Abstract
We aimed to elucidate the diagnostic potential of the C-X-C motif chemokine receptor 4 (CXCR4)-directed positron emission tomography (PET) tracer 68Ga-Pentixafor in patients with poorly differentiated neuroendocrine carcinomas (NEC), relative to the established reference standard 18F-FDG PET/computed tomography (CT). In our database, we retrospectively identified 11 treatment-naïve patients with histologically proven NEC, who underwent 18F-FDG and CXCR4-directed PET/CT for staging and therapy planning. The images were analyzed on a per-patient and per-lesion basis and compared to immunohistochemical staining (IHC) of CXCR4 from PET-guided biopsies. 68Ga-Pentixafor visualized tumor lesions in 10/11 subjects, while18F-FDG revealed sites of disease in all 11 patients. Although weak to moderate CXCR4 expression could be corroborated by IHC in 10/11 cases, 18F-FDG PET/CT detected significantly more tumor lesions (102 vs. 42; total lesions, n = 107; p < 0.001). Semi-quantitative analysis revealed markedly higher 18F-FDG uptake as compared to 68Ga-Pentixafor (maximum and mean standardized uptake values (SUV) and tumor-to-background ratios (TBR) of cancerous lesions, SUVmax: 12.8 ± 9.8 vs. 5.2 ± 3.7; SUVmean: 7.4 ± 5.4 vs. 3.1 ± 3.2, p < 0.001; and, TBR 7.2 ± 7.9 vs. 3.4 ± 3.0, p < 0.001). Non-invasive imaging of CXCR4 expression in NEC is inferior to the reference standard 18F-FDG PET/CT.
Keywords: CXCR4, NET, NEC, 68Ga-Pentixafor, 18F-FDG
1. Introduction
Neuroendocrine neoplasms (NEN) of the gastro-entero-pancreatic tract (GEP-NEN) are histologically classified into well differentiated neoplasia (G1, G2, G3) and poorly differentiated carcinomas (NEC) based on morphological features, mitotic count, and proliferation index (Ki-67) [1]. This established grading scheme is essential for guiding the treating physician towards an effective therapy that includes “cold” somatostatin analogues (SSA) and radiolabelled “hot” SSAs that target somatostatin receptors (SSTR) on the tumor cell surface [2]. Such sophisticated approaches of receptor interaction specific for neuroendocrine tumor cells have led to significant gains in health-related quality of life, as well as markedly prolonged progression-free and overall survival in low and intermediate grade NEN [3,4,5].
However, patients suffering from neuroendocrine carcinomas (NEC), which are characterized by a considerably more aggressive tumor growth, do not benefit from cold or hot SSAs, which can be attributed to tumor dedifferentiation with a loss of SSTR expression [2]. In fact, in 2017, the World Health Organization changed its classification of NEN to better account for the fact that well differentiated G3 NEN and poorly differentiated NEC are genetically two different diseases with very divergent clinical outcomes [6]. Historically high grade NEN have been treated with chemotherapy, but, more recently, several studies have shown that peptide receptor radiotherapy is effective not only in G1/G2, but also in G3 NEN [7,8,9]. However, NEC cannot be treated the same way and therapy options for these highly aggressive malignancies are very limited and usually include chemotherapy regimens with limited efficacy [10]. Therefore, novel treatment options in poorly differentiated NEC are urgently needed [10].
From an imaging perspective, focus in high grade NEN and NEC lies in capturing all SSTR-negative tumor lesions. Because an increase in tumor aggressiveness is tightly linked to an elevated glycolytic activity, 18F-fluorodeoxyglucose (18F-FDG) positron emission tomography/computed tomography (PET/CT) has been more widely used for staging G3 NEN in recent years, and it has also found its way into the clinical practice guidelines [11].
One alternative to 18F-FDG might be the targeting of receptors other than the SSTR. In a recent study, it was shown that an overexpression of the C-X-C motif chemokine receptor 4 (CXCR4) in NEN is associated with a more aggressive and dedifferentiated tumor phenotype, which is also accompanied by a decrease in SSTR expression [12]. A subsequent study investigating the potential of CXCR4-directed imaging using the novel PET tracer 68Ga-Pentixafor confirmed an overexpression of CXCR4 in higher grade NEN and poorly differentiated NEC [13].
Of note, 68Ga-Pentixafor has a theranostic “twin”, called Pentixather, which can be labelled with the beta-emitters lutetium-177 or yttrium-90 for CXCR4-directed endoradiotherapy (ERT), and it has been used with varying degrees of success in multiple myeloma and other haemato-oncological diseases [14,15,16]. In theory, CXCR4-directed ERT might offer another treatment option for advanced NEC patients, in a similar manner as peptide receptor radiotherapy is used in NEN. In this setting, 68Ga-Pentixafor PET/CT would serve as a non-invasive measure of sufficiently high CXCR4 expression in all tumor lesions to allow for an evaluation of CXCR4-directed ERT [13,14,15,16].
In the present study, we examined the diagnostic potential of CXCR4-directed imaging in NEC, and compared its performance to the reference standard 18F-FDG PET/CT. Additionally, we investigated whether the imaging and biopsy results might serve as fundament for the potential of CXCR4-targeted ERT.
2. Materials and Methods
2.1. Patients
We searched our PET database from November 2015 until October 2018 and included patients with newly diagnosed NEC, who underwent PET/CT imaging with 68Ga-Pentixafor and 18F-FDG. Out of 1,134 patients, 11 (0.97%) subjects (nine males, two females) met eligibility criteria. The mean age was 65 ± 12 years (range, 45–80). The primary tumor was located in the stomach (n = 3), pancreas (n = 2), oesophagus (n = 2), ileum (n = 1), and the rectum (n = 1). In the remaining subjects, no primary tumor could be identified (n = 2).
PET-guided biopsies were taken of lesions with discrepant tracer uptake to verify advanced dedifferentiation, and the specimens were examined for CXCR4 expression. Of these biopsies, 45.5% were taken from the primary tumor (n = 5), 18.2% from lymph node metastases (n = 2), and 36.3% from haematogenic metastases (n = 4), respectively. All of the patients signed informed consent, and this study has been approved by the local ethical board (IRB approval: 2016100701; date of approval: 12.10.2016).
Parts of this cohort have been analyzed in [13]. Table 1 provides comprehensive patients’ characteristics, as well as an overview of PET and biopsy results.
Table 1.
Location of Primary/Metastases | PET-Positive * | IHC † | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Case | Sex | Age | ECOG | Primary | N1 | M1 | FDG | CXCR4 | Site of Biopsy | Ki-67 | CXCR4 |
#1 | M | 56 | 0 | oesophagus | local + distant | liver, lung, bone | yes | yes | oesophagus | 60 | 1 |
#2 | M | 76 | 0 | ileum | local | liver | yes | no | liver | 70 | 1 |
#3 | M | 70 | 1 | pancreas | local | liver | yes | yes | pancreas | 90 | 3 |
#4 | F | 54 | 1 | oesophagus | local | liver, lung | yes | yes | liver | 90 | 2 |
#5 | F | 44 | 0 | rectum | none | liver | yes | yes | liver | 90 | 1 |
#6 | M | 78 | 0 | CUP | local | none | yes | yes | axillary LN | 70 | 1 |
#7 | M | 69 | 1 | stomach | local | liver | yes | yes | stomach | 90 | 1 |
#8 | M | 77 | 0 | stomach | distant | liver, lung | yes | yes | stomach | 90 | 2 |
#9 | M | 64 | 1 | pancreas | none | liver, stomach | yes | yes | stomach | 45 | 1 |
#10 | M | 76 | 0 | stomach | local | liver | yes | yes | stomach | 80 | 1 |
#11 | M | 45 | 0 | CUP | local + distant | lung, bone | yes | yes | inguinal LN | 50 | N/A |
2.2. PET/CT Imaging
68Ga-Pentixafor and 18F-FDG were synthesized in-house with a 16 MeV Cyclotron (GE PETtrace 6; GE Healthcare, Milwaukee, WI, USA). For synthesis of 68Ga-Pentixafor, a fully automated, GMP-compliant method using a GRP module (Scintomics, Fürstenfeldbruck, Germany) that was equipped with disposable single-use cassette kits (ABX, Radeberg, Germany) was used, as described in [17]. 18F-FDG was synthesized in accordance with the manufacturer’s instructions (GE FASTlab, Chicaco, IL, USA). Prior to administration of these radiotracers, radiochemicals were analyzed by high performance liquid chromatography for radiochemical identity and purity. Quality control of 68Ga-Pentixafor was conducted according to the standards, as outlined in European Pharmacopoeia for 68Ga-edotreotide (European Pharmacopoeia; Monograph 01/2013:2482; available at www.edqm.eu (accessed on 1 December 2020)).
CXCR4-directed and 18F-FDG PET/CT scans were performed on a dedicated PET/CT scanner (Siemens Biograph mCT 64; Siemens Medical Solutions, Erlangen, Germany), in the case of FDG after a 6-h fasting period to ensure serum glucose levels below 130 mg/dL, in case of 68Ga-Pentixafor without any special patient preparation. The injected activities for 68Ga-Pentixafor were 115 ± 30 MBq (range, 72–164) and 303 ± 12 MBq (range, 294–330) for 18F-FDG, respectively. Mean delay between scans was eight days (range, 1–23 days). Whole-body (top of the skull to knees) PET scans were performed one hour after administration of the radiopharmaceutical. In CXCR4-directed PET, corresponding low-dose CT scans for attenuation correction and anatomical correlation were subsequently acquired (35 mAs, 120 keV, a 512 × 512 matrix, 5 mm slice thickness, increment of 30 mm/s, rotation time of 0.5 s, and pitch index of 0.8). In the case of FDG PET a monophasic, contrast-enhanced CT (CARE Dose 4D, 160 mAs, 120 kV, 512 × 512 matrix, 5 mm slice thickness, slice collimation 64 × 0.6 mm, pitch index 1.4) was acquired. The PET images were reconstructed using standard parameters (HD-PET, 3 iterations, 24 subsets, Gaussian filtering: 2 mm, resolution: axial resolution: 5 mm, in-plane resolution: 4 × 4 mm2) with corrections for attenuation (CT-based), dead-time, random events, and scatter.
2.3. Image Analysis
PET/CTs were separately analyzed by two experienced investigators (CL and MK) that were blinded to the respective other PET scan as well as to all clinical information. Lesions were visually determined as focally increased tracer retention when compared to surrounding normal tissue or contralateral structures. Images were first inspected visually. Subsequently, the maximum and mean standardized uptake value (SUVmax and SUVmean) of all potential lesions was derived by placing volumes of interest (VOI) of 10 mm diameter or more around them and then applying an isocontour of 40%. To normalize uptake and account for background activity, mean blood pool activity was measured by placing a 10 mm VOI in the right atrium. Afterwards, a target-to-background ratio (TBR) was calculated by dividing SUVmax (lesion) by SUVmean (blood pool). Analysis of data was performed on both a per-patient and a per-lesion basis. The tumor manifestations with the highest tracer uptake (hottest haematological and lymph node (LN) metastases) in the respective PET scans was used as a comparison parameter in the per-patient analysis. CT was used as reference standard in the per-lesion analysis.
2.4. Immunohistochemistry
The biopsies were stained using an anti-CXCR4 rabbit polyclonal antibody (ab2074; Abcam, Cambridge, UK), and detected and visualized using the Dako EnVision-HRP rabbit labeled polymer/DAB. Counterstaining was performed with hematoxylin. CXCR4 positivity of vascular epithelium served as internal and adrenocortical tissue as external positive control. The intensity of CXCR4 expression was visually rated using a four-point scoring scale (0 = absent, 1 = weak, 2 = moderate, 3 = intense). The Ki-67 labeling index after immunostaining for Ki67 (monoclonal, clone Ki-67, 1:50, Dako, Hamburg, Germany) was calculated by determining the number of positive nuclei under 100 tumor cells per high power field (×400) in a total of 10 fields per sample in order to determine the proliferative activity of tumor cells. SUVmean/SUVmax of the respective biopsied lesion was correlated to the intensity of receptor expression and proliferation activity.
2.5. Statistics
Quantitative variables are expressed as mean ± standard deviation (if normally distributed), or as median and range (if not normally distributed). Paired t-tests were used to compare uptake (ratios) of 18F-FDG and 68Ga-Pentixafor in corresponding lesions. Pearson’s correlation coefficients (r) were calculated in order to assess the association between uptake (ratios) of both tracers. A p-value of <0.05 was considered to be statistically significant.
3. Results
3.1. CXCR4-Directed PET/CT Is Inferior to 18F-FDG PET/CT in NECs
3.1.1. Per-Patient Analysis
FDG-avid lesions were detected in all patients (n = 11) and the primary tumor was visualized in 81.8% of cases (n = 9). LN metastases were observed in 72.7% of patients (n = 8), most of them occurring locoregionally around the primary tumor (n = 7), and only a few of them being distant (n = 3). Haematogenic FDG+ metastases were found in 81.8% of patients (n = 9), predominantly located in the liver (n = 9), while the remaining metastases occurred in lung (n = 4) and bone (n = 2). The mean SUVmax of the primary tumor was 13.3 ± 8.5 (range, 5.2–31.9), of the hottest LN metastasis 9.5 ± 5.8 (range, 2.8–21.3) and of the hottest organ metastasis 17.5 ± 12.4 (range, 3.4–40.5) and, respectively (Table 2).
Table 2.
18F-FDG | 68Ga-Pentixafor | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
SUVmax | SUVmax | |||||||||
Case | Primary | TBRPrimary * | N1 | M1 | Lesions+ | Primary | TBRPrimary * | N1 | M1 | Lesions+ |
#1 | 17.2 | 8.9 | 10.1 | 20.7 | 6/6 | 8.4 | 5.2 | 9.3 | 10.5 | 5/6 |
#2 | 21.3 | 19.7 | 6.9 | 37.1 | 7/9 | N/A | N/A | N/A | N/A | 0/9 |
#3 | 6.5 | 4.5 | N/A | 3.4 | 8/8 | 10.2 | 5.9 | 9.7 | N/A | 4/8 |
#4 | 15.4 | 8.3 | 17.5 | N/A | 16/17 | 6.8 | 4.2 | 3.7 | N/A | 5/17 |
#5 | 6.5 | 3.6 | 2.8 | 5.0 | 5/5 | 3.7 | 2.9 | 4.3 | 3.6 | 3/5 |
#6 | N/A | N/A | 9.2 | N/A | 2/2 | N/A | N/A | 11.3 | N/A | 2/2 |
#7 | 9.2 | 4.7 | 4.3 | 11.5 | 16/16 | 8.7 | 5.2 | 8.3 | 15.9 | 3/16 |
#8 | 6.7 | 3.7 | 6.9 | 40.5 | 13/13 | 5.7 | 3.6 | 8.9 | 14.6 | 6/13 |
#9 | 31.9 | 22.6 | N/A | 15.7 | 7/7 | 10.6 | 5.7 | N/A | 5.8 | 3/7 |
#10 | 5.2 | 2.8 | 6.6 | 13.7 | 10/12 | 7.4 | 5.2 | 10.2 | 14.3 | 7/12 |
#11 | N/A | N/A | 21.3 | 9.6 | 12/12 | N/A | N/A | 7.8 | 9.1 | 4/12 |
Mean ± SD | 13.3 ± 8.5 | 8.8 ± 6.9 | 9.5 ± 5.8 | 17.5 ± 12.4 | 7.7 ± 2.2 | 4.7 ± 1.0 | 8.2 ± 2.4 | 11.7 ± 3.5 |
68Ga-Pentixafor PET/CT identified CXCR4+ lesions in 90.1% of patients (n = 10) and detected the primary tumor in 72.7% of cases (n = 8). LN metastases were detected in 63.6% of patients (n = 7), with most of them occurring locoregionally around the primary tumor (n = 7) and only a few of them being distant (n = 2). Haematogenic CXCR4+ metastases were found in 54.5% of subjects (n = 6), being predominantly located in the liver (n = 5), with the remaining metastases occurring in bone (n = 2), lung (n = 2) and other organs (n = 1).
The primary tumor had an average SUVmax of 7.7 ± 2.2 (range, 3.7–10.6), the hottest LN metastasis of 8.2 ± 2.4 (range, 3.7–11.3), and the hottest haematogenic metastasis of 9.7 ± 4.6 (range, 3.6–15.9), respectively (Table 2).
3.1.2. Per-Lesion Analysis
One-hundred-seven cancerous lesions were analyzed (primary tumor, n = 9; LN metastases, n = 34; haematogenic metastases, n = 64). 18F-FDG PET/CT was visually positive in 95.3% (102/107) of lesions, exhibiting a mean SUVmax of 12.8 ± 9.8 (range 2.0–40.5), a mean SUVmean of 7.4 ± 5.4 (range 2.0–26.8), and a TBR of 7.2 ± 7.9 (range 1.0–34.4).
68Ga-Pentixafor PET/CT was visually positive in 39.3% (42/107) of lesions, exhibiting a mean SUVmax of 5.2 ± 3.7 (range 1.0–15.9), a mean SUVmean of 3.1 ± 3.2 (range 0.8–9.4), and a TBR of 3.4 ± 3.0 (range 0.5–9.9).
3.1.3. Comparison of 18F-FDG and 68Ga-Pentixafor
On a per-person analysis 18F-FDG identified more patients with lesions (any), more primary tumors, and more subjects with lymph node and haematogenic metastases, respectively (all p = n.s.).
Analysis on a per-lesion basis revealed the superiority of 18F-FDG over 68Ga-Pentixafor (102 vs. 42; total lesions, n = 107; p < 0.001; Figure 1). No correlation was found between tracer uptake in corresponding lesions.
Visually, 18F-FDG PET had a far higher tracer uptake as well as tumor-to-background contrast when compared to CXCR4-directed imaging, which could also be semi-quantitatively confirmed (p < 0.001).
3.1.4. Immunohistochemistry
Immunohistochemical staining was able to validate CXCR4 expression in most cases (90.9%; 10/11). The intensity of CXCR4 expression was rated “weak” in 7/11 specimens (Figure 2), “moderate” in 2/11, and “strong” in only 1/11. One biopsy did not provide enough material for CXCR4 staining (patient #11). Mean Ki-67 index of biopsy specimens was 76 ± 11% (range, 45–90).
68Ga-Pentixafor uptake of the respective lesion was corroborated by histology in 7/11 subjects; however, there was no correlation between IHC score and 68Ga-Pentixafor uptake (p = 0.24).
4. Discussion
This is the first study to evaluate the performance of CXCR4-directed imaging with the PET tracer 68Ga-Pentixafor in a homogenous cohort of treatment-naïve patients suffering from neuroendocrine carcinomas. NEC that do not originate in the lungs are very rare and they are characterized by extremely rapid disease progression. The lack of effective treatment options is one of the biggest challenges in the management of NEC, as most of these carcinomas are metastatic at diagnosis and usually do not respond well to conventional chemotherapy [6].
The overexpression of CXCR4 has been reported in well differentiated, high grade NEN with a strong inverse correlation between grade of differentiation and intensity of receptor expression [12]. This observation was supported by a pilot study that visualized CXCR4 expression in twelve NEN patients (including NEC) using 68Ga-Pentixafor PET/CT and concluded that CXCR4-directed imaging might offer diagnostic potential and open the way for CXCR4-directed ERT [13]. In light of these encouraging results, we searched our PET database for a larger cohort of dedifferentiated NEN and identified a substantial, but still rather small, cohort of NEC patients that underwent a dual-tracer imaging protocol at the time of primary diagnosis prior to treatment initiation.
Although 68Ga-Pentixafor identified CXCR4+ lesions in over 90% of patients and IHC of biopsy samples showed at least weak CXCR4 expression in all specimens, a substantial portion of FDG+ findings was missed by CXCR4-targeted imaging (102 vs. 42 detected lesions out of 107 total lesions; p < 0.001). These findings validate the results from other studies that reported only moderate tracer accumulation in a variety of solid tumor entities, despite high CXCR4 expression in surgical specimens [18,19]. One reason for this discrepancy might be the intracellular localization of the receptor, as 68Ga-Pentixafor only binds to receptors that are expressed on the cell surface, yet IHC routinely detects receptors located in the cytosol.
However, there may be other purposes for CXCR4-directed imaging beyond staging. Initial data suggest that CXCR4 overexpression in NEN is strongly associated with shortened overall survival [12]. Therefore, one may speculate that a non-invasive read-out of CXCR4 expression might serve as a risk stratification tool or help to identify patients prone to early progression. As a result, CXCR4-directed PET/CT prior to initiation of anti-tumor therapy might guide the referring treating physician towards appropriate treatment selection at an early stage of disease progression.
In nuclear oncology, recent years have witnessed an expanded use of CXCR4-targeted ERT in the treatment of multiple myeloma and other hematologic malignancies [14,15,16,20]. The prospect that 68Ga-Pentixafor, in addition to disease staging and (potentially) risk stratification, could open avenues for a theranostic approach using the therapeutic counterpart 177Lu-Pentixather, is not supported by our data. Especially when considering that CXCR4-directed ERT leads to bone marrow ablation and would require autologous stem cell support [20], the inadequate and heterogenous PET signal suggests that a successful use of this treatment in NEC is very unlikely. However, there is an increasing number of approaches employing 68Ga-Pentixafor PET/CT to investigate the in vivo CXCR4 expression in other solid tumors like oesophageal cancer or vestibular schwannoma [21,22]. Moreover, Osl et al. recently introduced a second generation CXCR4 ligand with potentially improved tumor retention [23]. This novel theranostic twin [68Ga/177Lu]DOTA-r-a-ABA-CPCR4 should be also further evaluated in high grade NET and NEC. One may speculate that, with enhanced ligand internalization, a theranostic approach is more likely, even in high grade NET/NEC.
However, CXCR4-targeted PET/CT could also be employed to trigger targeted therapy assessing the identical or at least comparable target on a (sub)cellular level [24]. For instance, a recent study reported on the combination of the CXCR4-inhibitors AMD3100 and RAD001, which reduced cell growth in human NET cells [25]. Therefore, 68Ga-Pentixafor could also be potentially employed for targeted and timed therapy to initiate CXCR4 inhibition at the maximum of target expression.
Our study has various limitations, including its retrospective nature, its restriction to a single center, and the small sample size, thus the limiting statistical power. While there is a clinical follow up, no follow up CXCR4 PET/CT was available in this retrospective cohort. A lesion-to-lesion analysis, preferably in a longitudinal setting on 68Ga-Pentixafor positive/negative lesions, was beyond the scope of the present study, but it is definitely warranted in further clinical trials. Furthermore, although histology could prove the presence of CXCR4 expression on cells in most of the biopsy specimens, receptor expression was relatively heterogeneous and it could not always be correlated with findings of PET imaging. Histology results also might be influenced by biopsy yields and by receptor kinetics and internalization, given that CXCR4 expression at the cell surface is dynamically regulated and receptor internalization is induced by ligand binding [26]. In addition, biopsies of the primary were not always feasible, such as in subjects diagnosed with CUP (patients #6, #11). Moreover, novel radioligands, such as fibroblast activation protein-targeting compounds, may also allow for further insights into pathophysiology of high grade NET/NEC relative to the reference standard 18F-FDG [27].
5. Conclusions
Non-invasive imaging of CXCR4 expression in poorly differentiated NEC with 68Ga-Pentixafor PET/CT is inferior to 18F-FDG PET/CT. In addition, the lesion-based heterogeneity of FDG-avid and Pentixafor-negative lesions, and vice versa, should be further explored in terms of outcome prediction.
Author Contributions
Conceptualization, A.W., R.A.W., P.E.H., S.E.S., M.K.; Image analysis, A.K.B., P.E.H., S.E.S., M.K., T.H.; Clinical Data Assessment, A.W., M.S., R.A.W., M.K.; Formal analysis, M.G.P., S.P.R., M.K., R.A.W., C.L.; Immunohistochemistry, S.K.; Writing—original draft preparation, R.A.W., A.W., M.K., C.L., S.P.R.; Writing—review and editing, R.A.W., C.L., M.S., A.M., A.K.B., C.L., H.-J.W., M.G.P.; Funding acquisition, A.W., A.K.B. All authors have read and agreed to the published version of the manuscript.
Funding
This research was funded by Novartis Pharma GmbH (Nürnberg, Germany) with the YING Grant (A.K.B., A.W.).
Institutional Review Board Statement
The study was approved by the local institutional review board of Würzburg (IRB approval: 2016100701; date of approval: 12.10.2016).
Informed Consent Statement
All patients underwent imaging for clinical purposes and gave written and informed consent to the diagnostic procedures.
Data Availability Statement
Data is available upon request from the authors.
Conflicts of Interest
H.J.W. is founder and shareholder of Scintomics. All other authors declare no conflicts of interest. “The authors declare no conflict of interest.” The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to publish the results.
Footnotes
Publisher’s Note: MDPI stays 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
Data is available upon request from the authors.