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Journal of the Korean Society of Radiology (Taehan Yŏngsang Ŭihakhoe chi) logoLink to Journal of the Korean Society of Radiology (Taehan Yŏngsang Ŭihakhoe chi)
. 2021 Oct 18;83(3):632–644. doi: 10.3348/jksr.2021.0109

Atypical Ductal Hyperplasia: Risk Factors for Predicting Pathologic Upgrade on Excisional Biopsy

침생검 조직검사에서 진단된 비정형 관상피증식증: 수술적 절제 생검에서 악성으로 진단될 가능성을 예측할 수 있는 위험인자들

Ko Woon Park 1, Boo-Kyung Han 1,, Sun Jung Rhee 1, Soo Youn Cho 2, Eun Young Ko 1, Eun Sook Ko 1, Ji Soo Choi 1
PMCID: PMC9514512  PMID: 36238508

Abstract

Purpose

To determine the incidence of atypical ductal hyperplasia (ADH) in needle biopsy and the upgrade rate to carcinoma, and to evaluate difference in findings between the upgrade and non-upgrade groups.

Materials and Methods

Among 9660 needle biopsies performed over 48 months, we reviewed the radiologic and histopathologic findings of ADH and compared the differences in imaging findings (mammography and breast US) and biopsy methods between the upgrade and non-upgrade groups.

Results

The incidence of ADH was 1.7% (169/9660). Of 112 resected cases and 30 cases followed-up for over 2 years, 35 were upgraded to carcinoma (24.6%, 35/142). The upgrade rates were significantly different according to biopsy methods: US-guided core needle biopsy (US-CNB) (40.7%, 22/54) vs. stereotactic-vacuum-assisted biopsy (S-VAB) (16.0%, 12/75) vs. US-guided VAB (US-VAB) (7.7%, 1/13) (p = 0.002). Multivariable analysis showed that only US-CNB (odds ratio = 5.19, 95% confidence interval: 2.16–13.95, p < 0.001) was an independent predictor for pathologic upgrade. There was no upgrade when a sonographic mass was biopsied by US-VAB (n = 7)

Conclusion

The incidence of ADH was relatively low (1.7%) and the upgrade rate was 24.6%. Surgical excision should be considered because of the considerable upgrade rate, except in the case of US-VAB.

Keywords: Atypical Ductal Hyperplasia, Needle Biopsy, Risk Factor

INTRODUCTION

Atypical ductal hyperplasia (ADH) is a representative breast lesion associated with increased breast cancer risk and is classified as lesion of uncertain malignant potential (B3 lesions) by the B-coding system employed by the National Health Service Breast Cancer Screening program (1). It is defined by involvement of no more than one terminal ductal lobular unit or low-grade intraductal proliferation with a maximum size of 2 mm and failure to meet all the criteria for low-grade ductal carcinoma in situ (DCIS) (2). With increased use of mammographic screening and percutaneous needle biopsy of screening-detected lesions, the incidence of ADH is reported to be approximately 1%–9% of all needle biopsies (3,4,5). In clinical practice, use of core needle biopsy (CNB) and vacuum-assisted biopsy (VAB) before surgery has replaced surgical breast biopsy, and debate on B3 lesion management is centered on the concept of upgrade rate, that is the rate of percutaneously diagnosed lesions that, after surgical excision or during active imaging surveillance, result in a diagnosis of DCIS or invasive cancer (6,7,8). The pathologic upgrade rate of ADH to cancer at surgical excision ranges from 7% to 45.8% of all cases (2,9,10,11,12,13,14,15). The reported upgrade rate is 9% (95% confidence interval[CI]: 7%, 11%) for IDC and 20% (95% CI: 18%, 23%) for DCIS on surgical excision (16).

There has been increasing debate over whether all ADH lesions should be treated surgically or should undergo only follow-up after a lesion has been removed by VAB (16,17,18). Thus, recent research efforts have attempted to identify the factors associated with a low risk of cancer upgrade to select female who could avoid surgical excision with a minimal risk of harboring malignant foci (19,20). Several pathologic predictors of ADH upgrade have been suggested, including a larger extent of ADH (9,15) and presence of necrosis (20,21) and microcalcifications (22). Other studies have shown similar high-risk radiologic upgrade criteria, including larger lesion size and a smaller percentage of lesion removed at biopsy (12,23). Many results to date have primarily reported lesions found in mammographic screening, but there have been few reports of ADH incidence or following the pathologic outcome of needle biopsies of lesions found in mammography and US combined screening. Many countries in Asia use combined mammography and US screening due to the high proportion of dense breasts. In general, when US screening is added, needle biopsy procedures increase, so the incidence and outcome of certain lesions including ADH may be affected.

Considering the purpose of needle biopsy is to identify malignant lesions without a delay, encountering an ADH case is a matter of concern to clinicians and radiologists. For timely diagnosis, it is crucial to select the most appropriate needle and biopsy method for imaging-detected lesion. In addition, if we can determine a group that can avoid diagnostic surgery following ADH biopsy result, we may reduce the number of unnecessary diagnostic surgeries, which often cause patients’ anxiety and result in a large incision scar.

Therefore, the goal of this study was 1) to quantify the incidence of ADH in needle biopsy and the rate of ADH upgrade to carcinoma in a single institution, 2) to investigate the differences between a pathologic upgrade group and a non-upgrade group according to clnicopathologic and radiologic features, and 3) to identify characteristics that help identify which patients with ADH on CNB could safely avoid surgical excision.

MATERIALS AND METHODS

STUDY POPULATION

Approval was obtained by the Institutional Review Board for this retrospective study, and the requirement of informed consent was waived (IRB No. 2020–04-062–001).

We reviewed US-guided and stereotactic-guided breast needle biopsy cases between February 2013 and December 2016. Of the 9660 needle biopsies, there were 8208 cases of automated Tru-cut CNBs and 1452 VABs. We searched ADH diagnoses resulting from needle biopsy histology. Patient age, biopsy method (US-CNB, US-VAB, or stereotactic-VAB [S-VAB]), needle biopsy histology, and subsequent surgical pathologic results were recorded. Decisions were made regarding excision vs. follow up based on patient’s clinical presentation (screening, symptomatic work up or known breast cancer), comorbidity, adequacy of sampling, lesion size, and level of radiological suspicion (24). The representative imaging findings and Breast Imaging Reporting and Data System (BI-RADS) categories were reviewed through an analysis of imaging findings and radiologic reports.

MAMMOPGRAPHY AND BREAST US EXAMINATION

All ADH cases had both mammography and breast US before the needle biopsy. All mammograms were obtained with dedicated equipment (Senographe 2000D or 2000DS, GE Medical Systems, Milwaukee, WI, USA; Selenia Dimensions, Hologic Inc., Bedford, MA, USA). Standard cranio-caudal and mediolateral oblique views were routinely obtained, and additional magnification views were obtained as needed. Breast US examinations were performed using an IU22 machine with a 12–5 MHz linear array transducer (Philips Advanced Technology Laboratories, Bothell, WA, USA) or an Aixplorer machine with a 15–4 MHz linear array transducer (SuperSonic Imagine, Aix en Provence, France). Most of the ADH lesions were detected during combined mammographic and US screening for breast cancer or during breast imaging studies in symptomatic patients, and some lesions were secondarily discovered during staging work up in breast cancer patients.

Two radiologists who had 8–26 years of experience in breast imaging, retrospectively evaluated the mammography and US findings and categorized the lesion types as mammographic calcification (without a distinct sonographic mass), mass(es) on US, or non-mass lesion on US according to the representative findings on mammography and US. When mammographic calcifications were associated with nonspecific parenchymal change including cysts on US, lesion type was categorized as calcification. Even when non-mass lesions on US had mammographic calcifications, if the calcifications were a few and nonspecific, the lesions were categorized as non-mass lesions on US. We recorded the BI-RADS category assigned at the time of biopsy from category 3 to 5 in keeping with BI-RADS atlas’s definition. The estimated malignancy rate was 1%–2% in BI-RADS category 3 (probably benign), 3%–10% in category 4A (low suspicion for malignancy), 11%–50% in category 4B (moderate suspicion for malignancy), 51%–95% in category 4C (high suspicion for malignancy), and > 95% in category 5 (highly suggestive of malignancy) (25). We measured the largest lesion size on the one of two imaging modalities in which the dominant findings were clearly visible.

BIOPSY PROCEDURE

All needle biopsies were performed by imaging guidance by 1 of 8 radiologists with 1–26 years of breast imaging experience. US-guided CNB was performed using a 14G Tru-cut needle with a 22 mm throw (ACECUT, TSK Laboratory, Tokyo, Japan), and a minimum of four cores was obtained from each lesion. VAB was performed when a large number of specimens was needed for accurate diagnosis. US-guided VAB was performed using an 8–11G vacuum-assisted probe (Mammotome, Devicor Endo-Surgery, Cincinnati, OH, USA; Suros, Hologic Inc. Bedford, MA, USA). S-VAB was performed for microcalcifications that were invisible on US with an 11G vacuum-assisted probe (Mammotome, Devicor Endo-Surgery, Cincinnati, OH, USA) using the stereotactic unit of a prone table (Lorad, Hologic Inc., Danbury, CT, USA).

STATISTICAL ANALYSIS

The continuous predictor variables, such as patient age and lesion size, were assessed using the Wilcoxon rank sum test for comparisons between the upgrade and non-upgrade groups. We used Fisher’s exact test and the chi-square test to examine the significance of the association between upgrade and lesion type, biopsy method, biopsy guidance, and BI-RADS category. Exact logistic regression was performed with the malignant outcomes of each lesion as the dependent variables. Adjusted odds ratios (ORs), 95% CIs, and exact p values were reported for the multivariable results. A univariable analysis was performed to compare the variables for predictors of pathologic upgrade, and variables with p values less than 0.2 (categorical variables based on type 3 p values) according to a univariable analysis were included in the multivariable analysis (26). Linear logistic regression test was performed for evaluating differences of all variables between invasive cancer and DCIS. A p value less than 0.05 was regarded as statistically significant. The data analyses were conducted using the SAS software, version 9.4 (SAS Institute Inc., Cary, NC, USA).

RESULTS

Among 9660 needle biopsies, pathologic analysis revealed 169 patients of ADH (1.7%). Subsequent surgical excision was performed in 112 patients, and 30 patients were followed up closely (stable for 56–70 months). The remaining 27 patients were excluded due to follow up loss or short term follow up period (less than 48 months). Finally, 142 patients were included. Of the 112 surgically resected cases and 30 followed up cases, 35 (24.6%) were upgraded to breast carcinoma (15 invasive ductal carcinomas, one mucinous carcinoma, and 19 DCIS). Ten were symptomatic patients and 132 were asymptomatic. Asymptomatic image-detected lesions were detected mammographically in 79 patients, sonographically in 47 patients, and via MRI in six patients. These six patients were diagnosed by staging work-up for breast cancer and biopsies were performed by US-guidance after second look US. Among the 30 followed up patients, 18 were biopsied with S-VAB with complete removal of visible calcifications, seven with US-VAB with complete removal of mass on US, and only five with US-CNB with BI-RAD 4A categorical assessment (Fig. 1).

Fig. 1. Flow chart of results of patients who underwent needle biopsy in the 9660 cases.

Fig. 1

ADH = atypical ductal hyperplasia, CNB = core needle biopsy, S-VAB = stereotactic-VAB, VAB = vacuum-assisted biopsy

The factors associated with ADH upgrade rate are demonstrated in Table 1. There was no significant difference in patient age between the upgrade and non-upgrade groups (47.8 ± 9.03 years; 47.0 ± 7.34 years, mean ± standard deviation [SD], p = 0.936). The mean lesion size of the upgrade group was significantly larger than that of the non-upgrade group (2.3 ± 1.81; 1.7 cm ± 1.73, mean ± SD, p = 0.035). The upgrade rates were significantly different according to biopsy method and biopsy guidance: US-CNB using a 14G needle (40.7%, 22/54) vs. S-VAB (16.0%, 12/75) vs. US-VAB (7.7%, 1/13) using 8–11G needle (p = 0.002) and US-guidance (34.3%, 23/67) vs. stereotactic guidance (16.0%, 12/75) (p = 0.020). Although the upgrade rate was lowest in mammographic calcifications (19.8%, 18/91), there was no significant difference in upgrade rate according to lesion type (p = 0.107). ADH was discovered most frequently when mammographic calcifications that were nonvisible or inconspicuous on US were subject to S-VAB in our study. There was no significant difference in upgrade rate according to biopsy method customized to lesion type. The upgrade rate was highest in US-CNB for calcifications (50.0%, 5/10), but there was no significant difference according to lesion type (p = 0.236). There was no upgrade when a US mass was biopsied by US-VAB (0%, 0/7). In most cases (84.5%, 120/142), the BI-RADS category of the target lesion was 4A (57.7%, 82/142) or 4B (26.8%, 38/142). There was no significant difference in upgrade rate according to BI-RADS category (p = 0.060), although the BI-RADS 4B category showed the highest (39.5%, 15/38) upgrade rate.

Table 1. Factors associated with Pathologic Upgrade Rate of Atypical Ductal Hyperplasia.

Variable n = 142 (%) Upgrade Group (n = 35, 24.6%) Non-Upgrade Group (n = 107, 75.4%) Upgrade Rate (%) p-Value
Patient age, mean ± SD 47.8 ± 9.03 47.0 ± 7.34 24.6 0.936
Target lesion size, cm, mean± SD 2.1 ± 1.86 2.3 ± 1.81 1.7 ± 1.73 24.6 0.035
Biopsy method 0.002
S-VAB 75 (52.8) 12 63 16.0
US-CNB 54 (38.0) 22 32 40.7
US-VAB 13 (9.2) 1 12 7.7
Biopsy guidance 0.020
Stereotactic guidance 75 (52.8) 12 63 16.0
US guidance 67 (47.2) 23 44 34.3
BI-RADS category
3 14 (9.9) 1 13 7.1 0.060
4A 82 (57.7) 18 64 22.0
4B 38 (26.8) 15 23 39.5
4C 8 (5.6) 1 7 12.5
Target lesion type 0.107
Mammographic calcification 91 (64.1) 18 73 19.8
Mass on US 38 (26.8) 11 27 28.9
Non-mass lesion on US 13 (9.1) 6 7 46.2
Biopsy method/target lesion type 0.236
S-VAB for calcification 75 (52.8) 12 63 16.0
US-CNB for mass 31 (21.8) 11 20 35.5
US-CNB for non-mass lesion 13 (9.2) 6 7 46.2
US-CNB for calcification 10 (7.1) 5 5 50.0
US-VAB for calcification 6 (4.2) 1 5 16.7
US-VAB for mass 7 (4.9) 0 7 0
US-VAB for non-mass lesion 0 (0) NA NA NA

BI-RADS = Breast Imaging Reporting and Data System, CNB = core needle biopsy, NA = not available, SD = standard deviation, S-VAB = stereotactic-VAB, VAB = vacuum-assisted biopsy

In univariable analysis (Table 2), biopsy method (US-CNB, p = 0.002) and lesion type (non-mass lesion on US, p = 0.045) showed statistical significance. BI-RADS category (p = 0.045) and lesion size (p = 0.086) showed p values less than 0.2 (categorical variables based on type 3 p values). Therefore, these four variables were included in the multivariable analysis. For VAB, there was no significant difference in upgrade rate between US-VAB and S-VAB, OR 0.44, 95% CI: 0.05–3.69 (p = 0.447). Only biopsy method was a significant risk factor in the multivariable analysis when these three variables were used (Table 3): US-CNB vs. S-VAB, OR 5.49, CI 2.16–13.95 (p < 0.001) (Figs. 2, 3).

Table 2. Univariable Analysis of Risk Factors for Pathologic Upgrade of Atypical Ductal Hyperplasia to Malignancy Outcome (n = 142).

Variable Odds Ratio (95% CI) Pearson Chi Square Type 3 p-Value*
Biopsy method 0.002
S-VAB 1
US-CNB 3.61 (1.59–8.21) 0.002
US-VAB 0.44 (0.05–3.69) 0.447
Biopsy guidance 0.013
US guidance 1
Stereotactic guidance 0.36 (0.16–0.81)
BI-RADS category 0.045
4A 1
3 0.27 (0.03–2.23) 0.226
4B 2.32 (1.01–5.34) 0.048
4C 0.51 (0.06–4.40) 0.539
Lesion size
Mean lesion size 1.19 (0.98–1.46) 0.086
Mammographic calcification 1
Lesion type 0.118
Mass on US 1.63 (0.68–3.89) 0.272
Non-mass lesion on US 3.43 (1.03–11.46) 0.045

*Type 3 p values are used to identify the effects of categorical variables.

BI-RADS = Breast Imaging Reporting and Data System, CI = confidence interval, CNB = core needle biopsy, S-VAB= stereotactic-VAB, VAB = vacuum-assisted biopsy

Table 3. Multivariable Analysis of Risk Factors for Pathologic Upgrade of Atypical Ductal Hyperplasia to Malignancy Outcome (n = 112).

Variable Odds Ratio (95% CI) Pearson Chi Square Type 3 p-Value
Biopsy method
S-VAB 1
US-CNB 5.49 (2.16–13.95) < 0.001 < 0.001
US-VAB 0.65 (0.07–5.90) 0.698
BI-RADS category 0.063
4A 1
3 0.24 (0.03–2.14) 0.203
4B 2.42 (0.91–6.47) 0.078
4C 0.52 (0.05–5.01) 0.569
Lesion size
Mean lesion size 1.24 (0.97–1.59) 0.084
Mammographic calcification 1
Lesion type
Mass on US 0.83 (0.19–3.61) 0.809
Non-mass lesion on US 0.68 (0.12–3.80) 0.655

Odds ratios (95% CIs) were determined with multivariable analysis (variables with p values < 0.2) of variables according to univariable analysis.

BI-RADS = Breast Imaging Reporting and Data System, CI = confidence interval, CNB = core needle biopsy, S-VAB= stereotactic-VAB, VAB = vacuum-assisted biopsy

Fig. 2. A 68-year-old female diagnosed with ADH by US-CNB using a 14G needle.

Fig. 2

A. Longitudinal B-mode US image shows a 0.6 cm ill-defined oval hypoechoic mass (arrows) in the right breast at the 9 o’clock position. The Breast Imaging Reporting and Data System category was assessed as 4A by radiologists.

B. US-CNB using a 14G needle reveals focal ADH. This small mass lesion on US was upgraded to ductal carcinoma in situ with an intermediate nuclear grade after surgical excision.

ADH = atypical ductal hyperplasia, CNB = core needle biopsy

Fig. 3. A 48-year-old female diagnosed with ADH by S-VAB using an 11G needle.

Fig. 3

A. Mediolateral oblique mammography image shows 8 cm segmental fine pleomorphic microcalcifications (arrows).

B. S-VAB was performed targeting suspicious calcifications. Subsequent surgical excision was performed with mammography-guided needle localization. The pathologic result is multifocal ADH. This calcification-dominant lesion on mammography was assessed as Breast Imaging Reporting and Data System category 4C by radiologists, but it was not upgraded after surgical excision.

ADH = atypical ductal hyperplasia, S-VAB = stereotactic-vacuum-assisted biopsy

Table 4 shows the pathologic findings of breast cancer in the upgrade group (n = 35). All 35 upgrade cases were T0 or T1 stage (< 2 cm) and consisted of 19 DCIS cases, 15 invasive ductal carcinoma cases, and one mucinous carcinoma. Axillary surgery was performed in 19 (54.3%) cases, and there was no regional lymph node metastasis. Only one of 16 invasive cancer cases (6.3%) had high nuclear grade. The majority of upgrade cases (87.5%, 14/16) was hormone receptor positive. Linear logistic regression test showed no significant differences between invasive cancer (n = 16) and DCIS (n = 19) according to all variables (p > 0.05).

Table 4. Histopathologic Results of Breast Cancer in the Upgrade Group (n = 35).

Variable No. of Patients (%)
N stage
N0* 19 (100)
T stage
DCIS 19 (54.3)
Invasive carcinoma 16 (45.7)
Tumor stage
T1mic 2 (5.7)
T1a 4 (11.4)
T1b 2 (5.7)
T1c 8 (22.9)
Nuclear grade
Low 6 (37.5)
Intermediate 9 (56.2)
High 1 (6.3)
Tumor subtype
HR-positive 14 (87.4)
HER 2-enriched 1 (6.3)
TNBC 1 (6.3)

T1mic: microinvasion ≤ 0.1 cm, T1a: tumor > 0.1 to ≤ 0.5 cm, T1b: tumor > 0.5 to ≤ 1 cm, T1c: tumor > 1 to ≤ 2 cm.

*Axillary surgery was only performed in 19 cases.

One was mucinous carcinoma.

DCIS = ductal carcinoma in situ, HER 2 = human epidermal growth factor receptor 2, HR = hormone receptor (estrogen or progesterone receptor), TNBC = triple negative breast cancer

DISCUSSION

In our study, the incidence of ADH in breast needle biopsy (1.7%) was relatively low, and asymptomatic presentation was much more common than symptomatic cases. The upgrade rate (24.6%) was similar to that reported in earlier studies (16,27,28) but considerable when compared to other studies (7.0%–45.8%) (2,3,4,5,9,10,11,12,13,14,15,16). The strongest risk factor for ADH upgrade was the biopsy method (US-CNB vs. S-VAB, p < 0.001), possibly due to the different amounts of target lesion removed between CNB and VAB. This result was similar to that of Rageth et al. (29). Although there was no difference according to lesion type, calcification was the most common presentation of ADH (64.1%, 91/142) in our study, and it could only be seen on mammography. Hence, S-VAB seems to have the lowest upgrade rate and may provide further evidence that ADH without associated calcifications requires further diagnostic steps, especially in patients diagnosed using CNB. Considering the guidance method, VAB with US-guidance is often aimed at achieving total removal of all imaging evidence on US. We believe this is because even though the numbers are small (n = 7), our study showed no pathologic upgrade when the mass on US was biopsied by US-VAB. Similarly, despite a lack of statistical significance, the upgrade rate of non-mass lesions was relatively high as 46.2% (6/13), which may be caused by the fact that all non-mass lesions were biopsied by US-CNB in our study.

As in previous reports, neither the mammographic and sonographic findings nor the final BI-RADS category were able to predict malignancy. Chae et al. (30) showed that a combined mass with microcalcifications on US was a predictive factor for breast cancer only in univariable analysis. Moreover, Mesurolle et al. (31) reported that upgrades could not be predicted using mammographic and sonographic BI-RADS features or a final BI-RADS category. Therefore, we believe that the decision of whether or not to perform surgical excision should primarily consider the biopsy method.

Although a recent study (17) justified conservative management in a selective group of patients without residual microcalcifications after S-VAB, showing a malignancy rate lower than 2%, our results showed a considerable upgrade rate (16.0% by S-VAB). Moreover, the upgrade rate of US-VAB was 7.7% in our case. We also found no upgrade when mass lesions on US were removed by US-VAB, although the number of lesions was small (n = 7). Therefore, we suggest that surgical excision should be considered because of the significant upgrade rate, except for the case of US-VAB for mass lesions. In line with our suggestion, the Second International Consensus Conference recommended that a lesion containing ADH diagnosed by CNB or VAB should undergo open surgical excision. Surveillance can be justified only in special situations after discussion at the multidisciplinary meeting (32). These recommendations were somewhat different from those of the First International Consensus Conference, in which 42% of all voting participants (27 radiologists, 2 pathologists, 2 surgeons, and 16 gynecologists) thought that surveillance was adequate for ADHs diagnosed by VAB (18).

As we have seen so far, current approaches toward better management of ADH are diverse given the potential distance between B3 lesions and associated DCIS or invasive cancer (8). Further research integrating various radiologic and clinicopathologic findings with artificial intelligence models, including machine learning, could lead to precision decision-making, reducing overtreatment.

This study has a few limitations. First, it is a single-center retrospective study that may have selection bias, and our institution is a referral center that may consequently have a lower proportion of B3 lesions including ADH than at other medical centers. Second, the upgrade rate may have been different because we included a smaller proportion of follow-up patients than surgically resected patients considering the slow natural course of DCIS. It seems difficult to conclude that there was no upgrade even if the lesions were stable for a follow-up period. Future studies with similar proportions of patients with sufficient follow-up for more than two years and surgical excision may show a more reliable upgrade rate. Another limitation was the relatively small numbers of samples and variables, especially pathological variables. Further research should consider a large number of variables, including clinicopathological and radiological variables.

In conclusion, the incidence of ADH in breast needle biopsies was low (1.7%) in our institution. Surgical excision should be considered because of the significant upgrade rate, except for the case of US-VAB for mass.

Footnotes

Author Contributions:
  • Conceptualization, H.B.
  • data curation, P.K.W., R.S.J., H.B., K.E.S., K.E.Y., C.J.S.
  • formal analysis, P.K.W., R.S.J., H.B.
  • investigation, P.K.W., R.S.J.
  • methodology, H.B. K.E.Y.
  • project administration, H.B.
  • resources, H.B.
  • software, P.K.W.
  • supervision, H.B., C.S.Y.
  • validation, H.B.
  • visualization, P.K.W., R.S.J.
  • writing—original draft, P.K.W., H.B.
  • writing—review & editing, P.K.W., H.B.

Conflicts of Interest: The authors have no potential conflicts of interest to disclose.

Funding: None

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