Inge-Lore Ruiz-Arana, Victor Lechanteur, Kanetee Busiah, Thérèse Bouthors, Maria-Christina Antoniou, Sophie Stoppa-Vaucher, Martina Ruspa, Leonor Alamo, Michael Hauschild
{"title":"BoneXpert和IB-Lab-PANDA自动骨龄评估在生长和青春期障碍儿童中的比较","authors":"Inge-Lore Ruiz-Arana, Victor Lechanteur, Kanetee Busiah, Thérèse Bouthors, Maria-Christina Antoniou, Sophie Stoppa-Vaucher, Martina Ruspa, Leonor Alamo, Michael Hauschild","doi":"10.1210/jendso/bvaf122","DOIUrl":null,"url":null,"abstract":"<p><strong>Context: </strong>Bone age (BA) evaluation in children presenting growth problems is time-consuming. Artificial intelligence (AI) BA assessment programs are increasingly used. However, agreement between different commercially available methods in the same population, or possible age-, puberty- or sex-related differences have not been sufficiently evaluated.</p><p><strong>Methods: </strong>BA assessment of 521 left hand radiographs of patients aged 2-19 years with IB-lab-PANDA® and BoneXpert® were compared. Of the 521 radiographs, 213 were compared to the Greulich-Pyle (GP) reference. We analyzed gender, age, diagnosis, body mass index (BMI) and puberty categories. Accuracy was calculated as mean-absolute-deviation (MAD) and root-mean-square-error (RMSE).</p><p><strong>Results: </strong>MAD was 0.61 years and the RMSE 0.83 years between BoneXpert and IB-lab-PANDA, with poor agreement in girls over 14 years (MAD 1.18 years).Compared to the manual rating, both methods showed a positive bias in boys (0.28 years BoneXpert vs 0.51 years IB-lab-PANDA) and in children with pathologies associated with BA delay (BoneXpert 0.18 years vs IB-lab-PANDA 0.35 years). IB-lab-PANDA underestimated BA in girls after 14 years (-0.67 years). IB-lab-PANDA had a MAD of 0.64 years and RMSE of 0.85 years compared to manual assessment, whereas BoneXpert had a MAD of 0.63 years and RMSE of 0.82 years.BoneXpert was significantly more accurate than IB-lab-PANDA in prepubertal children (MAD 0.7 vs 0.83 years; <i>P</i> = .027).</p><p><strong>Conclusion: </strong>The direct agreement between IB-lab-PANDA® and BoneXpert® falls within human inter-rater variability. Their agreement on manual BA determination is equivalent except in prepubertal children, where BoneXpert seems more accurate. Both are fast, valuable tools for determining BA accurately and efficiently.</p>","PeriodicalId":17334,"journal":{"name":"Journal of the Endocrine Society","volume":"9 9","pages":"bvaf122"},"PeriodicalIF":3.1000,"publicationDate":"2025-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12375918/pdf/","citationCount":"0","resultStr":"{\"title\":\"Comparison of BoneXpert and IB-Lab-PANDA automated Bone Age Evaluation in Children With Growth and Puberty Disorders.\",\"authors\":\"Inge-Lore Ruiz-Arana, Victor Lechanteur, Kanetee Busiah, Thérèse Bouthors, Maria-Christina Antoniou, Sophie Stoppa-Vaucher, Martina Ruspa, Leonor Alamo, Michael Hauschild\",\"doi\":\"10.1210/jendso/bvaf122\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Context: </strong>Bone age (BA) evaluation in children presenting growth problems is time-consuming. Artificial intelligence (AI) BA assessment programs are increasingly used. However, agreement between different commercially available methods in the same population, or possible age-, puberty- or sex-related differences have not been sufficiently evaluated.</p><p><strong>Methods: </strong>BA assessment of 521 left hand radiographs of patients aged 2-19 years with IB-lab-PANDA® and BoneXpert® were compared. Of the 521 radiographs, 213 were compared to the Greulich-Pyle (GP) reference. We analyzed gender, age, diagnosis, body mass index (BMI) and puberty categories. Accuracy was calculated as mean-absolute-deviation (MAD) and root-mean-square-error (RMSE).</p><p><strong>Results: </strong>MAD was 0.61 years and the RMSE 0.83 years between BoneXpert and IB-lab-PANDA, with poor agreement in girls over 14 years (MAD 1.18 years).Compared to the manual rating, both methods showed a positive bias in boys (0.28 years BoneXpert vs 0.51 years IB-lab-PANDA) and in children with pathologies associated with BA delay (BoneXpert 0.18 years vs IB-lab-PANDA 0.35 years). IB-lab-PANDA underestimated BA in girls after 14 years (-0.67 years). IB-lab-PANDA had a MAD of 0.64 years and RMSE of 0.85 years compared to manual assessment, whereas BoneXpert had a MAD of 0.63 years and RMSE of 0.82 years.BoneXpert was significantly more accurate than IB-lab-PANDA in prepubertal children (MAD 0.7 vs 0.83 years; <i>P</i> = .027).</p><p><strong>Conclusion: </strong>The direct agreement between IB-lab-PANDA® and BoneXpert® falls within human inter-rater variability. Their agreement on manual BA determination is equivalent except in prepubertal children, where BoneXpert seems more accurate. Both are fast, valuable tools for determining BA accurately and efficiently.</p>\",\"PeriodicalId\":17334,\"journal\":{\"name\":\"Journal of the Endocrine Society\",\"volume\":\"9 9\",\"pages\":\"bvaf122\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2025-07-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12375918/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of the Endocrine Society\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1210/jendso/bvaf122\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/9/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"ENDOCRINOLOGY & METABOLISM\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of the Endocrine Society","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1210/jendso/bvaf122","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/9/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
引用次数: 0
摘要
背景:对出现生长问题的儿童进行骨龄(BA)评估是非常耗时的。人工智能(AI) BA评估程序的使用越来越多。然而,在同一人群中,不同商业上可用的方法之间的一致性,或可能与年龄、青春期或性别相关的差异尚未得到充分的评估。方法:比较使用IB-lab-PANDA®和BoneXpert®对521例2-19岁患者的左手x线片的BA评价。在521张x线片中,213张与Greulich-Pyle (GP)对照。我们分析了性别、年龄、诊断、身体质量指数(BMI)和青春期类别。准确度以平均绝对偏差(MAD)和均方根误差(RMSE)计算。结果:BoneXpert和IB-lab-PANDA的MAD为0.61岁,RMSE为0.83岁,14岁以上女孩(MAD为1.18岁)的一致性较差。与人工评分相比,两种方法在男孩(BoneXpert 0.28岁vs IB-lab-PANDA 0.51岁)和与BA延迟相关的病理儿童(BoneXpert 0.18岁vs IB-lab-PANDA 0.35岁)中均显示出正偏倚。IB-lab-PANDA低估了14岁后女孩的BA(-0.67岁)。与人工评估相比,IB-lab-PANDA的MAD为0.64年,RMSE为0.85年,而BoneXpert的MAD为0.63年,RMSE为0.82年。BoneXpert在青春期前儿童中的准确性明显高于IB-lab-PANDA (MAD 0.7 vs 0.83; P = 0.027)。结论:IB-lab-PANDA®和BoneXpert®之间的直接一致性属于人类间变异性。除了在青春期前的儿童中BoneXpert似乎更准确外,他们对手工测定BA的一致意见是相同的。两者都是准确有效地确定BA的快速、有价值的工具。
Comparison of BoneXpert and IB-Lab-PANDA automated Bone Age Evaluation in Children With Growth and Puberty Disorders.
Context: Bone age (BA) evaluation in children presenting growth problems is time-consuming. Artificial intelligence (AI) BA assessment programs are increasingly used. However, agreement between different commercially available methods in the same population, or possible age-, puberty- or sex-related differences have not been sufficiently evaluated.
Methods: BA assessment of 521 left hand radiographs of patients aged 2-19 years with IB-lab-PANDA® and BoneXpert® were compared. Of the 521 radiographs, 213 were compared to the Greulich-Pyle (GP) reference. We analyzed gender, age, diagnosis, body mass index (BMI) and puberty categories. Accuracy was calculated as mean-absolute-deviation (MAD) and root-mean-square-error (RMSE).
Results: MAD was 0.61 years and the RMSE 0.83 years between BoneXpert and IB-lab-PANDA, with poor agreement in girls over 14 years (MAD 1.18 years).Compared to the manual rating, both methods showed a positive bias in boys (0.28 years BoneXpert vs 0.51 years IB-lab-PANDA) and in children with pathologies associated with BA delay (BoneXpert 0.18 years vs IB-lab-PANDA 0.35 years). IB-lab-PANDA underestimated BA in girls after 14 years (-0.67 years). IB-lab-PANDA had a MAD of 0.64 years and RMSE of 0.85 years compared to manual assessment, whereas BoneXpert had a MAD of 0.63 years and RMSE of 0.82 years.BoneXpert was significantly more accurate than IB-lab-PANDA in prepubertal children (MAD 0.7 vs 0.83 years; P = .027).
Conclusion: The direct agreement between IB-lab-PANDA® and BoneXpert® falls within human inter-rater variability. Their agreement on manual BA determination is equivalent except in prepubertal children, where BoneXpert seems more accurate. Both are fast, valuable tools for determining BA accurately and efficiently.