Abstract
To investigate the potential of computed tomography (CT) images of median palatine suture (MP) for adult age estimation in the Northern and Southwestern Chinese populations. A total of 1110 cranial CT scans from individuals aged 10–79 years, including 557 northern Chinese and 553 southwestern Chinese, were collected for analysis. After volume reformation and multiplanar reconstruction, a total of 20 slices of median palatine suture were selected from each individual. The closure of sutures was analyzed into four stages, and the cumulative scores of 20 slices were recorded as the suture closure score (SCS). The correlations between SCS and age were compared among the two Chinese populations residing in diverse geographic regions. Regression models were established for age estimation. The estimation accuracy was evaluated based on the test set. The mean absolute error (MAE) and the correlation between predicted age and chronological age were calculated to evaluate estimation accuracy. The SCS of MP exhibited a significant correlation with age (0.613, northern male; 0.678, southwestern male; 0.730, northern female; 0.704, Southwestern female; 0.662, total). Furthermore, there were statistically significant differences in SCS among different regions and sex groups (p < 0.001). The cubic regression model had the highest R2 value in all subjects, especially among Northern females and Southwestern males, while the power and quadratic regression models showed the highest R2 value in Northern males and Southwestern females, respectively. In the test set, the Northern cohort demonstrated a lower MAE (9.06 ± 7.32 years, males; 9.17 ± 5.28 years, females) compared to the Southwestern cohort (9.19 ± 7.49 years, male; 10.61 ± 6.83 years, female). Additionally, it was observed that males exhibited a lower MAE than females in both regional groups. This study demonstrated the potential utility of CT images of the MP for age estimation in Chinese populations, emphasizing the significance of incorporating regional and sex factors within this context.
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Data availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author upon reasonable request.
References
Priya E (2017) Methods of skeletal age estimation used by forensic anthropologists in adults: A review. FRCIJ 4. https://doi.org/10.15406/frcij.2017.04.00104
Márquez-Grant N (2015) An overview of age estimation in forensic anthropology: perspectives and practical considerations. Ann Hum Biol 42:308–322. https://doi.org/10.3109/03014460.2015.1048288
Franklin D (2010) Forensic age estimation in human skeletal remains: Current concepts and future directions. Leg Med 12:1–7. https://doi.org/10.1016/j.legalmed.2009.09.001
Ashley-Montagu MF (1935) The Premaxilla in the Primates. Q Rev Biol 10:181–208. https://doi.org/10.1086/394481
Mann RW, Symes SA, Bass WM (1987) Maxillary Suture Obliteration: Aging the Human Skeleton Based on Intact or Fragmentary Maxilla. J Forensic Sci 32:12337J. https://doi.org/10.1520/JFS12337J
Mann RW, Jantz RL, Bass WM, Willey PS (1991) Maxillary Suture Obliteration: A Visual Method for Estimating Skeletal Age. J Forensic Sci 36:13088J. https://doi.org/10.1520/JFS13088J
Beauthier J-P, Lefevre P, Meunier M et al (2010) Palatine Sutures as Age Indicator: A Controlled Study in the Elderly. J Forensic Sci 55:153–158. https://doi.org/10.1111/j.1556-4029.2009.01237.x
Ginter JK (2005) A Test of the Effectiveness of the Revised Maxillary Suture Obliteration Method in Estimating Adult Age at Death. J Forensic Sci 50:1–7. https://doi.org/10.1520/JFS2004520
Gruspier KL, Mullen GJ (1991) Maxillary Suture Obliteration: A Test of the Mann Method. J Forensic Sci 36:13052J. https://doi.org/10.1520/JFS13052J
Hens SM, Godde K (2020) New Approaches to Age Estimation Using Palatal Suture Fusion. J Forensic Sci 65:1406–1415. https://doi.org/10.1111/1556-4029.14485
Ruengdit S, Prasitwattanaseree S, Mekjaidee K et al (2018) Age estimation approaches using cranial suture closure: A validation study on a Thai population. J Forensic Leg Med 53:79–86. https://doi.org/10.1016/j.jflm.2017.11.009
Cappella A, Cummaudo M, Arrigoni E et al (2017) The Issue of Age Estimation in a Modern Skeletal Population: Are Even the More Modern Current Aging Methods Satisfactory for the Elderly? J Forensic Sci 62:12–17. https://doi.org/10.1111/1556-4029.13220
Sinthubua A, Theera-Umpon N, Auephanwiriyakul S (2016) New Method of Age Estimation from Maxillary Sutures Closure in a Thai Population. La Clinica Terapeutica 33–37. https://doi.org/10.7417/CT.2016.1918
Kobayashi S, Makino Y, Torimitsu S et al (2023) Age estimation by palatal suture using modified Kamijo’s method. Forensic Sci Int 348:111706. https://doi.org/10.1016/j.forsciint.2023.111706
Fan F, Tu M, Li R et al (2020) Age estimation by multidetector computed tomography of cranial sutures in Chinese male adults. Am J Phys Anthropol 171:550–558. https://doi.org/10.1002/ajpa.23998
Harth S, Obert M, Ramsthaler F et al (2009) Estimating age by assessing the ossification degree of cranial sutures with the aid of Flat-Panel-CT. Leg Med 11:S186–S189. https://doi.org/10.1016/j.legalmed.2009.01.091
Chiba F, Makino Y, Motomura A et al (2013) Age estimation by multidetector CT images of the sagittal suture. Int J Legal Med 127:1005–1011. https://doi.org/10.1007/s00414-013-0883-y
van Eijnatten M, van Dijk R, Dobbe J et al (2018) CT image segmentation methods for bone used in medical additive manufacturing. Med Eng Phys 51:6–16. https://doi.org/10.1016/j.medengphy.2017.10.008
Kobayashi S, Makino Y, Torimitsu S, et al (2023) Age estimation by evaluating median palatine suture closure using postmortem CT. Int J Legal Med. https://doi.org/10.1007/s00414-023-02994-3
Zou GY (2007) Toward using confidence intervals to compare correlations. Psychol Methods 12:399–413. https://doi.org/10.1037/1082-989X.12.4.399
Ruengdit S, Troy Case D, Mahakkanukrauh P (2020) Cranial suture closure as an age indicator: A review. Forensic Sci Int 307:110111. https://doi.org/10.1016/j.forsciint.2019.110111
Todd TW, Lyon DW (1924) Endocranial suture closure. Its progress and age relationship. Part I. —Adult males of white stock. Am J Phys Anthropol 7:325–384. https://doi.org/10.1002/ajpa.1330070320
Apostolidou C (2011) Application of the Maxillary Suture Obliteration Method For Estimating Age at Death in Greek Population. TOFORSJ 4:15–19. https://doi.org/10.2174/1874402801104010015
Gutiérrez-Tiznado P, López-Lázaro S, Fonseca GM (2023) Age estimation by evaluation of obliteration of the palatine sutures: a scoping review. Forensic Sci Med Pathol. https://doi.org/10.1007/s12024-023-00645-y
N’Guyen T, Gorse FC, Vacher C (2007) Anatomical modifications of the mid palatal suture during ageing: a radiographic study. Surg Radiol Anat 29:253–259. https://doi.org/10.1007/s00276-007-0204-6
Nikolova S, Toneva D, Georgiev I, Lazarov N (2019) Sagittal suture maturation: Morphological reorganization, relation to aging, and reliability as an age-at-death indicator. Am J Phys Anthropol 169:78–92. https://doi.org/10.1002/ajpa.23810
Akbar NJM, Shekhawat RS, Kanchan T et al (2023) Computed Tomographic Evaluation of Cranial Suture Obliteration for Age Estimation in an Indian Population. Cureus. https://doi.org/10.7759/cureus.36160
Zhang K, Dong X, Fan F, Deng Z (2016) Age estimation based on pelvic ossification using regression models from conventional radiography. Int J Legal Med 130:1143–1148. https://doi.org/10.1007/s00414-016-1383-7
Kotěrová A, Navega D, Štepanovský M et al (2018) Age estimation of adult human remains from hip bones using advanced methods. Forensic Sci Int 287:163–175. https://doi.org/10.1016/j.forsciint.2018.03.047
Zhan M, Chen X, Shi L et al (2021) Age estimation in Western Chinese adults by pulp–tooth volume ratios using cone-beam computed tomography. Aust J Forensic Sci 53:681–692. https://doi.org/10.1080/00450618.2020.1729415
Dai X, Liu A, Liu J et al (2024) Machine Learning Supported the Modified Gustafson’s Criteria for Dental Age Estimation in Southwest China. J Digit Imaging Inform med 37:611–619. https://doi.org/10.1007/s10278-023-00956-0
Liversidge HM, Smith BH, Maber M (2010) Bias and accuracy of age estimation using developing teeth in 946 children. Am J Phys Anthropol 143:545–554. https://doi.org/10.1002/ajpa.21349
Aykroyd RG, Lucy D, Pollard AM, Solheim T (1997) Technical note: Regression analysis in adult age estimation. Am J Phys Anthropol 104:259–265. https://doi.org/10.1002/(SICI)1096-8644(199710)104:2%3c259::AID-AJPA11%3e3.0.CO;2-Z
Hartnett-McCann K, Fulginiti LC, Seidel AC (2018) Adult Age-at-Death Estimation in Unknown Decedents. In: New Perspectives in Forensic Human Skeletal Identification. Elsevier, pp 65–85
Garvin HM, Passalacqua NV (2012) Current Practices by Forensic Anthropologists in Adult Skeletal Age Estimation*. J Forensic Sci 57:427–433. https://doi.org/10.1111/j.1556-4029.2011.01979.x
Wu W, Zhai G, Xu Z et al (2019) Whole-exome sequencing identified four loci influencing craniofacial morphology in northern Han Chinese. Hum Genet 138:601–611. https://doi.org/10.1007/s00439-019-02008-6
Qiao L, Yang Y, Fu P et al (2018) Genome-wide variants of Eurasian facial shape differentiation and a prospective model of DNA based face prediction. J Genet Genomics 45:419–432. https://doi.org/10.1016/j.jgg.2018.07.009
Bassed RB, Briggs C, Drummer OH (2010) Analysis of time of closure of the spheno-occipital synchondrosis using computed tomography. Forensic Sci Int 200:161–164. https://doi.org/10.1016/j.forsciint.2010.04.009
Garvin HM, Passalacqua NV, Uhl NM, et al (2012) Developments in Forensic Anthropology: Age‐at‐Death Estimation. In: Dirkmaat DC (ed) A Companion to Forensic Anthropology, 1st ed. Wiley, pp 202–223
Lottering N, MacGregor DM, Alston CL, Gregory LS (2015) Ontogeny of the spheno-occipital synchondrosis in a modern Q ueensland, A ustralian population using computed tomography. Am J Phys Anthropol 157:42–57. https://doi.org/10.1002/ajpa.22687
Funding
This study was funded by the Key Research and Development Program of Sichuan Province (No. 24ZDYF0181); the National Natural Science Foundation of China (No. 82471915); the Key Laboratory of Forensic Science and Technology at College of Sichuan Province (2024ZD04); the Natural Science Foundation of Sichuan Province (No. 2024NSFSC1517); the Opening Project of Key Laboratory of Evidence Science (China University of Political Science and Law), Ministry of Education (NO. 2024KFKT02); the National Natural Science Foundation of China (No. 81971801).
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Conceptualization: Ye Xue, Fei Fan, Yuchi Zhou, Zhenhua Deng; Methodology: Ye Xue, Fei Fan, Meng Liu, Shuai Luo, Zhenhua Deng; Formal analysis and investigation: Ye Xue, Fei Fan, Meng Liu, Shuai Luo, Huikun Yang, Yuxiao Sun, Mengjun Zhan, Peng Zhao, Zhigang Su; Writing—original draft preparation: Ye Xue; Writing—review and editing: All authors; Funding acquisition: Hong Du, Fei Fan, Mengjun Zhan, Zhenhua Deng; Resources: Hong Du, Fei Fan, Mengjun Zhan, Yuchi Zhou, Zhenhua Deng; Supervision: Fei Fan, Zhao Peng, Yuchi Zhou, Zhenhua Deng.
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Xue, Y., Fan, F., Liu, M. et al. Age estimation from median palatine suture using computed tomography reconstructed 3D images: a comparison of Northern and Southwestern Chinese populations. Int J Legal Med 139, 187–196 (2025). https://doi.org/10.1007/s00414-024-03333-w
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DOI: https://doi.org/10.1007/s00414-024-03333-w