Abstract
Background
Interventional bronchoscopy is considered an effective treatment option for malignant central airway obstruction (MCAO). However, there are few reports of interventional bronchoscopy in patients with MCAOs due to extra-pulmonary malignancy. Therefore, the objective of this study was to investigate treatment outcomes and prognostic factors for bronchoscopic intervention in patients with MCAO due to extra-pulmonary malignancy.
Methods
We retrospectively analyzed consecutive 98 patients with MCAO due to extra-pulmonary malignancy who underwent interventional bronchoscopy between 2004 and 2014 at Samsung Medical Center (Seoul, Korea).
Results
The most common primary site of malignancy was esophageal cancer (37.9%), followed by thyroid cancer (16.3%) and head & neck cancer (10.2%). Bronchoscopic interventions were usually performed using a combination of mechanical debulking (84.7%), stent insertion (70.4%), and laser cauterization (37.8%). Of 98 patients, 76 (77.6%) patients had MCAO due to progression of malignancy, and 42 (42.9%) patients had exhausted all other anti-cancer treatment at the time of bronchoscopic intervention. Technical success was achieved in 89.9% of patients, and acute complications and procedure-related deaths occurred in 20.4% and 3.1% of patients, respectively. Reduced survival was associated with MCAO due to cancer other than thyroid cancer or lymphoma, mixed lesions, and not receiving adjuvant treatment after bronchoscopic intervention.
Conclusions
Bronchoscopic intervention could be a safe and effective procedure for MCAO due to end-stage extra-pulmonary malignancies. In addition, we identified possible prognostic factors for poor survival after intervention, which could guide clinicians select candidates that will benefit from bronchoscopic intervention.
Keywords: Interventional bronchoscopy, Malignant central airway obstruction, Extra-pulmonary malignancy
Background
Malignant central airway obstruction (MCAO) is clinically significant and is usually considered as a criterion for intervention; it is usually defined as ≥50% occlusion of the cross-sectional area of the trachea, mainstem bronchi, bronchus intermedius, or lobar bronchus [1]. MCAO can cause dyspnea, hemoptysis, atelectasis, and obstructive pneumonia, and is associated with decreased quality of life and increased mortality [2, 3]. However, treatments to resolve MCAOs have many limitations. Surgery is restrictively performed according to the location of the lesion, stage of the disease, and the general medical condition of each patient [4]. In addition, long periods of chemotherapy and radiation therapy may be needed to resolve airway obstruction [5]. On the other hand, bronchoscopic intervention can immediately alleviate symptoms related to airway obstruction and improve quality of life [1, 6, 7].
In total, 20–50% of patients with extra-pulmonary malignancy will have lung metastasis during their clinical course [8]. In addition, endobronchial metastases may occur in 1–4% of patients with extra-pulmonary malignancy [9, 10]. Finally, extra-pulmonary malignancy comprises 8–40% of all MCAO cases [1, 11, 12]. However, most studies have conducted analyses without classification based on primary malignancy sites, such as pulmonary and extra-pulmonary malignancies [1, 6, 11–15]. Based on these reports, there are limitations when managing patients with MCAO from an extra-pulmonary malignancy.
Herein, we conducted a retrospective study to evaluate the clinical outcomes and prognostic factors of bronchoscopic interventions in patients with MCAO due to extra-pulmonary malignancy.
Methods
Patients
We retrospectively reviewed all interventional bronchoscopy reports from January 2004 to December 2014 at Samsung Medical Center (a 1979-bed, tertiary care referral hospital in Seoul, South Korea) and identified 98 patients with MCAO due to extra-pulmonary malignancy. This study obtained approval from the institutional review board (IRB no. 2017-01-033) to review and publish information obtained from patient records. The need for informed consent was waived because patient information was anonymized and de-identified prior to analysis.
Airway intervention techniques
Airway anatomy was evaluated using chest computed tomography (CT) and, when possible, flexible bronchoscopy. MCAO was defined as ≥50% occlusion of the cross-sectional area of the trachea, main stem bronchi, bronchus intermedius, or lobar bronchus on the CT images or bronchoscopic findings [1].
Interventional bronchoscopy was performed according to standard techniques [16, 17]. After induction of general anesthesia, the patient was intubated with a rigid bronchoscope tube (Bryan Co., Woburn, MA, USA or Karl-Storz, Tuttlingen, Germany). Depending on the characteristics of airway obstruction (endobronchial lesion, extrinsic compression, and mixed lesion) and the medical condition of the patient, various combinations of airway intervention techniques were used, including mechanical debulking, laser, and insertion of silicone stents. Any endobronchial lesion was removed mechanically using rigid bronchoscope tubes and forceps. A neodymium-doped yttrium aluminum garnet laser (LaserSonics, Milpitas, CA, USA) or a diode laser (Biolitec, Ceralas®, Germany) were used to cauterize visible vessels before mechanical debulking or to ablate residual endobronchial tumor. Additionally, if needed, a silicone stent (Natural stent [M1S Co., Seoul, Korea] or Dumon stent [Novatech, La Ciotat, France]) was inserted to maintain airway patency against extrinsic compression or rapid progression [18].
Technical success was based on anatomic criteria, which were defined as the reopening of the airway lumen to > 50% of the normal cross sectional area and a connection to a viable area of distal lung by bronchoscopy [1]. If a physician successfully reopened a proximal airway, but then discovered distal lesions that occluded all segmental or subsegmental levels, this was classified as a technical failure [1].
Data collection
We retrospectively reviewed the medical records of all 98 patients. The following data were collected: demographic characteristics, primary site of malignancy, bronchoscopic findings (site of lesion, type of obstruction, and severity and length of stenosis), pre- and post-procedure treatment modalities, techniques applied during bronchoscopic interventions, procedure-related complications, and survival time.
Performance status was evaluated using the American Society of Anesthesiologists (ASA) physical status classification. Poor performance was defined as ≥ class 3 ASA physical status, which indicates severe systemic disease with functional limitation [19]. The severity of airway stenosis was determined using the Myer-Cotton stenosis grading system: Grade I, ≤50% luminal stenosis; Grade II, 51–70% luminal stenosis; Grade III, 71–99% luminal stenosis; and Grade IV, no lumen [20]. Respiratory distress was defined as worsening oxygenation or dyspnea after the procedure requiring additional oxygen supplies for at least 24 h. Excessive bleeding was defined as procedure-related bleeding which required transfusion or escalation in level of care.
Because all patients were in terminal stage with pulmonary metastasis from extra-pulmonary malignancy, the status of malignancy at the first bronchoscopic intervention was divided as follows. First, detection time of MCAO was divided as initial diagnosis of malignancy that had not yet been treated and disease progression of malignancy despite anti-cancer treatment. Second, we investigated the history of anti-cancer treatment after the first bronchoscopic intervention, and patients were divided into whether they received adjuvant treatment or not.
Statistical analysis
Data are presented as number (%) for categorical variables and median (interquartile range [IQR]) for continuous variables. The Kaplan–Meier method was used to estimate overall survival after the first bronchoscopic intervention. A multivariable Cox proportional hazard regression analysis was used to identify independent prognostic factors associated with overall survival. Because the total number of patients was not large enough to allow all variables to be analyzed, demographic data and variables that seemed to be directly related to the procedure and survival were selectively included in the analysis. The appropriateness of the proportional hazards assumption was evaluated using plots of the log minus log of Kaplan–Meier survival against the log of time. Statistical differences were considered significant at P < 0.05. All statistical analyses were performed using SPSS software (IBM SPSS Statistics ver. 22, Chicago, IL, USA).
Results
Baseline characteristics
Baseline characteristics of the study population are summarized in Table 1. Of the 98 patients, 60 (61.2%) were males. The median age was 63 (IQR, 54–72) years old and the median body mass index (BMI) was 21.1 kg/m2 (IQR, 18.1–24.3 kg/m2). Thirty-five patients (35.7%) had an ASA physical status ≥ class 3, and intubation before intervention was needed in 12 (12.2%) patients due to respiratory failure. The most common primary site of malignancy was esophageal cancer (37.9%), followed by thyroid cancer (16.3%), head & neck cancer (10.2%), renal cell carcinoma (7.1%), colorectal cancer (7.1%), and lymphoma (5.1%).
Table 1.
Variables | N = 98 |
---|---|
Age, years | 63 (54–72) |
Sex, male | 60 (61.2) |
Body mass index, kg/m2 | 21.1 (18.1–24.3) |
Comorbidity | |
Diabetes mellitus | 10 (10.2) |
Chronic liver disease | 8 (8.2) |
Cerebrovascular disease | 7 (7.1) |
Congestive heart disease | 6 (6.1) |
Chronic pulmonary disease | 3 (3.1) |
Poor performance statusa | 35 (35.7) |
Intubation due to respiratory failure before intervention | 12 (12.2) |
Primary site of malignancy | |
Local extension | 63 (64.4) |
Esophageal cancer | 37 (37.9) |
Thyroid cancer | 16 (16.3) |
Head & neck cancer | 10 (10.2) |
Metastatic disease | 35 (35.6) |
Renal cell carcinoma | 7 (7.1) |
Colorectal cancer | 7 (7.1) |
Lymphoma | 5 (5.1) |
Othersb | 16 (16.3) |
Data are presented as n (%) or the median (interquartile range)
aAmerican Society of Anesthesiologists (ASA) physical status class ≥3 means severe systemic disease with functional limitation
bSarcoma (n = 4), breast cancer (n = 3), hepatocellular carcinoma (n = 3), gastric cancer (n = 1), ovarian cancer (n = 1), neuroblastoma (n = 1), thymic cancer (n = 1), mesothelioma (n = 1), and peripheral nerve sheath tumor (n = 1)
Characteristics of the MCAO site are summarized in Table 2. The most common site of MCAO was the trachea (63.3%), followed by the left main bronchus (21.4%) and the right main bronchus (6.1%). Mixed, endobronchial, and extrinsic obstructions were seen in 54 (55.1%), 29 (29.6%), and 15 (15.3%) patients, respectively. Most patients (74.5%) had ≥71% obstruction of cross sectional area (Grade III or IV). The median length of stenosis was 30 mm (IQR, 22–38 mm). Some patients (8.2%) had a fistula between the trachea and the esophagus.
Table 2.
Variables | N = 98 |
---|---|
Site of lesion | |
Single lesion | 93 (94.9) |
Trachea | 62 (63.3) |
Left main bronchus | 21 (21.4) |
Right main bronchus | 6 (6.1) |
Right bronchus intermedius | 1 (1.0) |
Lobar bronchus | 3 (3.1) |
Extended lesion | 5 (5.1) |
Trachea and each or both bronchi | 3 (3.1) |
Both main bronchi | 2 (2.0) |
Type of obstruction | |
Endobronchial lesion | 29 (29.6) |
Extrinsic compression | 15 (15.3) |
Mixed lesion | 54 (55.1) |
Severity of stenosis (Myer and Cotton Grade)a | |
II | 25 (25.5) |
III | 55 (56.1) |
IV | 18 (18.4) |
Length of MCAOb, mm | 30 (22–38) |
Fistula between trachea and esophagus | 8 (8.2) |
Data are presented as n (%) or the median (interquartile range)
MCAO malignant central airway obstruction
aCategorization based on the percentage of reduction in cross-sectional area. Grade 1, ≤ 50% lumenal stenosis; Grade II, 51–70% lumenal stenosis; Grade III, 71–99% lumenal stenosis; Grade IV, no lumen
bLength of MCAO was defined as the sum of the length of the obstructive lesions more than Grade II
Treatment modalities and complications
The median time from diagnosis of MCAO to bronchoscopic intervention was 0.4 months (IQR, 0.2-1.0 months) (Table 3). Bronchoscopic interventions were usually performed using a combination of treatment modalities, including mechanical debulking (84.7%), stent insertion (70.4%), and laser cauterization (37.8%). Thirty-five (35.7%) patients underwent bronchoscopic intervention more than twice during their clinical courses. Finally, only 10 patients (10.2%) had a technical failure. Of 22 patients who were diagnosed with MCAO as the initial diagnosis of malignancy, 7 (31.8%) patients did not receive adjuvant treatment after interventional bronchoscopy. Of 76 patients who were diagnosed with MCAO due to progression of their malignancy, 35 (46.1%) did not receive adjuvant treatment after interventional bronchoscopy.
Table 3.
Variables | N = 98 |
---|---|
Time interval from diagnosis of MCAO to intervention, months | 0.4 (0.2 – 1.0) |
Treatment modalities | |
Mechanical debulking | 83 (84.7) |
Silicone stent | 69 (70.4) |
Tube stent | 65 (66.3) |
Y stent | 7 (7.1) |
Laser | 37 (37.8) |
Tracheostomy | 4 (4.1) |
Number of interventional bronchoscopies | |
1 | 63 (64.3) |
≥ 2 | 35 (35.7) |
Technical failure | 10 (10.2) |
MCAO as initial diagnosis of malignancy | 22 (22.4) |
No adjuvant treatment after interventional bronchoscopy | 7 (7.1) |
Adjuvant radiation therapy | 10 (10.2) |
Adjuvant chemotherapy | 6 (6.1) |
Adjuvant surgical resection | 2 (2.0) |
MCAO as disease progression of malignancy | 76 (77.6) |
No adjuvant treatment after interventional bronchoscopy | 35 (35.7) |
Adjuvant radiation therapy | 28 (28.6) |
Adjuvant chemotherapy | 18 (18.4) |
Adjuvant surgical resection | 1 (1.0) |
Acute complications | 20 (20.4) |
Respiratory distress | 13 (13.3) |
Excessive bleeding | 10 (10.2) |
Pneumothorax | 3 (3.1) |
Procedure-related deatha | 3 (3.1) |
30-day mortality | 13 (13.3) |
Chronic complications | 25 (25.5) |
Mucostasis | 19 (19.4) |
Granulation tissue overgrowth | 10 (10.2) |
Stent migration | 6 (6.1) |
Data are presented as n (%) or the median (interquartile range)
MCAO malignant central airway obstruction
Patients could undergo more than one adjuvant treatment
Patients could have more than one complication
aThree patients died from tension pneumothorax, excessive bleeding, and pneumonia, respectively
Acute complications included respiratory distress (n = 13), excessive bleeding (n = 10), and pneumothorax (n = 3) (Table 3). Procedure-related deaths occurred in three patients from tension pneumothorax, excessive bleeding, and pneumonia, respectively. Although chronic complications including mucostasis (n = 19), granulation tissue overgrowth (n = 10), and stent migration (n = 6) occurred not infrequently, most complications were manageable with additional procedures.
Survival and prognosis
Figure 1 shows the overall survival after bronchoscopic intervention according to primary site of malignancy, type of obstruction, and adjuvant treatment or not after interventional bronchoscopy. Median survival was 7 months and 30-day mortality was 13.3%. Survival rates at 1 year, 2 years, and 5 years were 34.7%, 22.4%, and 11.2%, respectively.
Table 4 shows independent prognostic factors related to mortality based on analysis with univariate and multivariate Cox proportional hazard regression. Because the plots of the log minus log of Kaplan–Meier survival against the log of time for all the variables seemed to be parallel, the hazards can be considered proportional. According to these analyses, overall survival was independently associated with primary site of malignancy, type of obstruction, and adjuvant treatment. Patients with thyroid cancer or lymphoma had better survival than those with other primary malignancies (adjusted hazard ratio [aHR], 0.245; 95% confidence interval [CI], 0.104–0.573; P = 0.001). Mixed lesions were significantly associated with worse survival compared to endobronchial lesions (aHR, 1.951; 95% CI, 1.084–3.510; P = 0.026). Patients with MCAO receiving adjuvant treatment had better survival than those with MCAO not receiving adjuvant treatment (aHR, 0.519; 95% CI, 0.301–0.895; P = 0.018).
Table 4.
Variables | N | Univariable Cox regression | Multivariable Cox regression | ||
---|---|---|---|---|---|
Unadjusted HR (95% CI) |
P | Adjusted HR (95% CI) |
P | ||
Age, years | – | 0.996 (0.982–1.010) | 0.596 | 1.005 (0.981 – 1.029) | 0.679 |
Sex, male | 60 | 1.224 (0.792–1.890) | 0.363 | 0.721 (0.398 – 1.307) | 0.282 |
Body mass index, kg/m2 | – | 0.925 (0.869–0.984) | 0.013 | 0.968 (0.901 – 1.041) | 0.381 |
Poor performance statusa | 35 | 1.201 (0.776–1.859) | 0.411 | 0.801 (0.470 – 1.363) | 0.413 |
Intubation due to respiratory failure before intervention | 12 | 1.308 (0.692–2.470) | 0.409 | 1.110 (0.517 – 2.384) | 0.788 |
Primary site of malignancy | |||||
Esophageal, head & neck, renal, and colorectal cancer and othersb | 77 | Reference | Reference | ||
Thyroid cancer and lymphoma | 21 | 0.316 (0.174–0.575) | < 0.001 | 0.245 (0.104–0.573) | 0.001 |
Site of lesion | |||||
Single lesion | 93 | Reference | Reference | ||
Extended lesion | 5 | 3.399 (1.333–8.663) | 0.010 | 1.407 (0.433 – 4.571) | 0.571 |
Type of obstruction | |||||
Endobronchial lesion | 29 | Reference | Reference | ||
Extrinsic compression | 15 | 1.261 (0.624–2.551) | 0.518 | 0.879 (0.321–2.404) | 0.802 |
Mixed lesion | 54 | 1.914 (1.171–3.130) | 0.010 | 1.951 (1.084–3.510) | 0.026 |
Severity of stenosis (Myer and Cotton Grade)c | |||||
II and III | 80 | Reference | Reference | ||
IV | 18 | 1.057 (0.617–1.809) | 0.841 | 0.556 (0.276 – 1.120) | 0.100 |
Length of MCAOd, mm | – | 1.007 (0.989–1.024) | 0.468 | 1.016 (0.988 – 1.044) | 0.274 |
Number of interventional bronchoscopies | |||||
1 | 63 | Reference | Reference | ||
≥ 2 | 35 | 0.721 (0.461–1.129) | 0.153 | 0.787 (0.461 – 1.342) | 0.378 |
Detection time of MCAO | |||||
Initial diagnosis of malignancy that have not yet been treated | 22 | Reference | Reference | ||
Disease progression of malignancy despite anti-cancer treatment | 76 | 1.963 (1.146–3.362) | 0.014 | 1.541 (0.710 – 3.347) | 0.274 |
Adjuvant treatment after interventional bronchoscopy | |||||
Not receiving adjuvant treatment | 56 | Reference | Reference | ||
Receiving adjuvant treatment | 42 | 0.501 (0.327–0.768) | 0.002 | 0.519 (0.301–0.895) | 0.018 |
HR hazard ratio, CI confidential interval, MCAO malignant central airway obstruction
aAmerican Society of Anesthesiologists (ASA) physical status class ≥3 means severe systemic disease with functional limitation
bSarcoma (n = 4), breast cancer (n = 3), hepatocellular carcinoma (n = 3), gastric cancer (n = 1), ovarian cancer (n = 1), neuroblastoma (n = 1), thymic cancer (n = 1), mesothelioma (n = 1), and peripheral nerve sheath tumor (n = 1)
cCategorization based on the percentage of reduction in cross-sectional area. Grade 1, ≤ 50% lumenal stenosis; Grade II, 51–70% lumenal stenosis; Grade III, 71–99% lumenal stenosis; Grade IV, no lumen
dLength of MCAO was defined as the sum of the length of the obstructive lesions more than Grade II
Discussion
In patients with MCAO, bronchoscopic intervention can provide significant palliation [1, 21, 22]. In particular, bronchoscopic intervention may relieve life-threatening obstruction and provide better opportunities for other therapeutic modalities such as radiation and chemotherapy in patients with respiratory failure caused by MCAO [23]. This study revealed that bronchoscopic interventions such as mechanical debulking, laser, and stent insertion could be performed safely and successfully in most patients with MCAO due to extra-pulmonary malignancy. In addition, we found that poor survival was associated with primary malignancy site, mixed lesions, and not receiving adjuvant treatment after interventional bronchoscopy.
Recently, cancer survival has consistently increased because of advances in early detection and treatment and aging of the population [24]. In this respect, MCAO is importantly associated with a major reduction in quality of life and survival [3]. As the effectiveness of bronchoscopic intervention in patients with MCAO is well-known [1, 6, 11–14, 25, 26], bronchoscopic intervention is a preferred palliative therapy for relief of MCAO [21, 22]. However, most research is limited to patients with MCAO due to primary pulmonary malignancy [25, 26], or to a small proportion of patients with MCAO due to extra-pulmonary malignancy [1, 6, 11–15]. Furthermore, previous studies performed analysis without separating patients based on the primary site of malignancy. Although some reports targeted patients with MCAO due to extra-pulmonary malignancy, only a small number of patients were included [27–29]. For these reasons, previous reports were limited when analyzing treatment outcomes and prognostic factors in patients with MCAO due to extra-pulmonary malignancy.
In the present study, the technical success rate was 90.8%, and acute complication- and procedure-related mortality were 20.4% and 3.1%, respectively. Because there are few reports regarding bronchoscopic intervention in patients with MCAO due to extra-pulmonary malignancy, it is difficult to compare clinical outcomes with previous reports. Nonetheless, the technical success rate of the present study was as high as previous reports of interventional bronchoscopy in patients with MCAO due to mainly primary pulmonary malignancy, which was 88–100% [1, 6, 14, 25, 26]. However, acute complications and procedure-related mortality were slightly higher in the present study than in previous studies, which were 3–10% [6, 11, 25, 30] and 1% [6, 12, 14, 30], respectively. Considering that most of our patients had terminal-stage cancer and almost half of the patients had no further options for anti-cancer treatment in this study, we think that these technical success rates and complication rates are reasonable.
In this study, we also investigated prognostic factors associated with overall survival after the first bronchoscopic intervention. First, survival depends on the primary site of malignancy. We expected that patients with MCAO due to thyroid cancer (which is known to be slowly progressive) and lymphoma (known to have good response to chemoradiation therapy) would have better survival than those with MCAO due to other malignancies. Second, mixed lesions were a poor prognostic factor compared to endobronchial lesions. Mixed lesions frequently require a multimodal approach and can be associated with increased complications and mortality [15, 30]. Third, patients with MCAO not receiving adjuvant treatment after interventional bronchoscopy had a poor prognosis. As seen in previous studies, survival was poor among patients who had exhausted all options such as radiation, chemotherapy, and surgery before bronchoscopic intervention [6, 15, 25]. On the other hand, BMI, poor performance status, as evaluated by ASA score, intubation state before intervention, and detection time of MCAO were not significantly associated with increased mortality in our study. We hypothesize that this was because their poor general condition was rapidly resolved and did not influence long term survival after successful intervention. Thus, bronchoscopic intervention should not be limited to these populations.
This report has several limitations. First, selection bias may have influenced the significance of our results due to the retrospective design at a single center. Second, there have been advancements in treatment options for patients with terminal malignancy, such as chemoradiotherapy and supportive care throughout the study period. These advancements might have influenced recent patients, leading to slower disease progression and better survival than former patients. Third, there may be a lead-time bias in our results. Because all the patients were in terminal stage with pulmonary metastasis from extra-pulmonary malignancy at the time of diagnosis for MCAO, we divided all patients by detection time and receiving adjuvant treatment or not. Although we adjusted for these variables in the multivariable Cox proportional hazard regression analysis, lead-time bias may have influenced our results. Fourth, the number of patients was relatively small for multivariate analysis, including many prognostic variables. Therefore, interpretation of the main results will require caution. Finally, we could not evaluate spirometric data, quality of life, and symptom scores before and after treatment. This would be vital since the interventional procedures for MCAO are primarily palliative.
Conclusions
In conclusion, bronchoscopic intervention could be a safe and effective procedure for terminal stage cancer patients with extra-pulmonary malignancies with lung metastasis. Poor prognosis may be related with MCAO due to cancer other than thyroid cancer or lymphoma, mixed lesions, and no adjuvant treatment after bronchoscopic intervention. We hope that this study can help clinicians select candidates that will benefit from bronchoscopic intervention.
Acknowledgments
Funding
None.
Availability of data and materials
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
Authors’ contributions
BS has been involved in collection and assembly of data, data analysis and interpretation, and manuscript writing. BC has been involved in collection and assembly of data, data analysis and interpretation, and review. HK has been involved in conception and design and review. BHJ has been involved in conception and design, collection and assembly of data, data analysis and interpretation, manuscript writing, and review. All authors read and approved the final manuscript.
Ethics approval and consent to participate
This study obtained approval from the institutional review board (IRB no. 2017-01-033) to review and publish information obtained from patient records. The need for informed consent was waived because patient information was anonymized and de-identified prior to analysis.
Consent for publication
Not applicable.
Competing interests
The authors declare that they have no competing interests.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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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 analyzed during the current study are available from the corresponding author on reasonable request.