Machine Learning-Based Prediction of Quality of Life Improvement After Surgery for Spinal Metastases
Our models demonstrate high predictive accuracy for HRQoL improvements following spinal metastases surgery, with superior performance of the 6-month model. These models could enhance clinical decision-making and patient counseling by providing personalized predictions of postoperative QoL. Future research should focus on external validation and integration of these models into clinical practice.
Authors
- Takashi Kaito (ORCID: https://orcid.org/0000-0003-4882-2997)
- Akihiko Hiyama (ORCID: https://orcid.org/0000-0002-2474-9118)
- Shiro Imagama (ORCID: https://orcid.org/0000-0002-6951-8575)
- Masashi Miyazaki (ORCID: https://orcid.org/0000-0002-1661-6817)
- Haruki Funao
- Tsutomu Oshigiri
- Kazuyuki Watanabe (ORCID: https://orcid.org/0000-0003-0286-2440)
- Kenji Kato (ORCID: https://orcid.org/0000-0002-9417-6685)
- Koichi Sairyo
- Seiji Ohtori (ORCID: https://orcid.org/0000-0001-5738-6184)
- Narihito Nagoshi (ORCID: https://orcid.org/0000-0003-2865-3655)
- Masahiro Funaba (ORCID: https://orcid.org/0000-0002-8006-2230)
- Yutaro Kanda (ORCID: https://orcid.org/0000-0001-5538-5516)
- Kazu Kobayakawa (ORCID: https://orcid.org/0000-0002-7444-0661)
- Takeo Furuya (ORCID: https://orcid.org/0000-0002-5378-940X)
- Yohei Takahashi (ORCID: https://orcid.org/0000-0001-7507-2672)
- Chizuo Iwai (ORCID: https://orcid.org/0000-0002-4352-351X)
- Ko Hashimoto (ORCID: https://orcid.org/0000-0002-9644-054X)
- Kyota Kitagawa
- Bungo Otsuki (ORCID: https://orcid.org/0000-0002-4749-7830)
- Kenichiro Kakutani (ORCID: https://orcid.org/0000-0002-4006-037X)
- Akinobu Suzuki (ORCID: https://orcid.org/0000-0003-4800-9226)
- Toshio Nakamae (ORCID: https://orcid.org/0000-0002-9790-3884)
- Satoshi Kato
- Takuya Iimura
- Atsushi Kimura (ORCID: https://orcid.org/0000-0003-4948-1792)
- Hiroaki Nakashima (ORCID: https://orcid.org/0000-0002-0039-9678)
- Satoshi Maki (ORCID: https://orcid.org/0000-0002-6809-3771)
- Hirokatsu Sawada
- Eiki Shirasawa (ORCID: https://orcid.org/0000-0002-6983-6522)
- Masayuki Ishihara (ORCID: https://orcid.org/0000-0001-6062-6767)
- Takaki Shimizu (ORCID: https://orcid.org/0000-0001-7681-0593)
- Koji Uotani (ORCID: https://orcid.org/0000-0002-5594-1292)
- Koji Tamai (ORCID: https://orcid.org/0000-0003-1467-2599)
- Yuki Shiratani (ORCID: https://orcid.org/0000-0003-4832-6491)
- Hiroshi Moridaira
- Koji Akeda
- Hidenori Suzuki (ORCID: https://orcid.org/0000-0002-3156-0591)
- Kazuo Nakanishi
- Gen Inoue (ORCID: https://orcid.org/0000-0001-6500-9004)
- Shoji Seki (ORCID: https://orcid.org/0000-0001-9930-5100)
- Masaaki Paku (ORCID: https://orcid.org/0000-0002-7564-7293)
- Hirokazu Inoue (ORCID: https://orcid.org/0000-0001-8420-6724)
- Toru Funayama (ORCID: https://orcid.org/0000-0002-7325-4357)
- Kota Watanabe (ORCID: https://orcid.org/0000-0002-4830-4690)
- Shinji Tanishima (ORCID: https://orcid.org/0000-0002-8137-4658)
- Daisuke Yamabe (ORCID: https://orcid.org/0000-0002-6769-716X)
- Hiroyuki Tominaga (ORCID: https://orcid.org/0000-0001-8701-2343)
- Takashi Hirai (ORCID: https://orcid.org/0000-0001-6200-0100)
- Norihiko Takegami (ORCID: https://orcid.org/0000-0002-4677-3450)
- Ichiro Kawamura (ORCID: https://orcid.org/0000-0002-0694-493X)
- Koji Matsumoto (ORCID: https://orcid.org/0000-0002-9444-4512)
- Kousei Miura (ORCID: https://orcid.org/0000-0001-7826-184X)
- Shuji Watanabe
- Hideaki Nakajima
Institutions
- Kanazawa University (JP)
- Nihon University (JP)
- Kagoshima University (JP)
- University of Fukui (JP)
- Hiroshima University (JP)
- Kansai Medical University (JP)
- Fukushima Medical University (JP)
- Tokai University (JP)
- Kyushu University (JP)
- Sapporo Medical University (JP)
- University of Tsukuba (JP)
- Jichi Medical University (JP)
- Chiba University (JP)
- Tokyo University of Science (JP)
- Yamaguchi University (JP)
- Mie University (JP)
- Iwate Medical University (JP)
- Oita University (JP)
- Kawasaki Medical School (JP)
- Tohoku University (JP)
- Keio University (JP)
- Kyoto University (JP)
- Nagoya City University (JP)
- Okayama University Hospital (JP)
- Gifu University Hospital (JP)
- Jichi Medical University Hospital (JP)
- University of Toyama (JP)
- Osaka Metropolitan University (JP)
- Tottori University (JP)
- Nagoya University (JP)
- Kitasato University (JP)
- Kobe University (JP)
- Tokyo Metropolitan University (JP)
- Dokkyo Medical University (JP)
- International University of Health and Welfare (JP)
- Tokushima University (JP)
- The University of Osaka (JP)
Publication Details
- Journal
- Spine
- Published
- 2025-04-16
- DOI
- https://doi.org/10.1097/brs.0000000000005367
- Citations
- 2
- Primary Topic
- Management of metastatic bone disease
- Type
- article
- Field-Weighted Citation Impact
- 4.01