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166                       Ezenekwe et al. | Journal of Clinical and Translational Research 2024; 10(2): 165-171
        while a small number of cases are caused by multiglandular disease   There are other factors that might inform a provider’s decision
        (MGD) (10%), or even more rarely parathyroid carcinoma [2].   on the selection of imaging modality. For example, despite the
        PHPT may present asymptomatically or with a myriad of adverse   low  costs  involved,  ultrasounds  provide  poor  imaging  results
        symptoms, classically including renal, cognitive, and/or skeletal   for  obese  patients  and  have  low  sensitivity,  and  the  quality  of
        abnormalities [3].                                      imaging findings is dependent on the technologist’s expertise [11].
          Overall,  PHPT  is  the  third  most  common  endocrine  disorder   Comparatively,  4D-CTs,  similarly  to  sestamibi,  expose  patients
        following diabetes and thyroid disorders [4], thus making it a research   to  ionizing  radiation,  involve  higher  upfront  costs,  and  require
        area  of  significant  importance,  holding  promise  for  improvement   specific radiologist expertise for interpretation.
        of treatment and quality of life. At present, parathyroidectomy is   To avoid the invasive path of BNE surgery, there is growing
        the only curative treatment of PHPT and is recommended in all   interest in developing the ability of 4D-CT to identify and localize
        patients with symptoms [5]. The two common surgical approaches   parathyroid  adenomas.  By exploring  the  depth  of potential  of
        to parathyroidectomy are a bilateral neck exploration (BNE) and   4D-CT, it is possible to improve clinical outcomes by providing
        a  unilateral  minimally  invasive  parathyroidectomy  (MIP)  [2]. In   the  necessary  accurate  pre-operative  localization  to  allow  for
        recent  years,  the  surgical  approach  has  widely  changed  in  favor   MIP. Thus,  4D-CT  texture  analysis  has  arisen  as  a  particularly
        of MIP as this technique results in reduced surgical times, shorter   promising methodology  to non-invasively identify  parathyroid
        hospital stays, decreased cost, improved cosmetic appearance, and   adenomas.  For  this  reason,  the  purpose  of  this  study  is  to
        reduced post-operative fibrosis of the neck, which is beneficial in the   correlate 4D-CT radiomic data to pathology-proven parathyroid
        case of repeat surgery [1,6]. However, not all patients are candidates   adenomas to identify and quantitate  select texture features that
        for this surgical approach. For example, in the case of MGD when   predict parathyroid adenomas with a high degree of confidence.
        all four glands may be involved, BNE is generally indicated [1]. This   Ultimately, this study aims to improve the reliability of parathyroid
        procedure involves a surgically intricate and demanding exploration   adenoma detection using quantitative CT imaging analysis [2,12].
        of the delicate neck tissue to examine all four parathyroid glands.
          Given the shortcomings and complexities of BNE, MIP is the   2. Methods
        preferred  approach.  Proceeding  with  MIP  requires  high-level,   2.1. Subjects
        detailed imaging of the neck anatomy before surgery. At present,
        sestamibi  and/or  ultrasound  are  the  most  common  modalities   A total of 144 subjects with a history of a parathyroidectomy
        used  for  localization  [7] but there is no universal protocol   procedure for the removal of parathyroid adenoma between 2013
        for pre-operative  imaging.  The  modality  used for imaging  is   and  2023  were  selected  for  this  study  through  a  search  of  our
        typically based on the surgeon’s and radiologist’s preferences and   institution’s database  using mPower. Patients who received  the
        knowledge. However, findings from past studies have underscored   final  pathological  diagnosis  of  parathyroid  adenoma,  based  on
        the importance of using specific imaging modalities according to   intraoperative  pathology-proven  results  of  frozen  section,  were
        the actual clinical scenarios. A comprehensive meta-analysis of   recruited. In addition, only subjects who received a 4D-CT scan of
        patients using sestamibi SPECT/CT as a first-line approach for   the neck for pre-operative detection and localization of parathyroid
        pre-operative imaging has shown a significantly low sensitivity   adenoma were selected.  Patients who had undergone a single
        and  specificity  of  65%  and  80%,  respectively,  when  compared   parathyroidectomy as well as multiple gland parathyroidectomy
        to  4D-CT  with  a  sensitivity  and  specificity  of  81%  and  89%,   were  selected.  Cases  with  unsuccessful  parathyroidectomy,
        respectively [8]. In addition, past studies have shown that 4D-CTs   negative findings, inaccurate localization of parathyroid adenoma
        have a concordance rate with intraoperative pathology results of   on  4D-CT,  thyroidectomy  before  preoperative  4D-CT,  or
        87%, which surpasses sestamibi and ultrasound with concordance   unavailable pathology results were excluded. Fifty eligible cases
        rates of 26.9% and 26.1%, respectively [9]. The high concordance   were identified, of which 20 were randomly selected for inclusion.
        rate of 4D-CTs with intraoperative pathology findings highlights   Figure 1 shows the flow chart of this study featuring the inclusion
        its increasing potential in PHPT detection because inaccurate pre-  criteria. This study was approved by the institutional review board
        operative localization necessitates exploration of all parathyroid   at the University of Chicago.
        glands,  triggering  a  shift  of  surgical  approach  from  MIP  to   2.2. Image analysis
        BNE.  This  data  accords  with  recent  studies  showing  that  the
        mean number of glands explored during parathyroidectomy was   The  25-second  arterial  phase  of  each  patient’s  4D-CT  neck
        significantly  lower  for  patients  who  received  a  4D-CT  when   scan  (kVp:  120;  mAs:  200;  slice  thickness:  3  mm)  was  used
        compared to patients who were subjected to only nuclear imaging   for analysis. Three anatomical structures (carotid artery, jugular
        studies [10]. In the past, only difficult cases such as those with   vein,  and  thyroid  gland)  were  chosen  to  differentiate  from  the
        negative or discordant ultrasound and sestamibi scans or failed   parathyroid adenoma. An axial section of the 25-second arterial
        surgery called for the use of 4D-CT scans [11], but with recent   phases containing the largest area of each of the four structures
        findings of the superior efficacy of 4D-CTs, some medical centers   was  selected.  Segmentation  of  the  carotid  artery,  jugular  vein,
        have found success transitioning to a new protocol warranting a   thyroid, and parathyroid adenoma was completed on the selected
        4D-CT in replacement of sestamibi in the case of an inconclusive   axial series of each patient using the 3D Slicer image computing
        ultrasound finding [10].                                platform.  Figure  2 displays a representative  resultant  image
                                                DOI: https://doi.org/10.36922/jctr.23.00112
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