decreased neurological function and an increase in infarct lesion volume. García-Ye´benes et al. evaluated the incidence of hemorrhages in the mouse model and showed that late treatment of rt-PA (3 h after stroke) increased the risk of hemorrhagic transformation and gave rise to parenchymal hemorrhages in over 30% of the mice25. The results from the present and previous studies in mice replicates the increased risk of hemorrhagic transformation observed in the clinic when rt-PA treatment is delayed25,30,39,40. In several animal studies an increased risk of hemorrhagic transformation has been observed when rt-PA was given 3–6 h after stroke onset25,45. In humans a significant increase in hemorrhagic transformation is seen when treatment is given between 5–6 h after stroke onset46. Even if the time may not be directly translatable, the results still represent clinical outcomes. The new DAWN trial indicates that recanalization can be beneficial up to 24 h. This proposes that treatment with rt-PA can become of importance even after the time-window of 4.5 h if the risk of hemorrhage can be prevented47. This animal model of ischemic stroke, now established in both mice and rats, shows great potential for investigating new strategies to prevent the rt-PA induced hemorrhagic transformation of the stroke.
Dosage determination was based on previous studies and the results of rt-PA usage within the clinic. While the clinic is using a dosage of 0.9 mg/kg, previous preclinical studies have demonstrated discrepancies between different dosage. Early in vitro results comparing rt-PA efficiency on different species displayed that rt-PA in rodents had a tenfold less efficacy than in humans48. Based on this study, many preclinical studies have moved on using a dosage tenfold stronger than what is used in the clinic. The higher dosage of 10 mg/kg is used in the thromboembolic stroke model in mice and has shown similar results that are seen in the clinic22,23,25. Studies have also produced irregularities in the efficacy of rt-PA when comparing different dosages in in vivo models49,50. Dosages of 4.5 mg/kg rt-PA and above have been seen to have too high efficacy of recanalization that is not seen in the clinic, while dosages of 1.8 mg/kg and under has shown too low efficacy49. Taking this in consideration we performed a dose–response evaluation of 1 mg/kg, 3 mg/kg and 10 mg/kg. As seen previously, 1 mg/kg showed no beneficial effects in either restoration of CBF, reduced infarct lesion, or improved neurological function. Animals treated with the dosage of 10 mg/kg showed indications of systematic bleedings and were euthanized. However, evaluation of the dosage of 3 mg/kg showed similar results as to be expected in the clinic with restoration of CBF, reduced infarct lesion volume, and improved stroke outcome. Therefore, we continued with a dosage of 3 mg/kg rt-PA within this study.
In conclusion, we validated the thromboembolic stroke model in rat, which closely resembled the ischemic stroke and therapeutic window for rt-PA in humans. A model that clearly shows great translational potential was established and validated. This model can be used to further study the pathophysiology of cerebral ischemia and as an important tool in the search for new treatment strategies, especially thrombolytic therapies either alone or in combination with other strategies.
Materials and methods
Thromboembolic stroke
Thromboembolic stroke was induced in male Wistar rats (255–385 g; Janvier, France) with a local injection of α-thrombin directly into the MCA lumen. The model is based on the thromboembolic mouse model previously described by Orset et al.22. Prior to surgery, a micropipette (Assistant, Germany) was prepared using a Moving-Coil Microelectrode Puller (Campden Instruments Limited, USA) and loaded with 12 UI human α-thrombin (4 UI/μl, Nordic Diagnostica AB, Sweden). Rats were anesthetized with 3% isoflurane and maintained with 1.5–2% isoflurane (Baxter Medical AB, USA) in N2O:O2 (70:30). Temperature was monitored through a rectal thermometer and maintained at 37 ± 1 °C using a heating pad. The rat was then placed in a stereotactic device before a vertical incision was made between the eye and ear. The temporal muscle was retracted and thinning of the skull bone localization of the MCA bifurcation was possible. A craniectomy was performed, and the clearing of the dura revealed the MCA bifurcation. The laser Doppler flow probe (AD Instruments, UK) was placed over the MCA region for monitoring the CBF during the duration of the surgery. The pipette was inserted into the MCA lumen through the bifurcation and α-thrombin was then slowly injected (Fig. 1c). To allow the clot to stabilize, the pipette was left in its position for a minimum of 20 min. Blood gases (pO2, pCO2 and pH) and glucose levels were monitored through a tail artery catheter both pre-and post-stroke. For sham operated animals the pipette was inserted into the MCA, but nothing was injected. Evaluation of any clot formation due to vascular damage from the pipette placing in the MCA, a pipette containing saline was placed into control animals and the saline was injected into the MCA.
Treatment
Dosage of 3 mg/kg (1 mg/ml) rt-PA (Alteplase, Boehringer Ingelheim AB, Germany) was chosen after evaluation of 1, 3, and 10 mg/kg, where 1 mg/kg showed no improvement and 10 mg/kg caused bleedings (data not shown). Treatment (rt-PA or saline) was randomized and administrated intravenously, starting with a 10% bolus dose followed by a 40 min infusion administrated either at 1 h or 4 h after stroke induction. Animals treated at the late time point were awakened 1 h after stroke induction and then re-anaesthetized for treatment at 4 h.
Neurological evaluation
Neurological function was assessed by the 28-point neuroscore test, which consists of 11 tasks that are based on the performance of the rat27. The animal’s failure in performing a task lowers the score, indicating a decrease in neurological function while a maximum score of 28 points indicates the healthy function of the animal. Neurological function was assessed both before surgeries to gain baseline values and 24 h post-stroke onset. A full score of 28-points before surgery was required for the inclusion of the animal in the study.
Magnetic resonance imaging
MRI was performed 24 h post-stroke for evaluation of the infarct volume and hemorrhagic transformation. Visualization of blood flow in the MCA before and after rt-PA treatment was performed 40 min after thrombin injection and after early rt-PA treatment.
The anaesthesia was maintained by inhalation of 2% isoflurane in N2O:O2 (70:30) during the imaging procedure. The breathing rate and body temperature were monitored during the imaging procedure. A 9.4 T preclinical MRI horizontal bore scanner (Biospec 94/20, Bruker, Germany) was used. For transmission a quadrature volume resonator (112/087) coil was used and for reception a rat brain 2 × 2 phased array coil was used (Bruker, Germany).
T2-weighted imaging
1H T2-weighted images were acquired using the RARE sequence as follows: 25 axial slices, slice thickness 0.8 mm, 256 × 146 matrix, in plane resolution 137 × 137 μm2, TR = 2,700 ms, TE = 33 ms, bandwidth 33 kHz, TA = 2 min 25 s.
T2*-mapping
1H T2*-maps were reconstructed from a multigradient echo sequence acquired with parameters as above except: TR = 1,800 ms, TE = 3.5 ms to 58.5 ms in steps of 5 ms, bandwidth 69 kHz, TA = 3 min 18 s.
Time-of-flight angiography
1H 3D time-of-flight angiography was acquired as: 200 × 200x160 matrix, resolution 150 × 165 × 150 μm2, TR = 10 ms, TE = 1.8 ms, bandwidth 96 kHz, TA = 4 min 24 s.
Analysation of magnetic resonance imaging
The T2-weighted images were acquired to measure the infarct lesion volume, and T2* images for measurement of the volume of hemorrhagic regions. Images were analysed using ImageJ and the region of interest corresponding to the whole ischemic lesion or hemorrhage was manually delineated by an operator blinded to the treatment groups. The damage was reported as infarct volume/hemorrhage (mm3).
2,3,5-Triphenyltetrazolium chloride (TTC) staining
After euthanisation, the brains from the control group was dissected and cut in 2 mm coronal slices before they were immersed in 1% of TTC for 20 min in 37 °C.
Statistical analysis
Data is presented as mean and its 95% confidence interval (CI). P < 0.05 was considered statistically significant and “n” refers to the number of animals. Statistical analyses were performed using GraphPad Prism version 7.02 for Windows, GraphPad Software, USA, www.graphpad.com. Physiological parameters data was analysed using Wilcoxon matched-pairs signed rank text and the changes in CBF was analysed through a nonparametric Friedman’s multiple comparisons test, while the differences of the drop of CBF between treatment groups were analysed using Dunn’s multiple comparisons test. The nonparametric uncorrelated Dunn’s test was used to analyse the difference in infarct volume and 28-point neuroscore between the four treatment groups. Blinding was revoked after analyses were finalized. Based on preliminary data, our power calculation showed a sample size of n = 8 per treatment group to detect a difference in neurological function between groups with a 2-sided 5% significance level and a power of 80%. Power calculation was done with G*power 3.1.9.4.
Ethics
All procedures and animal experiments were performed in full compliance with the ARRIVE and the European Community Council Directive (2010/63/EU) for Protection of Vertebrate Animals Used for Experimental and other Scientific Purposes guidelines. Ethical permit was approved by the Malmö-Lund Institutional Ethics Committee under the Swedish National Department of Agriculture (Animal Inspectorate License No. M125-16).
Supplementary information
Acknowledgements
The authors thank the Lund University Bioimaging Centre for their assistance and providence of the MRI facility. We thank Professor Tadeusz Weiloch (Laboratory for Experimental Brain Research), Professor Niklas Marklund (LUBIN Lab-Lund Brain Injury Laboratory for Neurosurgical Research) and Professor Lars Edvinsson (Experimental Vascular Research) for the use of their facilities. This work was supported by the Swedish Heart-Lung Foundation (20170883), Franke and Margareta Bergqvist Foundation, Knut and Alice Wallenberg Foundation, Olle Engqvist Foundation, Thure Carlsson Foundation, Crafoord Foundation (20190857), Brain Foundation (FO2019-0308). Open access funding provided by Lund University.
Author contributions
All authors designed the study and critically revised and approved the final version of the manuscript. K.A. performed surgeries, neurological evaluation, MRI scans, data analysis, and statistical analysis. K.A. and S.A. wrote the manuscript. C.O. and D.V. originally developed the model.
Data availability
The data that support the findings of this study are available from the corresponding author upon reasonable request.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
These authors contributed equally: Saema Ansar and Cyrille Orset.
Supplementary information
is available for this paper at 10.1038/s41598-020-69081-0.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.