- 1Department of Anesthesiology, Fujian Maternity and Child Health Hospital, Fuzhou, China
- 2Department of Obstetrics, Fujian Maternity and Child Health Hospital, Fuzhou, China
Objective: Hypotension is a common complication of spinal anesthesia during cesarean section, and no single intervention has been shown to eliminate maternal hypotension. Fluid loading strategies combined with vasopressor drug regimens can achieve this goal by maximizing cardiac output (CO) and minimizing the fall in systemic vascular resistance (SVR). However, the optimal fluid volume, type, and timing of administration have not been fully elucidated. Therefore, this study aimed to use Vigileo techniques in order to compare the effects of different fluid loading strategies on CO fluctuation under a norepinephrine infusion.
Methods: We recruited 102 healthy term parturients scheduled for elective cesarean section under spinal anesthesia for this randomized double-blind study and divided them into two groups: the colloid preload followed by crystalloid coload group (500 ml each; Group 1, n = 51), and the colloid and crystalloid coload group (500 ml each; Group 2, n = 51). The infusion of norepinephrine was started after intrathecal injection. Vigileo was used to monitor invasive hemodynamic indices. Our primary outcome was standardized maternal cardiac output (CO) readings taken from spinal anesthesia until delivery. The secondary outcome measures were stroke volume (SV), systolic blood pressure (SBP), heart rate (HR), number of episodes of hypotension, hypertension, bradycardia, nausea/vomiting and total norepinephrine dose. Neonatal outcome was assessed by recording Apgar scores 1 and 5 min after delivery and by measuring umbilical arterial (UA) blood gases. Continuous hemodynamic monitoring was performed during the first 15 min after spinal anesthesia.
Results: Baseline CO, SV, and SBP were similar for both groups. Before spinal anesthesia, CO (6.84 ± 1.18 vs. 5.51 ± 0.96 L/min, P < 0.001) was significantly higher in group 1 than group 2, but this increase was not sustained after spinal anesthesia (P > 0.05). SV (75.98 ± 13.01 vs. 66.37 ± 12.42 mL, P < 0.001) and SBP (124.84 ± 11.61 vs. 116.57 ± 7.57 mmHg, P < 0.001); followed a similar trend in the study. Only the largest percentage change in maternal HR (4.89 ± 11.89 vs. 10.38 ± 14.07, P = 0.036) was significantly different between the two groups. There were no significant differences between the two groups in terms of the maximum CO, SV, SBP, or HR after spinal anesthesia (P > 0.05). The maternal side effects and neonatal outcomes, were similar in two groups (P > 0.05).
Conclusion: In combination with prophylactic norepinephrine infusion, 500-mL colloid preloading and 500-mL crystalloid coloading can significantly increase CO before spinal anesthesia for cesarean sections and provide improved hemodynamic stability after spinal anesthesia, with no difference in maternal or neonatal outcomes as compared to colloid and crystalloid coloading.
Clinical trial registration: https://www.chictr.org.cn, identifier ChiCTR2300073333.
Introduction
During cesarean section, spinal anesthesia results in extensive sympathetic nerve blockade to cause peripheral vasodilatation, hypotension, and consequently a reduction in cardiac output (CO) and placental blood flow, which is associated with negative maternal and fetal outcomes (1). To maintain haemodynamic stability after spinal anesthesia, the use of vasopressors is recommended to be supplemented with non-pharmacological measures and intravenous fluids (2). “Owing to its mild beta-adrenergic activity, norepinephrine is associated with improved heart rate (HR) and CO which has recently been described as a promising alternative to phenylephrine” (3, 4).
Fluid infused before or at the time of induction of spinal anesthesia is referred to as “preloading” and “coloading,” respectively. Crystalloid preloading has been shown to be ineffective on reducing the incidence and severity of hypotension, whereas colloids (e.g., hetastarch) are more effective in preventing hypotension and maintaining maternal CO (5–7). Carvalho et al. found that hetastarch preloading and coloading are equally effective in preventing hypotension after cesarean section spinal anesthesia, but the incidence of hypotension is still greater than 30% (8). JP Fitzgerald (9) found that colloid preloading was more effective than colloid coloading in preventing hypotension induced by spinal anesthesia for cesarean section after evaluating 109 studies. Other studies have shown that maternal CO has a greater effect on uteroplacental perfusion than blood pressure itself (10). Robson et al. (11) demonstrated a correlation between CO reduction and fetal acidosis during cesarean section under spinal anesthesia, but not between maternal hypotension and fetal acidosis. Arterial pressure measurements may not detect a low uterine placental perfusion. Recent international consensus guidelines recommend that clinicians pay more attention to arterial pressure and CO (2). Therefore, international consensus guidelines recommend clinical attention to CO rather than arterial blood pressure alone (2).
An increasing number of studies have focused on the effects of vasoactive drugs on the hemodynamics of spinal anesthesia for cesarean sections. However, few studies have evaluated the effects of different fluid loading methods combined with vasoactive drugs on hemodynamics. Therefore, we designed a double-blind, randomized controlled study to test the hypothesis that the combination of 500 mL colloid preloading and 500 mL crystalloid coloading with noradrenaline continuous infusion would have the same effect on CO variable as 500 ml colloid and 500 ml crystalloid coloaded with noradrenaline continuous infusion.
Materials and experiments
This study adhered to the ethical principles outlined in the Declaration of Helsinki and was performed in accordance with the Consolidated Standards of Reporting Trials (CONSORT) guidelines (12). Ethical approval for this study (Ethical registration number: 2023 KY023) was provided by the Ethical Committee of Fujian Maternity and Child Health Hospital China (Chairperson Prof Pengming Sun) on 27 April 2023. All the participants provided written informed consent. The study was conducted from 7 July 2023, to 30 October 2023.
The inclusion criterion was single-born parturients aged 18–45 years with full-term pregnancies who were planned to undergo cesarean section at the Fujian Maternal and Child Health Hospital. The exclusion criteria were height < 150 cm, weight < 45 kg or > 100 kg, contraindication for spinal anesthesia (increased intracranial pressure, coagulation dysfunction, or local skin infection), chronic or pregnancy-induced hypertension, baseline systolic blood pressure (SBP) > 140 mmHg, hemoglobin < 10 g/dL, diabetes, cardiovascular, cerebrovascular, or kidney disease, hyperamniotic fluid or known fetal malformations, and multiple births.
The parturients did not receive any premedication. Upon arrival at the operating theater, patients were placed in a supine position with left uterine displacement, and standard non-invasive monitoring was applied, including non-invasive BP, pulse oximetry, and electrocardiography. An 18-gauge intravenous cannula was inserted into the left-hand vein, and a three-way stopcock was attached to the same line used for the infusion of intravenous fluid. A 20-gauge arterial line was inserted into the right radial artery after local anesthesia using an anesthetic skin patch. The arterial blood pressure was connected, and the transducer was placed at the level of the heart and zeroed. A Vigileo monitor (Edwards, EV1000A) was connected for continuous hemodynamic monitoring. After a brief settling period, baseline values for CO, stroke volume (SV), systolic BP (SBP), and maternal HR were obtained as the mean of three consecutive readings obtained at 3 min intervals, with a difference of less than 10%. No intravenous fluid preloading was administered.
Based on the random numbers generated by the computer, the puerperae were randomly divided into two groups at a 1:1 ratio: the colloid preloading and crystalloid coloading group (500 ml each; Group 1, n = 51) and the colloid and crystalloid coloading group (500 ml each; Group 2, n = 51). Random numbers and group information were placed in opaque envelopes that were opened according to the order in which the puerperae were included. The puerperae were grouped according to the envelope information and were not informed of the grouping results. All parturients received pressurized infusion using a bag pressurized to 250 mmHg. Group 1 received 6% w/v hydroxyethyl (HES) starch solution before induction of spinal anesthesia and 500 mL of Ringer’s lactate (RL) starting immediately after intrathecal injection. Patients in Group 2 received 500 mL of HES and 500 ml of RL, starting immediately after intrathecal injection. All study solutions in both groups were administered using a pressurizer adjusted to 250 mmHg. The fluid infusion was completed within 10 min in all subjects. No other fluids were administered to either group, except those used to maintain venous patency.
A 25-gauge pencil-point spinal needle was inserted in the midline at the estimated L3–L4 vertebral interspace with the patient in the left lateral position. After confirming the presence of CSF, 1.5 ml of 1% ropivacaine mixed with 1.0 ml of 10% dextrose and 0.5 ml of normal saline were injected intrathecally at a rate of 1 ml per 10 s. Immediately after completion of the intrathecal injection, the patients were returned to the supine position with left uterine displacement, and the infusion of norepinephrine was started at 0.05 μg/kg/min with an injection pump (MindRay BeneFunion nDSex), stopping norepinephrine pumping at the end of the surgery. The ice cube stimulation test was used for the sensory nerve block. The degree of sensory block was evaluated every 2 min after spinal anesthesia, and surgery was allowed when T6 was reached.
Three anesthesiologists participated in the study. The first anesthesiologist opened the sealed randomization envelope and placed the assigned study fluid in a simple pressurized infusion system. The anesthesiologist was solely responsible for the subsequent administration of fluid according to the study protocol. The second anesthesiologist administered the liquid and vasoactive drugs by diluting 0.4 mg of saline containing norepinephrine to 40 ml (50 ml syringe) with a connecting extension tube connected to tee at the end of intravenous indwelling needle to prepare the rescue drug norepinephrine (10 μg/ml). Bags of IV fluids and the proximal part of the IV tubing were covered with opaque cloth and shielded from the assessor’s view. A third anesthesiologist was responsible for spinal anesthesia. Throughout the procedure, the hemodynamic variables displayed by Vigileo’s monitors were obscured by opaque cardboard taped to the screen; thus, the anesthesia team had no way of knowing the CO or SV values.
During anesthesia and surgery, all parturients breathed air spontaneously, and additional oxygen was administered only when the pulse oximeter was lower than 95%. Hypotension was defined as a decrease in SBP of ≥ 20% below the baseline value. Hypotension was managed with a 5 μg intravenous bolus of norepinephrine. When the SBP decreased by 30% or more from baseline, a single bolus of 10 μg of norepinephrine was administered. If hypotension persisted, treatment with emergency pressors was repeated every 1 min. Reactive hypertension was defined as an increase in SBP to 120% of the baseline value. Hypertensive episodes were treated by stopping norepinephrine infusion, which was restarted when the SBP returned to < 120% of the baseline value. Bradycardia was defined as an HR < 50 beats/min. Atropine (0.5 mg) was injected intravenously when the HR was < 50 beats/min, and adverse reactions, such as nausea and vomiting, were observed. Tropisetron 5 mg was administered after the cause of hypotension was ruled out.
The primary outcome was maternal CO during the first 15 min after spinal anesthesia. Secondary outcome measures were stroke volume (SV), systolic blood pressure (SBP), heart rate (HR), number of episodes of hypotension, hypertension, bradycardia, nausea/vomiting, and total norepinephrine dose. Neonatal outcome was assessed by recording Apgar scores at 1 and 5 min after delivery and by measuring umbilical arterial (UA) blood gases.
Statistical methods
Sample size calculation: In the pilot study, after colloid preloading, the preliminary experiment showed that the basic CO concentration in Group 1 was 7.11 ± 1.09 L/min after colloid coloading, whereas that in Group 2 was 5.80 ± 0.90 L/min. We assumed that group 1 had an increase in CO of at least 10% at 3–8 min after spinal anesthesia (peak). In Group 2, the CO increased by at least 20% 3–8 min after spinal anesthesia (peak period); the type-one error rate was 0.05, and the type-two error rate was 0.1. Two-sample t-tests assuming unequal variances were also conducted (PASS15.0; NCSS, LLC, Kaysville, UT, USA). A total of 92 patients were included (46 patients per group). Allowing for a 30% dropout rate, we planned to recruit 120 participants.
The Kolmogorov—Smirnov test was used to determine whether the continuous variables fit a normal distribution, and the independent sample t-test was used to compare the groups that fit a normal distribution. The Mann—Whitney U test was used for comparisons between groups that did not conform to a normal distribution. The χ2 test was used to compare the categorical variables. One-way repeated-measures ANOVA was conducted for CO, SV, systolic blood pressure, and heart rate. Data were analyzed using IBM SPSS Statistics (version 22.0; IBM Corp., Armonk, NY, USA). Statistical significance was set at P < 0.05.
Results
A total of 127 parturients were recruited, of which 102 were enrolled in the study, 51 of whom were randomized in each group. The Consolidated Standards of Reporting Trials (CONSORT) recruitment diagram is shown in Figure 1.
Table 1 shows the parturients characteristics. Except for weight (65.64 ± 8.44 vs. 69.60 ± 8.29, P = 0.019) and BMI (25.67 ± 2.95 vs. 27.15 ± 2.89, P = 0.012) which showed significant differences in group comparisons, and the rest of the indices showed no significant differences in group comparisons (P > 0.05).
The maximum hemodynamic changes in the parturient women (parturients) are shown in Table 2. Baseline CO, SV and, SBP were similar for both groups. Before spinal anesthesia, CO (6.84 ± 1.18 vs. 5.51 ± 0.96 L/min, P < 0.001) was significantly higher in in group 1 than group 2, but this increase was not sustained after spinal anesthesia (P > 0.05). SV (75.98 ± 13.01 vs. 66.37 ± 12.42 mL, P < 0.001) and SBP (124.84 ± 11.61 vs. 116.57 ± 7.57 mmHg, P < 0.001); followed a similar trend in the study. Only the largest percentage change in maternal HR (4.89 ± 11.89 vs. 10.38 ± 14.07, P = 0.036) was significantly different between the two groups. There were no significant differences between the two groups in terms of the maximum CO, SV, SBP, or HR after spinal anesthesia (P > 0.05).
Repeated analysis of variance revealed significant difference between the two groups of parturients in terms of CO (P < 0.001), SV (P = 0.005), HR (P < 0.001), and SBP (P < 0.006) (Figure 2).
The incidence of hypotension, nausea, and vomiting was lower in Group 1 (5.88% vs. 29.41%, P = 0.003; 3.92% vs. 17.65%, P = 0.026); the frequency of norepinephrine intervention was lower (0 [0, 0] vs. 0 [0, 10], P < 0.001); and the incidence of hypertension and bradycardia, neonatal blood gas analysis, and Apgar score were not significantly different among the groups (P > 0.05) (Table 3).
Discussion
The results of this study showed that colloid fluid preloading significantly increased the CO, SV, and SBP of the puerperae; reduced the incidence of hypotension, nausea, and vomiting; and had no significant effect on neonatal prognosis. However, there was no significant difference in the maximum hemodynamic value after colloid preloading before spinal anesthesia combined with crystalloid coloading after anesthesia versus colloid coloading combined with crystalloid coloading after spinal anesthesia.
Due to the sympathetic blocking effect of spinal anesthesia, maternal blood pressure is often significantly reduced after spinal anesthesia owing to peripheral artery dilation and reduced vascular resistance, but the rise in SV resulting from the relief of caval compression together with an increase in venous return, CO increased from the preoperative state to a peak immediately following the delivery of the fetus and placenta (10). Because the uterus cannot regulate itself, uterine placental perfusion often depends on maternal CO (13); therefore, monitoring and maintenance of maternal CO are clinically important. In this study, the hemodynamic indices, including CO, SV, and SBP, significantly increased after a preloading of 500 ml of colloid solution before spinal anesthesia, and stability was better maintained after spinal anesthesia. This finding indicates that the administration of colloid solution preloading before spinal anesthesia has certain advantages. First, the purpose of preloading is to replenish the intravascular volume before the relatively effective circulation of blood volume becomes insufficient, owing to vasodilation induced by spinal anesthesia. In this study, a preloaded fluid volume of 500 ml did not significantly increase the circulating blood volume, which could lead to adverse events such as circulating overload and pulmonary edema. Second, the administration of colloid solutions reduces this physiological effect compared to the rapid distribution of the crystalloids, which causes 20% of the crystalloid to remain in circulation. Owing to the longer intravascular residence time, the dilatation effect is fully retained after spinal anesthesia, even when applied as a preloading (14, 15). Finally, the dilatation effect can be enhanced by colloid preloading during the peak period of vasodilation caused by spinal anesthesia.
Postanesthesia hypotension is believed to be due to decreased venous return, ventricular filling, and CO; therefore, volume management has been widely used as the primary coping strategy to prevent or treat post-anesthesia hypotension during cesarean section (16). With further research, it was found that the advantages of colloids are obviously superior those of crystalloid. Because colloids have larger molecules and cannot easily cross the endothelium, they stay in the vascular space longer, provide rapid plasma expansion, increase osmotic pressure, and improve microcirculatory organ perfusion (17). Park et al. (18) reported no significant differences in the incidence of hypotension among three groups after preloading with crystalloid solution at 10, 20, or 30 ml/kg, and 30 mL/kg preloading did not improve hemodynamics or reduce the demand for ephedrine. This dose also increases the risk of adverse events such as pulmonary edema. Tamilselvan et al. (19) compared the effects of 500 and 1,000 mL of hydroxyethyl starch preloading with 1,500 mL of crystalloid preloading on CO measured by Doppler imaging of the sternal bone. preloading increased CO, which remained above baseline only in patients receiving 1,000 mL of hydroxyethyl starch. Teoh and Sia (20) compared a preloading and a coloading of 15 ml/kg of 6% HES, and reported that the CO increased significantly after 5 min of preloading and then tended to stabilize. CO increased gradually after coloading, but some differences remained compared to those observed after preloading, and the effect of preloading was better. However, there were no significant differences in adverse maternal events or neonatal outcomes between the two groups. Similar results were obtained in this study. The hemodynamic indices, including CO, SV, and SBP, increased significantly after the colloid solution was prefilled, and the increase was within the acceptable range. Moreover, this approach has certain advantages over colloid liquid and crystalloid liquid co-loading within 15 min after spinal anesthesia. Therefore, the results of this study provide a practical basis for the further application of colloid fluid preloading and coloading in obstetric anesthesia.
Contraction of the peripheral vasculature and improvement of peripheral vascular resistance are key to coping with physiological changes in hypotension after spinal anesthesia. Therefore, vasoactive drugs, especially α-receptor agonists, are a key therapeutic strategy for the prevention and treatment of post-anesthesia hypotension (21). Norepinephrine (NE) is widely used to treat hypotension after spinal anesthesia. Because it stimulates α and β receptors simultaneously, norepinephrine improves maternal hemodynamic stability and reduces the incidence of bradycardia and is gradually being considered as an alternative to the guided recommended drug phenylephrine (22). Mohta et al. (23) compared 100 μg of phenylephrine and 5 μg of norepinephrine in the treatment of post-anesthesia hypotension (systolic blood pressure < 80% or absolute value < 100 mmHg); the incidence of sinus bradycardia was 37.8% and 22.2%, respectively (P = 0.167). There was no difference in the frequency of intervention for hypotension; however, the overall bolus intervention frequency was higher in the phenylephrine group (P = 0.01), and the pH value of the umbilical artery was higher (P = 0.034). Belin et al. (24) compared 0.5 μg/kg/min phenylephrine with 0.05 μg/kg/min norepinephrine to maintain maternal SBP above 90% of the baseline value and showed that the CI in the norepinephrine group was maintained at 90%–100% of the baseline value. However, the CI was maintained at slightly lower values in the phenylephrine group (81%–88% of baseline, p = 0.001). The percentage of elapsed time with a mean maternal BP < 65 mm Hg and with systolic BP < 80% of the baseline value was higher in the phenylephrine group. Hasanin et al. (25) studied the use of different infusion rates of noradrenaline to adjust the infusion rate under crystalloid coloading during spinal anesthesia and reported that the optimal dose of noradrenaline infusion for preventing spinal-induced hypotension was 0.05 μg/kg/min, which was consistent with the dose selected in this study, but the incidence of hypotension was 24.7%. It was similar to the colloid coloading preloading combined with crystalloid coloading group, which was much greater than that in the colloid preloading combined with crystalloid coloading group (5.8%). Preloading colloid may increase blood volume and rapid fluid redistribution into the interstitium. Therefore, this approach increases the CO value and reduces the incidence of hypotension. A new systematic review and network meta-analysis compared methods of preventing hypotension in parturients undergoing spinal anesthesia after cesarean section from the most effective to the least effective as follows: metaraminol, norepinephrine, phenylephrine, leg compression, ephedrine, colloid administered before induction of anesthesia, angiotensin, colloid given after induction of anesthesia, mephentermine, crystalloid administered after induction of anesthesia, and crystalloid administered before induction of anesthesia (26). Norepinephrine, whether administered as a bolus or infusion, have the potential to induce hypertension and reflex bradycardia, which may adversely impact maternal cardiac output (27). Reactive hypertension may be a contributing factor to hemorrhagic stroke, particularly in patients with preeclampsia. The high frequency of these adverse events implies that the current infusion concentration may not be appropriate. Hence, the prompt adjustment of prophylactic vasopressors dosage (discontinuation or reduction) is a crucial measure. Our findings contribute to a growing body of research verifying both the efficacy and safety of prophylactic norepinephrine infusion to prevent postspinal anesthesia hypotension during cesarean section.
This study had several limitations. First, central venous access was not available to determine the central venous pressure required to measure puerperal peripheral vascular resistance. Decreased peripheral vascular resistance is an important physiological change in patients under spinal anesthesia, and the determination of this index will help further clarify the advantages of the volume strategy and the application of vasoactive drugs. Second, we did not explore higher capacity management. In this study, a total liquid volume of 1,000 ml and colloid solution volume of only 500 ml were used. Different capacity management strategies may have affected these results. In the end, norepinephrine, being a major α1-agonist, leads to the increase of preload by promoting vasoconstriction, which in turn leads to increase of SV, CO, and SBP, Also, by its small effect on myocardial β1-receptors it has positive inotropic effect, which also contributes to the increase of CO by a small amount. So, (28) these norepinephrine actions present a bias effect on CO, SV, and SBP. Although norepinephrine infusion and boluses might influence CO, the same was given in the both groups. In addition, the number of norepinephrine boluses was recorded and it was higher in group 2, group 1 was more stabile, and that the protocol used in this group contributes to haemodynamic stability. Future studies may consider observing the effect of fluid loading on CO without norepinephrine infusion.
In conclusion, in patients undergoing cesarean section, colloid preloading combined with crystalloid coloading after anesthesia combined with noradrenaline infusion provided better hemodynamic stability and reduced maternal adverse events.
Data availability statement
The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.
Ethics statement
The studies involving humans were approved by the Ethics Committee of Fujian Maternity and Child Health Hospital. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.
Author contributions
XG: Writing – original draft. YH: Writing – original draft. SH: Writing – review and editing. CL: Investigation, Software, Writing – original draft. YY: Writing – review and editing, Investigation. SH: Writing – review and editing, Investigation, Resources. ML: Writing – review and editing, Software, Supervision, Validation. JY: Writing – original draft, Writing – review and editing.
Funding
The authors declare that financial support was received for the research and/or publication of this article. This study was supported by the Innovation Platform Project of Science and Technology, Fujian province (2021Y2012) National Key Clinical Specialty Construction Program of China (Obstetric).
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s note
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Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmed.2025.1421947/full#supplementary-material
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Keywords: spinal anesthesia, cesarean section, cardiac output, noradrenaline, hypotension
Citation: Gao X, Huang Y, Hu S, Lin C, You Y, Huang S, Liu M and Yan J (2025) Effect of combined colloid preloading and crystalloid coloading versus combined colloid and crystalloid coloading on maternal cardiac output during spinal anesthesia for cesarean section under combined prophylactic noradrenaline infusion. Front. Med. 12:1421947. doi: 10.3389/fmed.2025.1421947
Received: 29 June 2024; Accepted: 12 May 2025;
Published: 09 July 2025.
Edited by:
Krešimir Reiner, University Hospital Centre Zagreb, CroatiaReviewed by:
Kassiani Theodoraki, National and Kapodistrian University of Athens, GreeceAnita Lukic, University North, Croatia
Copyright © 2025 Gao, Huang, Hu, Lin, You, Huang, Liu and Yan. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Jianying Yan, eWFuamlhbnlpbjIwMTlAMTYzLmNvbQ==
†These authors have contributed equally to this work