Abstract
Background
There has been increased development of robotic technologies for the accuracy of percutaneous pedicle screw placement. However, it remains unclear whether the robot really optimize the selection of screw sizes and enhance screw stability. The purpose of this study is to compare the sizes (diameter and length), placement accuracy and the loosening rate of pedicle screws using robotic-assisted versus conventional fluoroscopy approaches for thoracolumbar fractures.
Methods
A retrospective cohort study was conducted to evaluate 70 consecutive patients [34 cases of robot-assisted percutaneous pedicle screw fixation (RAF) and 36 of conventional fluoroscopy-guided percutaneous pedicle screw fixation (FGF)]. Demographics, clinical characteristics, and radiological features were recorded. Pedicle screw length, diameter, and pedicle screw placement accuracy were assessed. The patients’ sagittal kyphosis Cobb angles (KCA), anterior vertebral height ratios (VHA), and screw loosening rate were evaluated by radiographic data 1 year after surgery.
Results
There was no significant difference in the mean computed tomography (CT) Hounsfield unit (HU) values, operation duration, or length of hospital stay between the groups. Compared with the FGF group, the RAF group had a lower fluoroscopy frequency [14 (12–18) vs. 21 (16–25), P < 0.001] and a higher “grade A + B” pedicle screw placement rate (96.5% vs. 89.4%, P < 0.05). The mean screw diameter was 6.04 ± 0.55 mm in the RAF group and 5.78 ± 0.50 mm in the FGF group (P < 0.001). The mean screw length was 50.45 ± 4.37 mm in the RAF group and 48.63 ± 3.86 mm in the FGF group (P < 0.001). The correction loss of the KCA and VHR of the RAF group was less than that of the FGT group at the 1-year follow-up [(3.8 ± 1.8° vs. 4.9 ± 4.2°) and (5.5 ± 4.9% vs. 6.4 ± 5.7%)], and screw loosening occurred in 2 out of 34 patients (5.9%) in the RAF group, and 6 out of 36 patients (16.7%) in the FGF group, but there were no significant differences (P > 0.05).
Conclusion
Compared with the fluoroscopy-guided technique, robotic-assisted spine surgery decreased radiation exposure and optimizes screw trajectories and dimensions intraoperatively. Although not statistically significant, the loosening rate of the RAF group was lower that of than the FGT group.
Keywords: Thoracolumbar fracture, Robot-assisted surgery, Minimally invasive surgery, Screw loosening
Background
Thoracolumbar fractures account for 30–60% of spinal fractures and are commonly seen in high-energy trauma patients [1, 2]. Burst fractures (AO spine types A3 and A4) represent the majority of thoracolumbar fractures [3]. Timely diagnosis and surgical stabilization are essential to prevent further neurological deficits and to reconstruct the sagittal balance, which can help avoid long-term complications [4–6]. Percutaneous pedicle screw fixation is the most commonly performed surgical procedure for the treatment of thoracolumbar spine fractures without neurological deficits.
In general, misplacement and inappropriate choice of pedicle screws negatively affect the internal fixation stability [7, 8]. Inserting the longer and larger screw accurately optimizes fixation strength [8, 9]. However, the benefits of larger screws must be weighed against the risks of pedicle breach or neurovascular injury [10, 11]. Therefore, the key to this technique lies in the determination of an appropriate-sized screw for maximum fixation strength while simultaneously respecting the structural integrity of the vertebral pedicles.
Some studies have reported that robot-assisted techniques provide more precise screw placement [12–14], and more recent literature shows that robotic assistance allows for the placement of screws with greater screw diameter and length compared with surgical navigation alone in minimally invasive lumbar fusion procedures [15]. However, to the best of our knowledge, few studies have compared the dimension selection and loosening rate of pedicle screws between robot-assisted techniques and fluoroscopy-guided percutaneous techniques for thoracolumbar fractures. In the present study, we compared radiological and clinical parameters from the immediate postoperative time to the 1-year follow-up between patients who underwent robot-assisted and conventional fluoroscopy surgical procedures.
Materials and methods
Patient selection
This was a retrospective cohort study. A consecutive sample of 70 patients with A3 and A4 thoracolumbar fractures from May 2018 to October 2020 was enrolled. Of the 70 patients reviewed, 34 and 36 were treated with robotic-assisted percutaneous pedicle screw fixation and fluoroscopy-guided percutaneous pedicle screw fixation, respectively, based on the following inclusion criteria: (1) thoracolumbar fracture classified as A3 or A4; (2) short-segment fixation with two additional screws at the single fracture vertebra; (3) no other fractures or organ injuries; and (4) absence of neurological deficits. The exclusion criteria were as follows: (1) incomplete clinical information; (2) combined anterior-posterior surgeries; (3) revision surgeries; (4) fracture displacement in the vertebral pedicle; and (5) structural spinal deformity, spinal tumour, or infection. Written informed consent was obtained from all patients. The present study was reviewed and approved by the Ethics Committee and Institutional Review Board of the Second Affiliated Hospital of Soochow University.
Surgical techniques
RAF group
Patients were placed in the prone position after general anaesthesia. The CT scan of the surgical region was uploaded to the workstation (Mazor Robotics Company, Israel) before surgery, and the perfect trajectories of the vertebrae based on the surgeon’s requests were planned (Fig. 1A–D). After the anteroposterior and oblique plane images were captured by the C-arm, the fluoroscopic images were automatically merged with the preoperative CT. A small (400 g, 9 cm tall, 5 cm diameter), parallel, 6-DOF robotic manipulator was then placed on the bone-mounted platform and aligned with a planned trajectory according to the surgeon’s instructions (Fig. 1E). After the paths of the screws were tapped with a thread tap through the dilated channels, the screws were inserted using handover guide wires (Fig. 1F). Rods were placed percutaneously from either the cephalad or caudal side with the assistance of screw extenders.
FGF group
Patients were placed in the prone position after general anaesthesia. The fractured vertebrae were confirmed by fluoroscopy. Six transpedicular puncture needles were inserted through six small incisions using fluoroscopy, after which guide wires were inserted. The appropriate pedicle screws were then placed through the guide wires. The position of each screw was examined by fluoroscopy, followed by the insertion of titanium rods with the assistance of screw extenders.
Data collection
Patient demographics and clinical characteristics were recorded. The mean CT Hounsfield Unit (HU) values were obtained from the measurement of preoperative CT measurements (Fig. 2). The duration of the operation, number of radiation cycles, amount of intraoperative blood loss, length of hospital stay, and cost were compared between the two groups. The surgical data obtained included the levels of instrument, and pedicle screw length, and diameter. Screw dimensions were obtained from the patient’s electronic health records, to which all operative implant records were uploaded. Considering that short-length pedicle screws were used for the fractured vertebral body, only screws in the vertebra above and below the fractured vertebral body were counted.
Radiographic measurements
Two spine surgeons with more than 10 years of experience completed the measurements independently. The average value of the measured data was the final data. All data were measured using radiology software (Neusoft PACS/RIS) to reduce variability.
Based on the Gertzbein and Robbins scale [16], the accuracy of the pedicle screw placement was evaluated on postoperative CT images as follows (Fig. 3A–E): Grade A: screw completely within bone; Grade B: cortical breach of < 2 mm; Grade C: cortical breach of ≥ 2 mm and < 4 mm; Grade D: cortical breach of ≥ 4 mm and < 6 mm; and Grade E: cortical breach of ≥ 6 mm.
The pre- and postoperative sagittal kyphosis Cobb angles (defined by the upper endplate of the first vertebra above the fractured vertebra and by the lower endplate of the first vertebra below the fractured vertebra) and anterior vertebral height ratios (defined by the percentage of the mean values for the adjacent vertebrae) of the fractured vertebra were measured using radiographic images (Fig. 4).
Pedicle screw loosening was defined as a “double-halo sign” on plain X-ray or a “lucent zone” around on CT images, which were obtained 1 year postoperatively (Fig. 5) [17, 18].
Statistical analysis
Descriptive statistics are presented as the mean ± standard deviation for normally distributed continuous variables; the median and interquartile range was used for nonnormally distributed continuous variables and the count (frequency) was used for categorical variables. Comparisons of baseline characteristics, which were stratified by group, were performed using Student’s t tests for normally distributed continuous variables, Wilcoxon rank-sum tests for variables with skewed distributions, and chi-square tests for categorical data. A p value < 0.05 was considered statistically significant. All analyses were performed using SPSS for Mac (IBM SPSS Statistics 23.0, SPSS Inc., Chicago, IL, USA).
Results
Overall, 70 patients who underwent short-segment fixation were included in the study. Patient demographics and clinical characteristics were compared between the RAF and FGF groups. There were no significant differences between the groups in terms of age, sex, BMI, mean HU values, mechanism of injury, fracture level and type, and TLICS score. The baseline data of the two groups were comparable (Table 1).
Table 1.
Characteristic | RAF | FGF | Statistic (χ2/t) | P value |
---|---|---|---|---|
No. of pts | 34 | 36 | – | – |
Mean age (years) | 42.8 ± 8.7 | 39.8 ± 10.7 | 1.277 | 0.206 |
Sex | 0.370 | 0.558 | ||
Male | 25 | 26 | – | – |
Female | 9 | 10 | – | – |
Mean BMI (kg/m2) | 23.8 ± 2.6 | 24.0 ± 2.7 | 0.699 | 0.718 |
Mean HU values | 184.4 ± 66.5 | 202.4 ± 80.4 | − 1.026 | 0.311 |
Mechanism of injury | 0.475 | 0.830 | ||
Traffic accident | 22 | 22 | ||
Fall | 12 | 14 | ||
Fracture level | 0.826 | 0.972 | ||
T10 | 0 | 0 | ||
T11 | 3 | 4 | ||
T12 | 8 | 8 | ||
L1 | 18 | 16 | ||
L2 | 5 | 8 | ||
Fracture type | 0.214 | 0.543 | ||
A3 | 25 | 21 | ||
A4 | 9 | 15 | ||
TLICS score | 4.5 ± 0.5 | 4.6 ± 0.5 | − 0.448 | 0.656 |
RAF robot-assisted percutaneous pedicle screw fixation, FGF fluoroscopy-guided percutaneous pedicle screw fixation, BMI body mass index, HU Hounsfeld Unit, TLICS Score Thoracolumbar Injury Classification and Severity Score
Clinical evaluation
The RAF group had significantly fewer radiation cycles (P < 0.001) but higher hospitalization costs (P = 0.001) than the FGF group (Table 2). No significant difference was observed between the two groups in terms of surgical time, intraoperative blood loss, or length of hospital stay (Table 2).
Table 2.
Operative factors | RAF | FGF | Statistic (t/Z) | P value |
---|---|---|---|---|
Mean operation time (min) | 114.1 ± 34.4 | 104.0 ± 18.1 | 1.552 | 0.125 |
Fluoroscopy frequency (times) | 16.1 ± 3.1 | 22.6 ± 3.9 | − 7.815 | 0.000** |
Mean hospital stay (days) | 7.5 ± 2.4 | 8.2 ± 2.5 | − 1.279 | 0.204 |
Mean blood loss (mL) | 93.8 ± 24.9 | 102.2 ± 27.8 | − 0.963 | 0.339 |
Hospitalization expenses (RMB) | 70529.6 ± 17224.5 | 58803.1 ± 9753.4 | 3.53 | 0.001** |
RAF robot-assisted percutaneous pedicle screw fixation, FGF fluoroscopy-guided percutaneous pedicle screw fixation, RMB Renminbi
**P < 0.01, statistically significant
Pedicle screw dimensions
There were 136 screws placed in the RAF group and 144 placed in the FGF group (screws in the vertebra above and below the fractured vertebra). Screws placed in the RAF group had both a larger screw diameter (RAF 6.04 ± 0.55 mm [range 5.0–7.0 mm]; FGF 5.78 ± 0.50 mm [range 5.0–6.5 mm]) and screw length (RAF 50.45 ± 4.37 mm [range 40–55 mm]; FGF 48.63 ± 3.86 mm [range 40–55 mm]) than screws placed in the FGF group (P < 0.001) (Table 3).
Table 3.
Variable | RAF | FGF | Statistic (χ2) | P value |
---|---|---|---|---|
No. of screws | ||||
Total | 136 | 144 | 5.309 | 0.379 |
T10 | 2 | 6 | ||
T11 | 22 | 20 | ||
T12 | 36 | 34 | ||
L1 | 32 | 38 | ||
L2 | 34 | 28 | ||
L3 | 10 | 18 | ||
Mean screw diameter (range), mm | ||||
Total | 6.04 (5.0–7.0) | 5.78 (5.0–6.5) | − 3.067 | 0.000** |
T10 | 5.5 (5.5) | 5.17 (5.0–5.5) | – | – |
T11 | 6.09 (5.5–7.0) | 5.90 (5.5–6.5) | -0.975 | 0.330 |
T12 | 6.11 (5.5–7.0) | 6.04 (5.5–6.5) | -0.332 | 0.740 |
L1 | 5.81 (5.0–6.5) | 5.29 (5.0–6.0) | -4.281 | 0.000** |
L2 | 6.12 (5.5–7.0) | 6.07 (5.5–6.5) | -0.238 | 0.812 |
L3 | 6.20 (6.0–6.5) | 5.94 (5.5–6.5) | -2.143 | 0.032* |
Mean screw length (range), mm | ||||
Total | 50.45 (40–55) | 48.63 (40–55) | -3.561 | 0.000** |
T10 | 50 (50) | 48.54 (45–50) | – | – |
T11 | 50.00 (40–55) | 49.50 (40–55) | − 0.320 | 0.749 |
T12 | 49.19 (45–55) | 47.35 (45–55) | 2.064 | 0.039* |
L1 | 50.65 (40–55) | 48.96 (40–55) | − 1.966 | 0.049* |
L2 | 51.18 (45–55) | 49.34 (45–55) | − 1.391 | 0.164 |
L3 | 53.00 (50–55) | 48.33 (45–55) | − 3.144 | 0.020* |
RAF robot-assisted percutaneous pedicle screw fixation, FGF fluoroscopy-guided percutaneous pedicle screw fixation
*P < 0.05; **P < 0.01, statistically significant
Radiographic evaluation
In the RAF group, 91.2% of the 204 screws were well placed (grade A); the remaining screws were graded B (5.4%), C (2.9%), or D (1.0%), but no screw was graded E. In the FGF group, 80.1% of the 216 screws were graded A; the remaining screws were graded B (9.3%), C (6.9%), D (2.8%), or E (0.9%). The RAF group had a significantly higher ratio of clinically acceptable screws (grades A and B, 96.6%) than the FGF group (89.4%) (P < 0.05) (Table 4).
Table 4.
Variable | RAF | FGF | Statistic (χ2) | P value |
---|---|---|---|---|
No. of screws | 204 | 216 | ||
Screw accuracy rate | 11.750 | 0.019* | ||
Grade A | 186 (91.2%) | 173 (80.1%) | ||
Grade B | 11 (5.4%) | 20 (9.3%) | ||
Grade A + B | 197 (96.6%) | 193 (89.4%) | ||
Grade C | 5 (2.4%) | 15 (6.9%) | ||
Grade D | 2 (1.0%) | 6 (2.8%) | ||
Grade E | 0 | 2 (0.9%) | ||
Grade C + D + E | 7 (3.4%) | 23 (10.6%) |
RAF robot-assisted percutaneous pedicle screw fixation, FGF fluoroscopy-guided percutaneous pedicle screw fixation
*P < 0.05 statistically significant
The preoperative kyphosis Cobb angle (KCA) and anterior height ratio of fractured vertebra (VHR) were similar between the two groups. After surgery, the KCA was significantly corrected, and the VHR was well improved in both groups. The correction loss of the KCA (3.8 ± 1.8°) was less than that of the FGT group( 4.9 ± 4.2°), and the VHR of the RAF group (5.5 ± 4.9% ) was less than that of the FGT group (6.4 ± 5.7%) at the 1-year follow-up, but there were no significant differences (Table 5).
Table 5.
Variable | RAF | FGF | Statistic (χ2/Z/t) | P value |
---|---|---|---|---|
No. of pts | 34 | 36 | – | – |
Kyphosis Cobb angle (KCA) (°) | ||||
Preoperative KCA | 20.2 ± 5.8 | 20.9 ± 4.3 | − 0.613 | 0.542 |
Postoperative KCA | 8.2 ± 4.8 | 8.7 ± 3.9 | − 0.494 | 0.621 |
Postoperative KCA correction | 12.0 ± 4.4 | 12.2 ± 3.4 | − 0.256 | 0.798 |
KCA at 1-y FU | 11.9 ± 4.7 | − 9.3 ± 3.9 | − 1.374 | 0.174 |
Correction loss at 1-y FU | 3.8 ± 1.8 | 4.9 ± 4.2 | − 1.485 | 0.138 |
Anterior height ratio of fracture vertebral (VHR) (%) | ||||
Preoperative VHR | 62.0 ± 11.2 | 60.7 ± 14.3 | 0.419 | 0.676 |
Postoperative VHR | 84.6 ± 9.9 | 82.5 ± 11.4 | 0.812 | 0.420 |
Postoperative VHR Correction | 22.6 ± 12.1 | 21.9 ± 12.9 | − 0.106 | 0.910 |
VHR at 1-y FU | 79.2 ± 7.9 | 76.1 ± 10.7 | 1.356 | 0.180 |
Correction loss at 1-y FU | 5.5 ± 4.9 | 6.4 ± 5.7 | − 0.975 | 0.329 |
Screw loosening rate of pts (%) | 2 (5.9%) | 6 (16.7%) | 2.009 | 0.156 |
RAF robot-assisted percutaneous pedicle screw fixation, FGF fluoroscopy-guided percutaneous pedicle screw fixation, KCA Kyphosis Cobb angle, AVHR anterior vertebral height ratios, 1-y FU 1-year follow-up, pts patient
Screw loosening occurred in 2 out of 34 patients (5.9%) in the RAF group, and 6 out of 36 patients (16.7%) in the FGF group. There was no statistically significant difference in terms of the screw loosening rate between the two groups (Table 5).
Discussion
Our study had several main findings as follows. First, the robot-assisted technique provides more precise screw placement in minimally invasive spine surgery than conventional fluoroscopy. Second, robot-assisted techniques allow for the placement of screws with greater screw diameter and length compared with fluoroscopy-guided techniques. That is, robotic assistance may allow for safe placement of the “optimal screw”. Third, we found that robot-assisted technology can reduce intraoperative radiation exposure and increase treatment costs. Finally, although there was no significant difference, there was a lower correction loss at the 1-year follow-up and the loosening rate of the screw in the RAF group.
In recent years, there have been many studies on the robot’s advantage in accuracy and selection of pedicle screws, offering benefits for both patients and surgeons [15, 19–21]. Preoperative CT is used to plan screw trajectories, and intraoperative fluoroscopy is applied to register images. The robot then guides the surgeon to the appropriate trajectory, with precise screw placement, less redirection [22, 23], and a lower axial trajectory [7]. Molliqaj et al. [12] reported a clinically acceptable screw placement accuracy under robotic guidance of up to 93.4%. Karim et al. [15]found that surgeons, with the assistance of a robot, tended to choose larger-diameter and longer screws in the minimally invasive surgery-transforaminal lumbar interbody fusion when compared with intraoperative navigation alone, particularly when using sizes that they may have previously thought to be too large. Our results are somewhat similar to these studies. In our study, compared with fluoroscopy-guided techniques, robotic assistance helped surgeons to select the larger screws and ensured accuracy in the screw placement.
Theoretically, these benefits may reduce the screw loosening rate, maintain the fractured vertebral height, and provide a more stable environment for the healing of the thoracolumbar fracture. Numerous in vitro experiments have demonstrated that perfect central-axis pedicle screws without redirection are significantly more powerful in terms of screw loosening force and axial pull-out strength and that larger-diameter and longer screws have greater resistance to screw pull-out [22, 24–26]. However, these studies have inherent limitations associated with cadaveric studies and/or bone models, with which it is difficult to mimic the actual clinical situation. A previous study showed that the instability of pedicle screw increased the loosening rate and loss of correction in vertebral fractures [27]. Ohba et al. investigated the association between the pull-out length and screw loosening 1 year after surgery, and found 81.8% of patients with loosened pedicle screws had developed the screw pull-out phenomenon postoperatively [7]. Therefore, to determine whether these “optimal” screws may provide a more stable environment, our study compared the kyphosis Cobb angle of fractured segments, the anterior height ratio of fractured vertebra, and the screw loosening rate between the two groups at the 1-year follow-up.
Our study revealed that the loosening rate of the RAF group was lower than that of the FGT group (5.9% vs. 16.7%), and the correction loss of the KCA (3.8 ± 1.8° vs. 4.9 ± 4.2°) and VHR (5.5 ± 4.9% vs. 6.4 ± 5.7%) of the RAF group was less than that of the FGT group at the 1-year follow-up, although there were no significant differences in the groups. Of note, 5 out of 8 patients with loosened pedicle screws (62.5%) in this study had showed the obvious screw pull-out phenomenon (data not shown). Three possible interpretations were considered to explain why the significant differences were not seen in our study. First, the mechanisms that contribute to pedicle screw loosening are certain to be multifactorial, in addition to the screw placement and sizes mentioned, including high forces of spinal rods, bone mineral density (BMD), postoperative physiological movements, and paraspinal muscle function [28–30]. Previous studies have shown that BMD plays an important role in the stability of screws [31, 32], so BMD was assessed by the CT HU values to make the two groups comparable in our study. The patients’ CT HU values were relatively high in the two groups, because most of these patients were young, which might increase the holding power of screws and avoid loosening. Second, the sample size of fracture cases was relatively small, and all patients were recruited from a single centre. Last, the 1-year follow-up period was short, and most of patients required removal of the internal fixation after fracture healing. Overall, although the advantages of robotic surgery in the terms of screw stability were not confirmed in our study, the robotic technology is one possible way to insert pedicle screws following the trajectory, which has been designed to increase purchase in the bone and obtain adequate fixation, especially in osteoporotic bone.
Moreover, we also found that robot-assisted technology helped to reduce intraoperative radiation exposure, which is consistent with previous studies [33]. Another clinically relevant finding is that the treatment cost in the RAF group was higher than that in the conventional group, which was due to the additional costs of disposable materials.
Limitations
Our study has several limitations. First, the sample size of fracture cases was relatively small, and all patients were recruited from a single centre. Future studies with larger sample sizes are needed to replicate the findings. Second, data on the trajectory angles, the radians and forces of spinal rods, and misaligned spinal rods, all of which can cause screw loosening, were not available. Finally, further experiments are necessary to design an adequate trajectory, which can significantly increase the stability of the pedicle screw.
Conclusion
Compared with fluoroscopy-guided techniques, robotic assistance can help a surgeon to optimize screw trajectories and dimensions intraoperatively. Although not statistically significant, these findings are a possible way to increase bone purchase and reduce the screw loosening rate for thoracolumbar fractures. In addition, with increased experience and proficiency in robot-assisted techniques, surgeons should be more confident in their screw selection, especially when using sizes that they may have previously considered too large.
Acknowledgements
We give our special thanks to the staff of operation theatre in the Second Affiliated Hospital of Soochow University for their cooperation and support.
Abbreviations
- RAF
Robot-assisted percutaneous pedicle screw fixation
- FGF
Fluoroscopy-guided percutaneous pedicle screw fixation
- KCA
Sagittal kyphosis Cobb angles
- VHA
Anterior vertebral height ratios
- CT
Computed tomography
- HU
Hounsfield unit
- BMI
Body mass index
- BMD
Bone mineral density
- TLICS Score
Thoracolumbar Injury Classification and Severity Score
- 1-y FU
1-year follow-up
- pts
Patient
Author contributions
SYD and JD: acquisition and analysis of data, drafting the article; ZTZ and BCS: validation and interpretation of data; FXJ: acquisition of data; JYY: analysis of data; LC: review and editing the article; XZZ: conception and design of the study and final approval of the version to be submitted. All authors reviewed the manuscript. All authors read and approved the final manuscript.
Funding
This study was sponsored by the National Natural Science Foundation of China (81873995, 82002345), the Preponderant Discipline Supporting Project of the Second Affiliated Hospital of Soochow University (XKTJ-XK202003), the Suzhou Special Foundation for the Key Diseases Diagnosis and Treatment (LCZX201904), and the Social Development Key Programs of Jiangsu Province-Advanced Clinical Technology (BE2019662).
Availability of data and materials
The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.
Declarations
Ethics approval and consent to participate
The study was approved by the Ethics Committee of the Second Affiliated Hospital of Soochow University (Date 09-Sep-2019/No JD-LK-2019-080-01). Written consent was obtained from the study participants. The study was performed in accordance with the ethical standards in the 1964 Declaration of Helsinki and its later amendments or comparable ethical standards.
Consent for publication
Images are entirely unidentifable and there are no details on individuals reported within the manuscript.
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.
Co-first authors: Sheng-yang Du and Jun Dai contributed equally to this project
Jing-yan Yang, Lei Cao and Xiao-zhong Zhou contributed equally to this project
Contributor Information
Jing-yan Yang, Email: jy2687@columbia.edu.
Lei Cao, Email: 13705200163@163.com.
Xiao-zhong Zhou, Email: zhouxz@suda.edu.cn.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.