Methods: Between January 2017 and January 2022, a total of 51 patients (41 males, 10 females; mean age: 15.5±3.5 years; range, 9 to 33 years) who underwent received minimally invasive pectus excavatum repair were retrospectively analyzed. The pre- and postoperative (after bar removal) thoracic computed tomography scans of the patients were evaluated and the mediastinal, lung, and thoracic volumes were calculated using stereological techniques.
Results: The mean pre- and postoperative Haller Index was 3.87±1.32 and 3.28±0.86, respectively. The mean preoperative lung volume-to-preoperative thoracic volume ratio was 79.52±5.15% and the mean postoperative lung volume-to-postoperative thoracic volume ratio was 78.86±6.05%. The mean preoperative mediastinal volume-to-thoracic volume ratio was 20.48±5.15%, and the mean postoperative mediastinal volume-to-thoracic volume ratio was 21.14±6.05%.
Conclusion: Our study results showed no statistically significant increase in the thoracic and mediastinal volumes calculated using stereological methods, while the Haller index values regressed in all patients. These findings suggest that while there may not be a qualitative increase in thoracic and mediastinal volume, there is a quantitative increase in the anteroposterior plane.
A comprehensive history is obtained from patients with PE, including family history. Preoperative photographs are documented while a detailed physical examination is performed.[5] Standard evaluation of patients includes chest computed tomography (CT) or magnetic resonance imaging (MRI), echocardiography (Echo), electrocardiography (ECG), pulmonary function tests, and psychological assessment.
The severity of PE is determined by the Haller Index (HI), calculated as the maximum transverse diameter of the thorax divided by the minimum anteroposterior diameter of the thorax on preoperative chest CT (Figure 1).[6] In a healthy individual, the HI value is 2.5 or less. An HI value of ≥3 indicates a deformity that may require surgical intervention. Therefore, preoperative chest CT is performed to assess the degree of cardiac compression, evaluate thoracic volume reduction, and calculate the HI value.[6,7] Preoperative Echo is also crucial for assessing valve pathologies. Conditions such as mitral valve prolapse, mitral valve insufficiency, and ventricular compression may occur.[8-10]
Surgical repair for PE can be performed using techniques described by Browne[11] and later modified by Ravitch[12] and Welch,[13] or through minimally invasive correction introduced by Nuss et al.,[14] which avoids rib cartilage resection. For patients with mild deformities who prefer non-surgical treatment or have metal allergies, vacuum bell therapy may also be an option.[15]
The primary goal of surgery is to increase the volume of the mediastinal and thoracic cavities, which contain the heart, major mediastinal vessels, and lung tissue, and to relieve the pressure on these organs.[16] Stereological methods, such as the Cavalieri principle, can be used to estimate the volume of biological structures from radiological imaging sections, providing a neutral measurement independent of external factors (e.g., respiratory movement and heart rate). Although Echo can also be used for volumetric assessment, respiratory effects, and heart rate may affect the volume measurements. In contrast, CT examinations, where breathing is suspended, improve the neutrality and reliability of stereological calculations.[17]
In the present study, we, for the first time, aimed to assess changes in the thoracic and mediastinal volumes of patients with PE who underwent minimally invasive PE repair (MIRPE) using pre-treatment and post-treatment examinations.
Demographic data, additional systemic diseases, the number and characteristics of bars and stabilizers used intraoperatively, anesthesia and surgical durations, postoperative complications, lengths of hospital stay, and bar removal times were recorded. Stereological measurements, HI, and correction index (CI) were obtained using pre- and postoperative thoracic CT scans. Preoperative HI and CI values were measured from preoperative thoracic CT scans, and postoperative HI was calculated from postoperative thoracic CT scans. Due to the novel coronavirus disease 2019 (COVID-19) pandemic, respiratory function tests could not be performed and were excluded from the evaluation.
The patients were classified according to their body mass index (BMI) as underweight (<18.5 kg/m²) or normal weight (18.5 to 24.9 kg/m²). The HI was calculated based on the formula shown in Figure 1. The CI reflects to the depth of depression of the anterior chest wall, expressed as a percentage of the chest wall depression, in patients requiring surgical correction. To calculate it, a horizontal line is drawn along the anterior edge of the spine, and two measurements are taken. The largest internal anterior-posterior distance (APmax) and the smallest internal anterior-posterior distance (APmin) between the drawn horizontal line and the most anterior part of the chest wall are measured. Therefore, the CI is calculated using the following formula: (APmax-APmin)/APmax x 100 (Figure 2).[18] ACI greater than 10% indicates PE, while a CI greater than 20% suggests a deformity that requires surgical intervention.[7,19]
Stereological calculations
Pre- and postoperative lung volumes were
calculated using stereological methods based on
the Cavalieri principle applied to thoracic CT
images. The number of tomographic slices for
each patient was sampled at ratios of 1/3 or ¼,
yielding an average of 20 slices.[17] The slice images,
saved in Digital Imaging and Communications in
Medicine (DiCOM) format, were viewed using the
free HorosTM software (The Horos Project; Purview,
MD, USA). The thickness of each slice and other
relevant information were recorded. The images
were exported as separate DiCOM files from the
software. These images were, then, opened in the
ImageJ software, which is open-source and freely
available from the National Institutes of Health,
USA. Slice sampling was performed as described
above. The surface areas of the slices were measured
automatically and semi-automatically using the
software's thresholding and manual planimetry
options. The internal boundaries of the thoracic
cavity were marked manually on the sampled slices
using the planimetry method. After marking each
slice, the software provided the surface area value
in mm2. The right and left lungs were marked
together on each slice using the thresholding
method, and their boundaries were automatically
traced with the software's magic wand tool. After
marking each slice, the software again provided the
surface area value in mm2. The obtained surface
areas were multiplied by the slice thickness and
sampling coefficient to calculate the volumes of
the thoracic cavity and lungs. The volumes were,
then, converted to cm³. The mediastinal volume was
calculated by subtracting the lung volumes from the
total thoracic cavity volume. Additionally, the lung
volume proportion was determined by dividing the
lung volume by the total thoracic cavity volume and
multiplying by 100. The volume proportion of the
mediastinum was obtained by subtracting the lung
volume proportion from 100 (Figure 2).
All calculations were performed using templates prepared in Microsoft Excel (Microsoft Corp., WA, USA). Once the data were entered into the templates, the results were generated automatically. Error coefficients for the calculated thoracic cavity and lung volumes were computed for all subjects using literature-based formulas.[20]
Figure 3. Volume calculation using stereological methods.
Statistical analysis
Statistical analysis was performed using the IBM
SPSS version 22.0 software (IBM Corp., Armonk,
NY, USA). Descriptive data were expressed in
mean ± standard deviation (SD), median (min-max)
or number and frequency, where applicable.
Differences in measurement values before and
after surgery (e.g., postoperative chest volume,
PCV-preoperative chest volume, PrCV; postoperative
lung volume/chest volume, PLV/PCV)-preoperative
lung volume/chest volume, PrLV/PCV) were
assessed according to variables such as sex, presence
of comorbidities, number of bars, and symmetryasymmetry
by using the Mann-Whitney U test. The
relationships between age, height, weight, BMI, HI,
CI, bar size, and removal times with changes in preand
postoperative measurements (e.g., PCV-PrCV,
PLV/PCV-PrLV/PCV) were determined using the
Spearman correlation analysis. Ap value of < 0.05
was considered statistically significant.
Table 1. Demographic and clinical characteristics of patients (n=51)
The pre- and postoperative measurements of chest volume, mediastinal volume, the ratio of lung volume to chest volume, the ratio of mediastinal volume to chest volume, and HI values of the patients are detailed in Table 2.
There were no statistically significant differences in pre- and postoperative measurements between male and female patients, with or without comorbidities (Marfan syndrome), based on the number of bars inserted, deformity symmetry, or the side of asymmetry (p>0.05). However, patients with multiple bars and higher preoperative HI (>3.2) showed a significant reduction in postoperative HI.
There was no statistically significant difference in pre- and postoperative measurements between underweight and normal-weight patients based on BMI status (p>0.05). However, a statistically significant difference was found in the PLH/PCV-PrLV/PrCV and postoperative mediastinal volume (PMV)/PCV-preoperative mediastinal volume (PrMV)/PrCV values based on BMI status. Specifically, the PLV/PCV-PrLV/PrCV values were lower in patients with normal BMI, whereas the PMV/PCV-PrMV/PrCV values were lower in underweight patients (p<0.05). Correlation analysis results are presented in Table 3.
The HI has been defined as the gold standard for determining the severity of PE. However, some researchers have suggested that this index may not accurately reflect the severity of PE in patients with inconsistencies in the anteroposterior and mediolateral dimensions of the chest wall.[7] In patients with asymmetric deformities, considering the rotation of the manubrium sterni, this theory may be accurate. During our study, we encountered difficulties in accurately calculating the HI in these patients.
Since the HI compares the degree of pectus deformity with the width of the chest cavity, the results may be confounded in patients with wide or narrow chests. St Peter et al.[7] defined the CIasa new tool to more accurately assess the severity of PE and the potential degree of repair. While the HI is well correlated with CI in pectus patients with standard chest wall dimensions, it is inconsistent in non-standard chests. In this study, the mean preoperative CI was 28.14±11.43, showing a strong positive correlation (r=0.838) between HI and CI. Moreover, in line with CI reflecting the potential degree of repair, a statistically significant, inverse and moderate relationship was observed between CI and postoperative/preoperative HI.
Researchers such as Welch,[13] Hümmer and Willital,[23] Backer et al.,[24] and Haller et al.[6] developed indices to measure deformity severity and/or provide a more objective comparison between pre- and postoperative periods. However, all of these measurements rely on two-dimensional images in two planes. In our study, we attempted to identify volume increases in the thoracic wall, mediastinum, and lung volumes in a three-dimensional and unbiased manner, guided by these indices. To achieve this, we used the Cavalieri principle, a stereological method, to measure volumes from CT slices that allow three-dimensional imaging of organs and structures. In this context, our study is the first in the literature.
In a study by Chu et al.,[25] the preoperative HI was the highest in the preschool age group (<6 years) with a mean of 4.5±2.0, while the mean postoperative HI was the lowest at 2.3±0.3. The change in postoperative HI showed the greatest difference (-2.2±1.9). Both males and females showed lower postoperative HI values and lower HI values after bar removal, with no statistically significant differences between the sexes. Similarly, Mortellaro et al.[26] compared pre- and postoperative HIs in 262 patients using thoracic CT scans and found no association between HI and factors such as age, surgery duration, postoperative bar infection, and length of hospital stay. A minimal correlation was observed only between HI and the development of postoperative pneumothorax. In our study, no statistically significant differences were found in the pre- and postoperative measurement values before and after surgery with respect to age or sex. Similarly, there were no statistically significant differences in measurement values before and after surgery with the presence of Marfan syndrome as a comorbidity. One possible reason for this lack of significance could be the small number of patients with Marfan syndrome (n=2).
In a study by Htut et al.[27] involving 272 patients, the relationship between BMI and HI changes following MIRPE was evaluated. They found that, after bar removal, BMI, height, and weight increased significantly in adult patients, particularly in young males and those with more severe deformities. In our study, comparisons of volume and ratio were made according to BMI status. Statistically significant differences were observed for PLV/PCV-PrLV/PrCV and PMV/PCV-PrMV/PrCV values based on BMI. In particular, the PLV/PCV-PrLV/PrCV value was lower in patients with normal BMI, whereas the PMV/PCV-PrMV/PrCV value was lower in underweight patients. This finding suggests that, in underweight patients, the mediastinal volume increased more, while in normal-weight patients, the lung volume increased more. This may be due to the greater resistance to the pushing force of the bar in patients with more extra-thoracic muscle and fat tissue.
In the current study, we evaluated the changes in thoracic and mediastinal volumes following MIRPE using stereological methods. Unlike most studies in the literature, which typically use two-dimensional imaging techniques, this study utilized three-dimensional volume measurements. The contribution of this study to the literature lies in providing a more precise assessment of the changes in thoracic and mediastinal volumes after MIRPE, allowing for a better understanding of the anatomical and functional outcomes of surgical interventions. This also represents a significant contribution to clinical practice.
One of the main limitations to our study is the difficulty in accurately calculating the HI in patients with asymmetric deformities. The single-center, retrospective design with a relatively small sample size may have also limited our ability to interpret our results with certainty and provide wider generalizations. Further multi-center, large-scale, prospective studies are needed to confirm these findings.
In conclusion, the current and most effective treatment of pectus excavatum is minimally invasive pectus excavatum repair. The primary goal of surgery is to expand the thoracic and mediastinal volumes, thereby alleviating pressure on intramediastinal and intrathoracic organs such as the heart, lungs, and major vessels and improving their functional capacities. This not only achieves the main surgical goal of cosmetic correction, but also helps prevent potential early cardiopulmonary complications in the future. Our study results showed no statistically significant increase in the thoracic and mediastinal volume values calculated using stereological methods, while the Haller index values regressed in all patients. This finding suggests that while there may not be a qualitative increase in thoracic and mediastinal volume, there is a quantitative increase in the thoracic and mediastinal volumes in the anteroposterior plane. In particular, the lateral plane volume, which is increased due to the posterior pressure of the deformity, is redistributed into the anteroposterior plane as the bar elevates the sternum. Further studies are still warranted to draw more reliable conclusions on this subject.
Acknowledgement: We would like to extend our gratitude to Prof. Bünyamin Şahin, MD for his invaluable contributions in the formation of the protocol for this article. We also thank Prof. Soner Çankaya, PhD and Assoc. Prof. Hasan Samet Abacı, PhD for their assistance in preparing the statistical data.
Data Sharing Statement: The data that support the findings of this study are available from the corresponding author upon reasonable request.
Author Contributions: Idea/concept of the study, analysis and/or interpretation, data collection and/or processing, literature review, writing the article, references and fundingg: C.İ.; Idea/ concept of the study, control/supervision, literature review, critical review, materials: M.G.P.; Control/supervision, analysis and/or interpretation, critical review, references and funding: A.B.
Conflict of Interest: The authors declared no conflicts of interest with respect to the authorship and/or publication of this article.
Funding: The authors received no financial support for the research and/or authorship of this article.
1) Sarper A. Demircan A. Konjenital göğüs duvarı anomalileri.
Göğüs cerrahisi Ankara: Sim Matbaacılık; 2003. s. 701-24.
2) Brochhausen C, Turial S, Müller FK, Schmitt VH, Coerdt
W, Wihlm JM, et al. Pectus excavatum: History, hypotheses
and treatment options. Interact Cardiovasc Thorac Surg
2012;14:801-6. doi: 10.1093/icvts/ivs045.
3) Sonaglioni A, Nicolosi GL, Trevisan R, Lombardo M, Grasso
E, Gensini GF, et al. The influence of pectus excavatum
on cardiac kinetics and function in otherwise healthy
individuals: A systematic review. Int J Cardiol 2023;381:135-44. doi: 10.1016/j.ijcard.2023.03.058.
4) Hedesz P, Taras A, Wo?niak K, Gardian-Baj M, Jung M, Jung
M, et al. Pectus excavatum: A review of current treatment
possibilities. J Educ Health Sport 2024;57:140-53.
5) Goretsky MJ, Kelly RE Jr, Croitoru D, Nuss D. Chest
wall anomalies: pectus excavatum and pectus carinatum.
Adolesc Med Clin 2004;15:455-71. doi: 10.1016/j.
admecli.2004.06.002.
6) Haller JA Jr, Kramer SS, Lietman SA. Use of CT scans
in selection of patients for pectus excavatum surgery:
A preliminary report. J Pediatr Surg 1987;22:904-6. doi:10.1016/s0022-3468(87)80585-7.
7) St Peter SD, Juang D, Garey CL, Laituri CA, Ostlie DJ,
Sharp RJ, et al. A novel measure for pectus excavatum:
The correction index. J Pediatr Surg 2011;46:2270-3. doi:10.1016/j.jpedsurg.2011.09.009.
8) Colombani PM. Preoperative assessment of chest wall
deformities. Semin Thorac Cardiovasc Surg 2009;21:58-63.
doi: 10.1053/j.semtcvs.2009.04.003.
9) Kubiak R, Habelt S, Hammer J, Häcker FM, Mayr J, Bielek
J. Pulmonary function following completion of Minimally
Invasive Repair for Pectus Excavatum (MIRPE). Eur J
Pediatr Surg 2007;17:255-60. doi: 10.1055/s-2007-965060.
10) Coln E, Carrasco J, Coln D. Demonstrating relief of cardiac
compression with the Nuss minimally invasive repair
for pectus excavatum. J Pediatr Surg 2006;41:683-6. doi:10.1016/j.jpedsurg.2005.12.009.
11) Brown AL. Pectus excavatum (funnel chest): anatomic
basis; surgical treatment of the incipient stage in infancy;
and correction of the deformity in the fully developed stage.
J Thorac Surg 1939;9:164-84.
12) Ravitch MM. The operative treatment of pectus excavatum.
Ann Surg 1949;129:429-44. doi: 10.1097/00000658-
194904000-00002.
13) Welch KJ. Satisfactory surgical correction of pectus
excavatum deformity in childhood; a limited opportunity. J
Thorac Surg 1958;36:697-713.
14) Nuss D, Kelly RE Jr, Croitoru DP, Katz ME. A 10-year
review of a minimally invasive technique for the correction
of pectus excavatum. J Pediatr Surg 1998;33:545-52. doi:10.1016/s0022-3468(98)90314-1.
15) Haecker FM, Sesia S. Vacuum bell therapy. Ann Cardiothorac
Surg 2016;5:440-9. doi: 10.21037/acs.2016.06.06.
16) Malek MH, Berger DE, Housh TJ, Marelich WD, Coburn JW,
Beck TW. Cardiovascular function following surgical repair
of pectus excavatum: A metaanalysis. Chest 2006;130:506-16. doi: 10.1378/chest.130.2.506.
17) Büyükkarabacak Y, Gürz S, Pirzirenli M, Taslak Şengül
A, Başoğlu A, Şahin B. Quantitative assessment of the
posttreatment lung volume changes in patients with flail
chest on computed chest tomography images. J Exp Clin Med
2021;38:132-7.
18) Rodríguez-Granillo GA, Martínez-Ferro M, Capuñay C,
Bellia-Munzón G, Deviggiano A, Raggio I, et al. Preoperative
multimodality imaging of pectus excavatum: State of
the art review and call for standardization. Eur J Radiol
2019;117:140-8. doi: 10.1016/j.ejrad.2019.06.014.
19) Guillot MS, Rouchaud A, Mounayer C, Tricard J, Belgacem A,
Auditeau E, et al. 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;33:110-8. doi:10.1093/icvts/ivab036.
20) Sahin B, Ergur H. Assessment of the optimum section
thickness for the estimation of liver volume using
magnetic resonance images: A stereological gold standard
study. Eur J Radiol 2006;57:96-101. doi: 10.1016/j.
ejrad.2005.07.006.
21) Li H, Wang F, Ji G, Teng J, Liang X, Liang X, et al. Modified
Nuss procedure for the treatment of pectus excavatum:
Experience of 259 patients. Asian J Surg 2023;46:692-7. doi:10.1016/j.asjsur.2022.06.080.
22) Kuyama H, Uemura S, Yoshida A. Recurrence of pectus
excavatum in long-term follow-up after the Nuss procedure
in young children based on the radiographic Haller
index. J Pediatr Surg 2020;55:2699-702. doi: 10.1016/j.
jpedsurg.2020.05.005.
23) Hümmer HP, Willital GH. Morphologic findings of chest
deformities in children corresponding to the Willital-
Hümmer classification. J Pediatr Surg 1984;19:562-6. doi:10.1016/s0022-3468(84)80104-9.
24) Backer OG, Brunner S, Larsen V. The surgical treatment of
funnel chest. Initial and follow-up results. Acta Chir Scand
1961;121:253-61.
25) Chu CC, Chang JW, Yang HH, Kuo FC, Tsai HL. Outcomes
of the Nuss procedure in children with pectus excavatum: 14
Years of experience. J Chin Med Assoc 2024;87:314-9. doi:10.1097/JCMA.0000000000001054.