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Carter M, Hua R, Pitt JB, Zeineddin S, Perez A, Sands L, Kujawa S, Lehane A, Stake C, Reynolds M, Abdullah F, Goldstein SD. Utility of White Light Scanning as an Alternative to Computed Tomography to Evaluate Severity of Pectus Excavatum Deformity. J Pediatr Surg 2024; 59:1694-1702. [PMID: 38772759 DOI: 10.1016/j.jpedsurg.2024.04.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 04/15/2024] [Accepted: 04/23/2024] [Indexed: 05/23/2024]
Abstract
BACKGROUND Pectus excavatum (PE) severity and surgical candidacy are determined by computed tomography (CT)-delineated Haller Index (HI) and Correction Index (CI). White light scanning (WLS) has been proposed as a non-ionizing alternative. The purpose of this retrospective study is to create models to determine PE severity using WLS as a non-ionizing alternative to CT. METHODS Between November 2015 and February 2023, CT and WLS were performed for children ≤18 years undergoing evaluation at a high-volume, chest-wall deformity clinic. Separate quadratic discriminate analysis models were developed to predict CT HI ≥ 3.25 and CT CI ≥ 28% indicating surgical candidacy. Two bootstrap forest models were trained on WLS measurements and patient demographics to predict CT HI and CT CI values then compared to actual index values by intraclass correlation coefficient (ICC). RESULTS In total, 242 patients were enrolled (86.4% male, mean [SD] age 15.2 [1.3] years). Quadratic discriminate analysis models predicted CT HI ≥ 3.25 with specificity = 91.7%, PPV = 97.7% (AUC = 0.91), and CT CI ≥ 28% with specificity = 92.3%, PPV = 93.5% (AUC = 0.84). Bootstrap forest model predicted CT HI with training dataset ICC (95% CI) = 0.91 (0.88-0.93, R2 = 0.85) and test dataset ICC (95% CI) = 0.86 (0.71-0.94, R2 = 0.77). For CT CI, training dataset ICC (95% CI) = 0.91 (0.81-0.93, R2 = 0.86) and test dataset ICC (95% CI) = 0.75 (0.50-0.88, R2 = 0.63). CONCLUSIONS Using noninvasive and nonionizing WLS imaging, we can predict PE severity at surgical threshold with high specificity obviating the need for CT. Furthermore, we can predict actual CT HI and CI with moderate-excellent reliability. We anticipate this point-of-care tool to obviate the need for most cross-sectional imaging during surgical evaluation of PE. LEVEL OF EVIDENCE Level III. STUDY TYPE Study of Diagnostic Test.
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Affiliation(s)
- Michela Carter
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States.
| | - Rui Hua
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States; Shirley Ryan AbilityLab, Chicago, IL, United States
| | - J Benjamin Pitt
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
| | - Suhail Zeineddin
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
| | - Amparo Perez
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
| | - Laurie Sands
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
| | - Suzanne Kujawa
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
| | - Alison Lehane
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
| | - Christine Stake
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
| | - Marleta Reynolds
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
| | - Fizan Abdullah
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
| | - Seth D Goldstein
- Division of Pediatric Surgery, Department of Surgery, Northwestern University's Feinberg School of Medicine, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, United States
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Daemen JHT, Coorens NA, Hulsewé KWE, Maal TJJ, Maessen JG, Vissers YLJ, de Loos ER. Three-dimensional Surface Imaging for Clinical Decision Making in Pectus Excavatum. Semin Thorac Cardiovasc Surg 2021; 34:1364-1373. [PMID: 34380079 DOI: 10.1053/j.semtcvs.2021.08.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Accepted: 08/02/2021] [Indexed: 12/27/2022]
Abstract
To evaluate pectus excavatum, 3-dimensional surface imaging is a promising radiation-free alternative to computed tomography and plain radiographs. Given that 3-dimensional images concern the external surface, the conventional Haller index, and correction index are not applicable as these are based on internal diameters. Therefore, external equivalents have been introduced for 3-dimensional images. However, cut-off values to help determine surgical candidacy using external indices are lacking. A prospective cohort study was conducted. Consecutive patients referred for suspected pectus excavatum received a computed tomography (≥18 years) or plain radiographs (<18 years). The external Haller index and external correction index were calculated from additionally acquired 3-dimensional images. Cut-off values for the 3-dimensional image derived indices were obtained by receiver-operating characteristic curve analyses, using a conventional Haller index ≥3.25, and computed tomography derived correction index ≥28.0% as indicative for surgery. Sixty-one and 63 patients were included in the computed tomography and radiograph group, respectively. To determine potential surgical candidacy, receiver-operating characteristic analyses found an optimum cut-off of ≥1.83 for the external Haller index in both the computed tomography and radiograph group with a positive predictive value between 0.90 and 0.97 and a negative predictive value between 0.72 and 0.81. The optimal cut-off for the external correction index was ≥15.2% with a positive predictive value of 0.86 and negative predictive value of 0.93. The 3-dimensional image derived external Haller index and external correction index are accurate radiation-free alternatives to facilitate surgical decision-making among patients suspected of pectus excavatum with values of ≥1.83 and ≥15.2% indicative for surgery.
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Affiliation(s)
- Jean H T Daemen
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Center, Heerlen, the Netherlands; Faculty of Health, Medicine and Life Sciences (FHML), School for Oncology and Developmental Biology (GROW), Maastricht, the Netherlands
| | - Nadine A Coorens
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Center, Heerlen, the Netherlands
| | - Karel W E Hulsewé
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Center, Heerlen, the Netherlands
| | - Thomas J J Maal
- 3D Lab, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Jos G Maessen
- Department of Cardiothoracic Surgery, Maastricht University Medical Center, Maastricht, the Netherlands; Faculty of Health, Medicine and Life Sciences (FHML), Cardiovascular Research Institute Maastricht (CARIM), Maastricht, the Netherlands
| | - Yvonne L J Vissers
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Center, Heerlen, the Netherlands
| | - Erik R de Loos
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Center, Heerlen, the Netherlands.
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Guillot MS, Rouchaud A, Mounayer C, Tricard J, Belgacem A, Auditeau E, Omraam O, Fourcade L, Ballouhey Q. X-ray-free protocol for pectus deformities based on magnetic resonance imaging and a low-cost portable three-dimensional scanning device: a preliminary study. Interact Cardiovasc Thorac Surg 2021; 33:110-118. [PMID: 33657219 DOI: 10.1093/icvts/ivab036] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 12/01/2020] [Accepted: 01/10/2021] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVES To compare a standard protocol using chest computed tomography (CT) to a non-irradiant protocol involving a low-cost portable 3D scanner and magnetic resonance imaging (MRI) for all pectus deformities based on the Haller index (HI). METHODS From April 2019 to March 2020, all children treated for pectus excavatum or carinatum at our institution were evaluated by chest CT, 3D scanning (iPad with Structure Sensor and Captevia-Rodin4D) and MRI. The main objectives were to compare the HI determined by CT or MRI to a derived index evaluated with 3D scanning, the external Haller index (EHI). The secondary objectives were to assess the inter-rater variability and the concordance between CT and MRI for the HI and the correction index. RESULTS Eleven patients were evaluated. We identified a strong correlation between the HI with MRI and the EHI (Pearson correlation coefficient = 0.900; P < 0.001), with a strong concordance between a radiologist and a non-radiologist using intra-class correlation for the HI with MRI (intra-class correlation coefficient = 0.995; [0.983; 0.999]) and the EHI (intra-class correlation coefficient = 0.978; [0.823; 0.995]). We also identified a marked correlation between the HI with CT and the EHI (Pearson coefficient = 0.855; P = 0.002), with a strong inter-rater concordance (intra-class correlation coefficient = 0.975; [0.901; 0.993]), a reliable concordance between CT and MRI for the HI and the correction index (Pearson coefficient = 0.886; P = 0.033). CONCLUSIONS Non-irradiant pectus deformity assessment is possible in clinical practice, replacing CT with MRI and 3D scanning as a possible readily-accessible monitoring tool.
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Affiliation(s)
| | - Aymeric Rouchaud
- Department of Radiology, Limoges University Hospital, Limoges, France
| | - Charbel Mounayer
- Department of Radiology, Limoges University Hospital, Limoges, France
| | - Jérémy Tricard
- Department of Thoracic Surgery, Limoges University Hospital, Limoges, France
| | - Alexis Belgacem
- Department of Pediatric Surgery, Limoges University Hospital, Limoges, France
| | - Emilie Auditeau
- INSERM, Limoges University Hospital, IRD, U1094 Tropical Neuroepidemiology, Institute of Epidemiology and Tropical Neurology, GEIST, Limoges, France.,Department of Epidemiology, Limoges University Hospital, Limoges, France
| | - Olivier Omraam
- INSERM, Limoges University Hospital, IRD, U1094 Tropical Neuroepidemiology, Institute of Epidemiology and Tropical Neurology, GEIST, Limoges, France.,Department of Epidemiology, Limoges University Hospital, Limoges, France
| | - Laurent Fourcade
- Department of Pediatric Surgery, Limoges University Hospital, Limoges, France
| | - Quentin Ballouhey
- Department of Pediatric Surgery, Limoges University Hospital, Limoges, France
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Servi M, Furferi R, Santerelli C, Uccheddu F, Volpe Y, Ghionzoli M, Messineo A. Outpatient monitoring of Pectus Excavatum: a Neural Network-based approach. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2020; 2020:5388-5393. [PMID: 33019199 DOI: 10.1109/embc44109.2020.9176494] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Pectus Excavatum (PE) is a congenital anomaly of the ribcage, at the level of the sterno-costal plane, which consists of an inward angle of the sternum, in the direction of the spine. PE is the most common of all thoracic malformations, with an incidence of 1 in 300-400 people. To monitor the progress of the pathology, severity indices, or thoracic indices, have been used over the years. Among these indices, recent studies focus on the calculation of optical measures, calculated on the optical scan of the patient's chest, which can be very accurate without exposing the patient to invasive treatments such as CT scans. In this work, data from a sample of PE patients and corresponding doctors' severity assessments have been collected and used to create a decision tool to automatically assign a severity value to the patient. The idea is to provide the physician with an objective and easy to use measuring instrument that can be exploited in an outpatient clinic context. Among several classification tools, a Probabilistic Neural Network was chosen for this task for its simple structure and learning mode.
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The effectiveness of double-bar correction for pectus excavatum: A comparison between the parallel bar and cross-bar techniques. PLoS One 2020; 15:e0238539. [PMID: 32941460 PMCID: PMC7498055 DOI: 10.1371/journal.pone.0238539] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Accepted: 08/18/2020] [Indexed: 11/19/2022] Open
Abstract
Purpose To compare the effectiveness between parallel bar and cross-bar techniques for treating pectus excavatum. Methods A total of 80 patients who underwent parallel bar insertion (group 1) or cross-bar insertion (group 2) were evaluated retrospectively. From the pre- and post-operative chest CT images, vertebral-level-specific pectus indices were defined as the ratio of the maximum transverse diameter to the anteroposterior diameter of the thoracic cavity at a specific vertebral level and measured at 3 levels up (3Up-PI, 2Up-PI, 1Up-PI) and 1 vertebral level down (1Down-PI) from the narrowest point. The effectiveness of double-bar correction was compared between the 2 groups using postoperative vertebral level-specific pectus index changes. Results A total of 44 patients were enrolled in group 1, and 36 patients were enrolled in group 2. Preoperative pectus index values were not different between the 2 groups (4.5 ± 1.0 vs. 4.9 ± 1.5, P = 0.135). After double-bar correction, pectus index significantly decreased in both groups. There were no differences in postoperative pectus indices between the 2 groups (2.7 ± 0.4 vs. 2.6 ± 0.3, P = 0.197). Postoperative changes in 3Up-PI, 2Up-PI, and 1Up-PI were not significantly different between the 2 groups (P > 0.05). However, postoperative changes at the narrowest level and at 1Down-PI were significantly greater in group 2 than in group 1 (1.78 ± 0.85 vs. 2.32 ± 1.44, P = 0.009; 1.21 ± 0.70 vs. 1.70 ± 1.20, P = 0.009, respectively). Conclusions Double-bar correction appears to be effective for treating pectus excavatum. The cross-bar insertion technique might be superior to the parallel bar insertion technique for correcting a wider range of deformities, especially at the lower part of the depression.
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Daemen JHT, Loonen TGJ, Coorens NA, Maessen JG, Maal TJJ, Hulsewé KWE, Vissers YLJ, de Loos ER. Photographic documentation and severity quantification of pectus excavatum through three-dimensional optical surface imaging. J Vis Commun Med 2020; 43:190-197. [DOI: 10.1080/17453054.2020.1784711] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- Jean H. T. Daemen
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, The Netherlands
- Faculty of Health, Medicine and Life Sciences (FHML), School for Oncology and Developmental Biology (GROW), Maastricht, The Netherlands
| | - Tom G. J. Loonen
- 3D Lab Radboudumc, Radboud University Medical Centre, Nijmegen, The Netherlands
| | - Nadine A. Coorens
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, The Netherlands
| | - Jos G. Maessen
- Department of Cardiothoracic Surgery, Maastricht University Medical Centre, Maastricht, The Netherlands
- Faculty of Health, Medicine and Life Sciences (FHML), Cardiovascular Research Institute Maastricht (CARIM), Maastricht, The Netherlands
| | - Thomas J. J. Maal
- 3D Lab Radboudumc, Radboud University Medical Centre, Nijmegen, The Netherlands
| | - Karel W. E. Hulsewé
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, The Netherlands
| | - Yvonne L. J. Vissers
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, The Netherlands
| | - Erik R. de Loos
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, The Netherlands
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Daemen JHT, Loonen TGJ, Lozekoot PWJ, Maessen JG, Maal TJJ, Hulsewé KWE, Vissers YLJ, de Loos ER. Optical imaging versus CT and plain radiography to quantify pectus severity: a systematic review and meta-analysis. J Thorac Dis 2020; 12:1475-1487. [PMID: 32395285 PMCID: PMC7212142 DOI: 10.21037/jtd.2020.02.31] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Background Computed tomography (CT) and two-view chest radiographies are the most commonly used imaging techniques to quantify the severity of pectus excavatum (PE) and pectus carinatum (PC). Both modalities expose patients to ionizing radiation that should ideally be avoided, especially in pediatric patients. In an effort to diminish this exposure, three-dimensional (3D) optical surface imaging has recently been proposed as an alternative method. To assess its clinical value as a tool to determine pectus severity we conducted a systematic review in which we assessed all studies that compared 3D scan-based pectus severity measurements with those derived from CT-scans and radiographies. Methods Six scientific databases and three registries were searched through April 30th, 2019. Data regarding the correlation between severity measures was extracted and submitted to meta-analysis using the random-effects model and I2-test for heterogeneity. Results Five observational studies were included, enrolling 75 participants in total. Pooled analysis of participants with PE demonstrated a high positive correlation coefficient of 0.89 [95% confidence interval (CI): 0.81 to 0.93; P<0.001] between the CT-derived Haller index (HI) and its 3D scan equivalent based on external measures. No heterogeneity was detected (I2=0.00%; P=0.834). Conclusions 3D optical surface scanning is an attractive and promising imaging technique to determine the severity of PE without exposure to ionizing radiation. However, further research is needed to determine novel cut-off values for 3D scans to facilitate clinical decision making and help determine surgical candidacy. No evidence was found that supports nor discards the use of 3D scans to determine PC severity.
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Affiliation(s)
- Jean H T Daemen
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, the Netherlands
| | - Tom G J Loonen
- 3D Lab Radboudumc, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Pieter W J Lozekoot
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, the Netherlands
| | - Jos G Maessen
- Department of Cardiothoracic Surgery, Maastricht University Medical Centre, Maastricht, the Netherlands.,Faculty of Health, Medicine and Life Sciences (FHML), Cardiovascular Research Institute Maastricht (CARIM), Maastricht, the Netherlands
| | - Thomas J J Maal
- 3D Lab Radboudumc, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Karel W E Hulsewé
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, the Netherlands
| | - Yvonne L J Vissers
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, the Netherlands
| | - Erik R de Loos
- Department of Surgery, Division of General Thoracic Surgery, Zuyderland Medical Centre, Heerlen, the Netherlands
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Wada H, Kimura M, Shirahama R, Ikeda A, Gozal D, Tanigawa T. Pectus excavatum is associated with sleep-related breathing disorders in children. Eur Respir J 2019; 54:13993003.00524-2019. [DOI: 10.1183/13993003.00524-2019] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Accepted: 06/17/2019] [Indexed: 11/05/2022]
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