Abstract
Background
5-Fluorouracil (5-FU) and capecitabine-associated cardiotoxicity ranging from asymptomatic electrocardiography (ECG) abnormalities to severe myocardial infarction has been reported in a number of studies, but such cardiotoxicity in Chinese patients with malignant diseases has not been investigated to date. In the present study, we aimed to prospectively evaluate the incidence rates and clinical manifestations of 5-FU- and capecitabine-associated cardiotoxicity in cancer patients recruited from multiple centers in China.
Methods
Among the 527 patients who completed the study, 196 received 5-FU-based chemotherapy and 331 received capecitabine-based chemotherapy as either first-line or adjuvant therapy. Adverse events were reported during the treatment and up to 28 days of follow-up. Outcome measures included ECG, myocardial enzymes, cardiac troponin, brain natriuretic peptide and echocardiography. Univariate analysis and logistic regression were performed for subgroup analysis and identification of significant independent variables that are associated with cardiotoxicity of both agents.
Results
In total, 161 of 527 patients (30.6%) experienced cardiotoxicity. The incidence rate of cardiotoxicity was 33.8% (112/331) in the capecitabine group, which was significantly higher than the rate of 25% (49/196) in the 5-FU group (P = 0.0042). 110/527 patients (20.9%) suffered arrhythmia, 105/527 (19.9%) developed ischemic changes, while only 20/527 patients (3.8%) presented heart failure and 6/527 patients (1.1%) had myocardial infarction. Pre-existing cardiac disease, hypertension, capecitabine-based chemotherapy and duration of treatment were identified as significant risk factors associated with cardiotoxicity. The odds ratio were 15.7 (prior history of cardiac disease versus no history), 1.86 (capecitabine versus 5-FU), 1.06 (5–8 versus 1–4 chemotherapy cycles) and 1.58 (hypertension versus no hypertension), respectively.
Conclusions
Cardiotoxicity induced by fluoropyrimidines in the Chinese population may be underestimated in clinical practice. Close monitoring of patients is recommended, especially for those patients at high risk for cardiotoxicity. Possible risk factors are duration of treatment, capecitabine-based chemotherapy, pre-existing cardiac diseases and hypertension.
Trial registration This study was initiated on January 22, 2014 and has been retrospectively registered with the registration number ChiCTR1800015434
Keywords: 5-Fluorouracil, Capecitabine, Cardiotoxicity
Background
Over the past decades, there has been an increasing number of patients presenting oncologic and cardiologic co-morbidities [1]. A substantial proportion of patients who underwent chemotherapy showed different degrees of cardiac dysfunction. However, prevention of such cardiac morbidities through early diagnosis is still an unmet need. Recently, cardio-oncology has emerged as a new discipline to provide expertise in the development of innovative strategies and interdisciplinary therapies for cardiologic and oncologic co-morbidities [1]. The chemotherapeutic drug 5-fluorouracil (5-FU) and its oral prodrug capecitabine have been reported to induce adverse cardiac effects, despite being considered as tolerable in most cases [2–4]. 5-FU and capecitabine are pyrimidine antimetabolites that have been widely used in the treatment of various malignant diseases. Emerging studies have shown that they can induce a spectrum of adverse cardiac effects including chest pain, dyspnea and hypotension [5–7]. Other clinical presentations include arrhythmias, heart failure, myocardial infarction, cardiogenic shock and sudden death [4–9]. A recent meta-analysis indicates that the incidence of symptomatic cardiotoxicity is 0–20% in patients treated with 5-FU and 3–35% in patients receiving capecitabine [10]. While 5-FU- and capecitabine-associated cardiotoxicity has been widely addressed in the US and European countries, the incidence and risk factors for such cardiotoxicity, to our knowledge, has never been prospectively investigated in Chinese patients. In this study, we aimed to prospectively evaluate the incidence, clinical manifestations and risk factors of 5-FU- and capecitabine-associated cardiotoxicity in patients recruited from multiple centers in China.
Patients and methods
Patients
Patients were consecutively recruited from 12 medical centers in China between January 2014 and March 2016. Inclusion criteria for the study included: age ≥ 18 years old; histologically, pathologically or clinically diagnosed solid tumors including colorectal, gastric, esophageal, breast, and head and neck carcinomas; patients receiving 5-FU or oral capecitabine-based chemotherapy regimens. A history of cardiac diseases was not an exclusion criterion for the study. Patients who required proactive termination or change of the chemotherapeutic regimen were excluded from analysis. All patients underwent a physical examination, electrocardiography (ECG), echocardiography, chest X-ray and blood tests including blood cell count and serum biochemical analysis, prior to assignment to study treatment with 5-FU or capecitabine. Written informed consents were obtained from all patients before their participation. The study was approved by the institutional review boards of all participating centers.
5-FU and capecitabine treatment
Patients were assigned to either 5-FU or capecitabine treatment based on their disease status, economic condition and their own intention. 5-FU-based chemotherapy was given according to the mFOLFOX6 regimen. Specifically, the doses were given in 2-week cycles. Oxaliplatin and leucovorin were given via i.v. infusion at doses of 85 and 400 mg/m2 respectively on day 1, followed by administration of 5-FU as i.v. bolus at a dose of 400 mg/m2 on day 1, then 2400 mg/m2 over 46–48 h. Capecitabine-based chemotherapy was given in 21-day cycles as a 2-week-on/1-week-off regimen. For patients receiving capecitabine monotherapy, the dose was 1250 mg/m2, twice daily from day 1 to day 14 followed by a 7-day rest period. For patients receiving capecitabine in combination with oxaliplatin, oxaliplatin was given as a 2-h i.v. infusion at a dose of 130 mg/m2 on day 1 and oral capecitabine given at 1000 mg/m2 twice daily from day 1 to day 14.
Evaluation of cardiotoxicity
All patients included in the study were examined by ECG before and after each chemotherapy cycle. During the chemotherapy treatment with 5-FU or capecitabine, patients who complained of cardiotoxicity were evaluated by a cardiologist based on the clinical symptoms and laboratory tests including ECG, myocardial enzymes, cardiac troponin, brain natriuretic peptide and echocardiography. In patients who presented with evidence of cardiotoxicity, the following work-up was adopted based on the condition of each patient: initiation of cardiac monitoring, dose reduction of 5-FU or capecitabine, use of sublingual nitrates or calcium antagonists, or change to other chemotherapeutic drugs. Patients were followed up until cardiotoxicity disappeared or became stably controlled. Patients who did not present cardiotoxicity throughout the duration of chemotherapy would be subsequently followed up for 4 weeks.
Statistical analysis
Homogeneity in the distribution of frequency data between groups was examined using Pearson’s χ2 test or Fisher’s exact test. The effects of potential risk factors including sex, age, pre-existing cardiac disease, hypertension, chemotherapeutic agent and chemotherapy cycles on cardiotoxicity were determined using stepwise logistic regression. A P value < 0.05 was considered statistically significant. All statistical analyses were performed using the SPSS software, version 19.0 (IBM, Armonk, NY, USA).
Results
Patient characteristics
A total of 532 patients were consecutively recruited from 12 medical centers in China between January 2014 and March 2016. Patients who required proactive termination or change of the chemotherapeutic regimens were excluded from the analysis (n = 5). A total of 527 patients were included in the final analysis, including 348 men and 179 women with a mean age of 57 (ranged 23–87). The majority of patients had primary colorectal (71.7%) and gastric cancers (23.3%). Nearly half of the cancers were in stage III and 29.0% in stage IV. The patient characteristics at baseline are listed in Table 1.
Table 1.
Variable | Patients [cases (%)] |
---|---|
Total | 527 |
Male | 348 (66.0) |
Primary cancer | |
Colorectal | 378 (71.7) |
Gastric | 123 (23.3) |
Head and neck | 15 (2.9) |
Esophageal | 6 (1.1) |
Breast | 4 (0.8) |
Nasopharyngeal | 1 (0.2) |
Cancer stage | |
I | 2 (0.4) |
II | 105 (20.0) |
III | 249 (47.2) |
IV | 153 (29.0) |
Not available | 18 (3.4) |
Pre-existing disease | |
Hypertension | 106 (20.1) |
Diabetes | 29 (5.5) |
Cardiac disease | 13 (2.5) |
Hyperlipidemia | 4 (0.8) |
Surgical history | 415 (78.7) |
Radical | 338 (64.1) |
Palliative | 57 (10.8) |
Unknown | 20 (3.8) |
Treatment history | 176 (33.4) |
Chemotherapy | 118 (22.4) |
Radiotherapy | 32 (6.1) |
Chemotherapy and radiotherapy | 26 (4.9) |
Treatment protocol
The treatment plan was based on the standard protocol (Table 2). A total of 196 patients (37.2%) received 5-FU-based treatment and 331 (62.8%) received capecitabine-based treatment. Within the 5-FU treatment group, the majority of patients (93.9%) were treated with a combination of other chemotherapeutic agents. In the capecitabine group, 11 patients (3.3%) received capecitabine as monotherapy and the remaining 320 (96.7%) received capecitabine in combination with other anticancer drugs.
Table 2.
Treatment protocol | Patients | |
---|---|---|
n | % | |
5-FU based treatment regimen | 196 | |
5-FU bolus | 3 | 1.5 |
24-h continuous infusion | 9 | 4.6 |
5-FU + folinic acid + oxaliplatin | 118 | 60.2 |
5-FU + folinic acid + irinotecan | 37 | 18.9 |
Other 5-FU combo therapy | 29 | 14.8 |
Capecitabine based treatment regimen | 331 | |
Capecitabine monotherapy | 11 | 3.3 |
Capecitabine + oxaliplatin | 310 | 93.7 |
Other capecitabine combo therapy | 10 | 3.0 |
5-FU: 5-Fluorouracil
Around 50% of the patients completed five to eight chemotherapy, whereas around 37% of the patients had less than four chemotherapy cycles (Table 3).
Table 3.
Treatment cycle | All patients, n (%) (n = 527) | 5-fluorouracil, n (%) (n = 196) | Capecitabine, n (%) (n = 331) |
---|---|---|---|
1–4 | 196 (37.2) | 68 (34.7) | 128 (38.7) |
5–8 | 268 (50.9) | 91 (46.4) | 177 (53.5) |
≥ 9 | 35 (6.6) | 32 (16.3) | 3 (0.9) |
Unknown | 28 (5.3) | 5 (2.6) | 23 (6.9) |
Cardiotoxicity in patients who underwent 5-FU or capecitabine chemotherapy
We found that 161 patients (30.6%) in the study developed clinical symptoms of cardiotoxicity, with 49 (25.0%) in the 5-FU group and 112 (33.8%) in the capecitabine group. The main clinical manifestations were arrhythmia (20.9%) and ischemic change (19.9%). Twenty patients (3.8%) developed heart failure, 6 patients (1.1%) had myocardial infarction and 21 patients (4.0%) reported chest discomfort and palpitation (Table 4). The majority of patients had their first cardiac complication during the first (42.2%) and the second (24.8%) chemotherapy cycles. When we excluded the 13 patients who had a history of cardiac disease (eight with arrhythmia, two with coronary heart disease, one with valvular disease, one with hypertensive heart disease and one with myocardial ischemia), the incidence rates of symptomatic cardiotoxicity remained the same (29.4% vs 30.6%). Specifically, 103 patients (20.0%) developed arrhythmia, 98 (19.1%) had ischemic change, 19 (3.7%) had heart failure, 6 (1.2%) developed myocardial infarction and 21 (4.1%) presented chest discomfort.
Table 4.
Clinical manifestations | All patients (n = 527) | 5-fluorouracil (n = 196) | Capecitabine (n = 331) |
---|---|---|---|
Heart failure | 20 (3.8) | 5 (2.6) | 15 (4.5) |
Myocardial infarction | 6 (1.1) | 2 (1.0) | 4 (1.2) |
Arrhythmia | 110 (20.9) | 33 (16.8) | 77 (23.3) |
Sinus bradycardia | 42 (8.0) | 11 (5.6) | 31 (9.1) |
Premature beat | 33 (6.3) | 10 (5.1) | 23 (7.0) |
Conduction block | 28 (5.3) | 9 (4.6) | 19 (5.7) |
Sinus tachycardia | 26 (4.9) | 11 (5.6) | 15 (4.5) |
Atrial fibrillation | 2 (0.4) | 0 (0.0) | 2 (0.6) |
Ischemic change | 105 (19.9) | 39 (19.9) | 66 (19.9) |
ST segment | 70 (13.3) | 23 (11.7) | 47 (14.2) |
T segment | 48 (9.1) | 21 (10.7) | 27 (8.2) |
P segment | 9 (1.7) | 3 (1.5) | 6 (1.8) |
R segment | 3 (0.6) | 1 (0.5) | 2 (0.6) |
Total patients | 161 (30.6) | 49 (25.0) | 112 (33.8) |
Data are represented as n (%)
Factors associated with cardiotoxicity
Potential risk factors were analyzed for their individual association with cardiotoxicity in the cohort. Pre-existing cardiac disease, hypertension and capecitabine-based chemotherapeutic regimen significantly increased the risk of developing cardiotoxicity (all P < 0.05; Table 5). By using stepwise logistic regression, we found that patients with pre-existing cardiac diseases had a 15.7-fold increased risk of developing cardiotoxicity compared with those without and capecitabine based chemotherapy was more likely to induce cardiotoxicity compared to 5-FU treatment. Prior history of cardiac disease versus no history: OR 15.7, 95% CI 1.76–139.76, P = 0.01; capecitabine versus 5-FU treatment: OR 1.86, 95% CI 1.13–3.04, P = 0.01; prior history of hypertension versus no history: OR 1.58, 95% CI 0.90–2.77, P = 0.11; chemotherapy cycles: OR 1.06 (increased by each cycle), 95% CI 1.00–1.15, P = 0.21; age: OR 1.00 (age range is 23–87), 95% CI 0.82–1.22, P = 1.00; male versus female: OR 0.87, 95% CI 0.54–1.40, P = 0.57.
Table 5.
Variable | Patients with cardiotoxicity (n = 161) | Patients without cardiotoxicity (n = 366) | P |
---|---|---|---|
Chemotherapy | |||
5-Fluorouracil | 49 (30.4) | 147 (40.2) | 0.033 |
Capecitabine | 112 (69.6) | 219 (59.8) | |
Chemotherapy cycle | |||
1–4 | 53 (32.9) | 143 (39.1) | 0.386 |
5–9 | 91 (56.5) | 177 (48.4) | |
≥ 9 | 9 (5.6) | 26 (7.1) | |
UK | 8 (5.0) | 20 (5.5) | |
Concurrent radiotherapy | |||
Yes | 6 (3.7) | 16 (4.4) | 0.733 |
No | 155 (96.3) | 350 (95.6) | |
Sex | |||
Male | 108 (67.1) | 240 65.6) | 0.737 |
Female | 53 (32.9) | 126 (34.4) | |
Age, years | |||
≤ 29 | 4 (2.5) | 6 (1.6) | 0.257 |
30~ | 9 (5.6) | 23 (6.3) | |
40~ | 33 (20.5) | 79 (21.6) | |
50~ | 40 (24.8) | 110 (30.1) | |
60~ | 54 (33.5) | 124 (33.9) | |
70~ | 19 (11.8) | 23 (6.3) | |
80~ | 2 (1.2) | 1 (0.3) | |
Pre-existing disease | |||
Hypertension | |||
Yes | 44 (27.3) | 62 (16.9) | 0.006 |
No | 117 (72.7) | 304 83.1) | |
Diabetes | |||
Yes | 11 (6.8) | 18 (4.9) | 0.375 |
No | 150 (93.2) | 348 (95.1) | |
Cardiac disease | |||
Yes | 9 (5.6) | 4 (1.1) | 0.004 |
No | 152 (94.4) | 362 (98.9) | |
Hyperlipidemia | |||
Yes | 2 (1.2) | 2 (0.5) | 0.762 |
No | 159 (98.8) | 364 (99.5) | |
Surgical history | |||
Yes | 129 (80.1) | 286 (78.1) | 0.608 |
No | 32 (19.9) | 80 (21.9) | |
Treatment history | |||
Chemotherapy | |||
Yes | 33 (20.5) | 85 (23.2) | 0.521 |
No | 128 (79.5) | 281 (76.8) | |
Radiotherapy | |||
Yes | 9 (5.6) | 23 (6.3) | 0.759 |
No | 152 (94.4) | 343 (93.7) | |
Chemotherapy and radiotherapy | |||
Yes | 7 (4.3) | 19 (5.2) | 0.808 |
No | 154 (95.7) | 347 (94.8) |
Discussion
In this prospective multicenter study, we evaluated the incidence rates and clinical manifestations of 5-FU- and capecitabine-associated cardiotoxicity in Chinese cancer patients. The highest incidence of symptomatic cardiotoxicity induced by 5-FU and capecitabine was 19.9% [11] and 34.6% [7] respectively in previous studies on other non-Chinese patient populations. In our study, the rates of 5-FU-associated cardiotoxicity was higher than that in previous reports (25.0% vs 19.9%) while cardiotoxicity associated with capecitabine occurred at a rate similar to previous studies (33.8% vs 34.6%). In our study, 4% of patients reported chest discomfort and palpitation whereas around 20% of patients presented arrhythmia. These rates were in a similar range as that reported previously [10]. Polk et al. reported that chest pain and palpitations were common symptoms during fluorouracil treatment with incidence rates from 0 to 18.6% and 0 to 23.1%, respectively, while arrhythmia was present in 0–21% of the patients [10]. Consistent with previous studies, ECG changes were not always associated with chest discomfort but they can reveal silent myocardial ischemia and asymptomatic arrhythmia in patients [12–14]. In our study, a substantial number of patients presented ischemic changes with no complaints of chest discomfort. We speculate that if patients on 5-FU or capecitabine treatment had been equipped with continuous ECG monitoring, the rate of cardiotoxicity observed could have been even higher given that many of ischemic episodes could be transient and silent [15]. Therefore, patients on 5-FU or capecitabine treatment should be closely monitored. In addition, we found a relatively high rate of abnormal ECG findings with around 13% of patients showing ST deviation compared with other studies [7, 16]. We reasoned that the discrepancy in clinical manifestation is partly due to our prospective study design.
5-FU and capecitabine can also cause serious cardiac events such as myocardial infarction and heart failure [4], with the latter also occurring more frequently in our study. In an exploratory step, we found that patients with pre-existing cardiac disease had a significantly higher risk of developing cardiotoxicity during 5-FU or capecitabine treatment, which was in line with previous reports [17, 18]. It should be noted that fluoropyrimidine-associated cardiotoxicity is potentially lethal even in patients without a prior history of cardiac disease. This is supported by the observation that around 5% of patients without prior cardiac disease developed heart failure and myocardial infarction on treatment with fluoropyrimidines. Capecitabine is an orally administered prodrug of 5-FU that is metabolized into the active form 5-FU in vivo through thymidine kinase conversion. Our study suggested that capecitabine is more prone to induce cardiotoxicity compared with 5-FU chemotherapy, consistent with the report of Kosmas et al. [8]. However, reports of other inconsistent results are also noted [9, 19]. We recommend careful monitoring of possible fluoropyrimidine-associated cardiotoxicity throughout the chemotherapy cycles and upon occurrence of cardiotoxicity, effective work-up should be applied, e.g. ECG monitoring, dose reduction of 5-FU or capecitabine, use of sublingual nitrates or calcium antagonists, and change to other chemotherapeutic drugs. Previous study suggested hypertension and chemotherapy cycles were potential risk factors of cardiotoxicity. We found that hypertension was significantly associated with cardiotoxicity in the univariate analysis. Although we failed to find such association in logistic regression model, this may be in part due to hypertension was in collinearity with other risk factors.
Fluoropyrimidine-associated cardiotoxicity has been indicated in a number of studies including ours, yet the pathogenesis is still unknown. Coronary vasospasm, endothelial injury and accumulation of toxic metabolites are the most common hypotheses for fluoropyrimidine-induced cardiotoxicity [20–22]. Guidelines for managing patients who develop cardiotoxicity following fluoropyrimidine treatment are still lacking. Collectively, there is a pressing need for alternative anticancer drugs that could substitute fluoropyrimidine agents for patients at high risk of intolerance towards them. Tegafur/gimeracil/oteracil (S-1) is a combination of three agents, comprising the oral fluoropyrimidine prodrug tegafur, the dehydropyrimidine dehydrogenase (DPD) inhibitor gimeracil (5-chloro-2,4-dihydroxypyridine) and potassium oxonate (OXO), an inhibitor of orotate phosphoribosyl transferase which converts 5-FU to fluorouridine monophosphate [23]. The clinical outcome of S-1 treatment is comparable with the results of 5-FU and capecitabine treatment. In particular, DPD inhibition by gimeracil is considered to significantly reduce F-beta-alanine and other cardiotoxic 5-FU catabolites like F-citrate, when comparing with capecitabine or 5-FU treatment, thus resulting in less cardiotoxicity [24]. However, DPD inhibition by gimeracil is partial and clinical evaluation of S-1-associated cardiotoxicity on a larger scale is still lacking. In a recent study, raltitrexed was found to show good safety in colorectal cancer patients [25]. Raltitrexed is an antifolate thymidylate synthase inhibitor that is also efficacious and safe in other tumor types including gastrointestinal tumor [26], head and neck cancer [27] and hepatocellular carcinoma [28]. Guidelines of both European Society for Medical Oncology (ESMO) and the National Institute for Health and Care Excellence (NICE) recommend that raltitrexed may serve as an alternative to 5-FU and capecitabine, both of which pose cardiotoxicity risk [29, 30]. In a phase III trial, first-line treatment with raltitrexed in combination with cisplatin demonstrated superior overall survival (OS) compared with cisplatin alone in the treatment of malignant pleural mesothelioma [31]. In addition, raltitrexed as first-line treatment of advanced colorectal cancer gave comparable OS as and a better safety profile than the 5-FU-based regimens in three different randomized clinical studies [32–34]. Gravalos et al. have also shown that raltitrexed/oxaliplatin (TOMOX) appears to have similar efficacy as FOLFOX4 and is well tolerated as the first-line treatment for advanced colorectal cancer. However, the two regimens offer different toxicity profiles, especially in grade 3 and 4 neutropenia and leukopenia. The convenient TOMOX regimen could be a useful alternative to fluoropyrimidine-based regimens [34]. Notably however, guidelines on dose reduction of raltitrexed should be strictly followed, especially in patients with impaired renal function, given that nearly half of the raltitrexed dose is excreted via the kidney in patients with normal renal function. The raltitrexed dose should be adjusted according to creatinine clearance with measurements conducted before the start of treatment and before each subsequent cycle [35].
There are several limitations in our study: S1 contains the fluoropyrimidine prodrug tegafur, which was not included in this study. Also, 5 patients (< 1%) were on bevacizumab combination therapy and we cannot exclude the possibility that bevacizumab may induce potential cardiovascular toxicity, with hypertension as the predominant symptom. Moreover, Hawthorne bias may occur in results potentially leading to a lower threshold for initiation of a cardiac work-up. In our study, however, cardiotoxicity was evaluated mainly based on objective indexes such as ECG and the doctor evaluated the overall condition of each patient and tried to reduce the risk of leading patients to a heightened awareness. We may thus have underestimated the incidence of cardiotoxicity in the patients, and further clinical evidence is required to confirm these results.
Conclusions
Cardiotoxicity induced by fluoropyrimidine chemotherapeutic agents in the Chinese population may be underestimated in clinical practice. Close monitoring of patients is recommended, especially for those patients at high risk for cardiotoxicity.
Authors’ contributions
GC and MQ designed the study. MZ is a cardiologist and contributed to the evaluation of cardiotoxicity. HY performed data analysis. JP, CD, CW, WL, QZ, BZ, JZ, WL, FW, QW, WZ and YY collected clinical data. JP and CD made equal contributions to this article by interpreting data and drafting the manuscript. All authors read and approved the final manuscript.
Acknowledgements
We thank all the patients participated in the study and all colleagues contributed to this work.
Competing interests
The authors declare that they have no competing interests.
Availability of data and materials
All data generated or analyzed during this study are included in this published article and additional files. The key raw data have been deposited into the Research Data Deposit (http://www.researchdata.org.cn), with the Approval Number of RDDA2017000427.
Consent for publication
Not applicable.
Ethics approval and consent to participate
This trial was approved by the Ethics Committee of Sun Yat-sen University Cancer Center. Written informed consent was obtained from all participants.
Funding
Not applicable.
Footnotes
Jianjun Peng and Chao Dong contributed equally to this work
Contributor Information
Jianjun Peng, Email: aidigua@hotmail.com.
Chao Dong, Email: dcayy_2008@163.com.
Chang Wang, Email: wchtan.student@sina.com.
Weihua Li, Email: liwh68@sina.com.
Hao Yu, Email: njyuhao@vip.sina.com.
Min Zhang, Email: zhangminxk@126.com.
Qun Zhao, Email: zhaoqun516@126.com.
Bo Zhu, Email: bo.zhu@tmmu.edu.cn.
Jun Zhang, Email: junzhang@188.com.
Wenliang Li, Email: wl.li@aliyun.com.
Fenghua Wang, Email: wangfh@sysucc.org.cn.
Qiong Wu, Email: qiongwu68@aliyun.com.
Wenhao Zhou, Email: zhouwh@sysucc.org.cn.
Ying Yuan, Email: yuanying1999@zju.edu.cn.
Meng Qiu, Phone: +86 18980601776, Email: qiumeng33@hotmail.com.
Gong Chen, Phone: +86 13500030531, Email: chengong@sysucc.org.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
All data generated or analyzed during this study are included in this published article and additional files. The key raw data have been deposited into the Research Data Deposit (http://www.researchdata.org.cn), with the Approval Number of RDDA2017000427.