Chinese Journal of Tissue Engineering Research ›› 2023, Vol. 27 ›› Issue (在线): 1-6.
Online:
2023-01-08
Published:
2023-02-22
CLC Number:
Add to citation manager EndNote|Reference Manager|ProCite|BibTeX|RefWorks
2.5 多元线性回归 我们根据随机森林结果对变量进行了筛选,将显著的变量纳入了多元线性回归。结果如表所示:其中,LCI、D变量对L5/S1椎间盘突出后重吸收显著,其估计系数为58.322,65.142。SS对椎间盘突出后重吸收具有一定的负效应,系数为-43.216;Lower LL对椎间盘突出后重吸收具有一定的正效应,系数为2.524,但变量不显著。见表1。为了进一步评估多元线性回归变量对L5/S1椎间盘突出后重吸收的相对影响。我们将数据进行标准化以去除量纲带来的误差,再次进行了多元线性拟合。标准化后模型的系数如表1所示,而变量对L5/S1椎间盘突出后重吸收的相对解释量则如堆叠柱状图所示。结果显示,LCI解释了41.84%的影响椎间盘突出后重吸收的变异; 而D则解释了28.52%; SS解释了28.30%,lower LL解释了1.34%。三者在L5/S1椎间盘突出后重吸收过程中的变化显著性排序为LCI>D>SS>lower LL。见图4。"
[1] DAMMERS R, KOEHLER P J. Lumbar disc herniation: level increases with age [J]. Surgical neurology, 2002, 58(3-4): 209-12; discussion 12-3. [2] 周谋望, 岳寿伟, 何成奇, et al. “腰椎间盘突出症的康复治疗”中国专家共识 [J]. 中国康复医学杂志, 2017, 32(02): 129-35. [3] 孙晨, 孙志波, 禹志宏, et al. 极外侧腰椎间盘突出症的诊断与治疗进展 [J]. 中国骨与关节损伤杂志, 2018, 33(01): 106-9. [4] 马智佳, 俞鹏飞, 刘锦涛, et al. 巨大型腰椎间盘突出症保守治疗的影像学转归及诊疗意义 [J]. 颈腰痛杂志, 2022, 43(05): 626-30. [5] 俞鹏飞, 姜宏, 马智佳, et al. 增强MRI对脱出和游离型腰椎间盘突出症转归的预测价值 [J]. 中华骨科杂志, 2021, 41(18): 11. [6] 申成春, 张峰, 陈云琳, et al. 增强MRI对脱出和游离型腰椎间盘突出症转归的预测临床价值 [J]. 医学影像学杂志, 2022, 32(04): 709-12. [7] 王丰, 戴国钢, 夏娇, et al. 腰椎矢状面平衡重塑对腰椎间盘破裂突出后自然吸收的影响 [J]. 海南医学院学报, 2020, 26(13): 1028-32. [8] CUéLLAR A C, KJæR L J, BAUM A, et al. Modelling the monthly abundance of Culicoides biting midges in nine European countries using Random Forests machine learning [J]. Parasites & vectors, 2020, 13(1): 194. [9] 宋欠欠, 李轶群, 侯艳, et al. 随机森林的变量捕获方法在高维数据变量筛选中的应用 [J]. 中国卫生统计, 2015, 32(01): 49-53. [10] MYSLIWIEC L W, CHOLEWICKI J, WINKELPLECK M D, et al. MSU classification for herniated lumbar discs on MRI: toward developing objective criteria for surgical selection [J]. European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society, 2010, 19(7): 1087-93. [11] 吴超, 谭伦. 腰椎矢状曲度的研究进展 [J]. 中国矫形外科杂志, 2010, 18(05): 393-6. [12] GUINTO F C, JR., HASHIM H, STUMER M. CT demonstration of disk regression after conservative therapy [J]. AJNR American journal of neuroradiology, 1984, 5(5): 632-3. [13] TURK O, ANTAR V, YALDIZ C. Spontaneous regression of herniated nucleus pulposus: The clinical findings of 76 patients [J]. Medicine, 2019, 98(8): e14667. [14] OKTAY K, OZSOY K M, DERE U A, et al. Spontaneous regression of lumbar disc herniations: A retrospective analysis of 5 patients [J]. Nigerian journal of clinical practice, 2019, 22(12): 1785-9. [15] HENMI T, SAIRYO K, NAKANO S, et al. Natural history of extruded lumbar intervertebral disc herniation [J]. The journal of medical investigation : JMI, 2002, 49(1-2): 40-3. [16] HA K Y, KIM B G, KIM K W, et al. Apoptosis in the sequestrated nucleus pulposus compared to the remaining nucleus pulposus in the same patient [J]. Spine, 2011, 36(9): 683-9. [17] RAJNICS P, TEMPLIER A, SKALLI W, et al. The importance of spinopelvic parameters in patients with lumbar disc lesions [J]. International orthopaedics, 2002, 26(2): 104-8. [18] 袁海波, 李东亚, 潘彬, et al. 高位腰椎间盘突出症矢状面相关因素分析 [J]. 中国组织工程研究, 2023, 27(31): 4984-9. [19] 戴国钢, 王丰, 刘磊, et al. 矢状面平衡参数与脱出腰椎间盘重吸收关系的回顾性研究 [J]. 四川大学学报(医学版), 2020, 51(04): 533-9. [20] 陈晓荣, 秦少华, 周林江, et al. 腰椎间盘突出症突出物自然吸收与腰椎曲度的相关性研究 [J]. 安徽医药, 2022, 26(09): 1839-42. [21] 毕是昊, 于功昌, 栗子渊, et al. 基于MRI成像三维平衡正脊技术治疗LDH髓核重吸收的预测因素分析 [J]. 中国辐射卫生, 2022, 31(04): 482-7. [22] LIU H, LI S, ZHENG Z, et al. Pelvic retroversion is the key protective mechanism of L4-5 degenerative spondylolisthesis [J]. European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society, 2015, 24(6): 1204-11. [23] ANDREASEN M L, LANGHOFF L, JENSEN T S, et al. Reproduction of the lumbar lordosis: a comparison of standing radiographs versus supine magnetic resonance imaging obtained with straightened lower extremities [J]. Journal of manipulative and physiological therapeutics, 2007, 30(1): 26-30. [24] FERNAND R, FOX D E. Evaluation of lumbar lordosis. A prospective and retrospective study [J]. Spine, 1985, 10(9): 799-803. [25] 邵福元, 邵华磊. 颈肩腰腿痛应用检查学 [M]. 颈肩腰腿痛应用检查学, 2002. [26] BOWDEN J A, BOWDEN A E, WANG H, et al. In vivo correlates between daily physical activity and intervertebral disc health [J]. Journal of orthopaedic research : official publication of the Orthopaedic Research Society, 2018, 36(5): 1313-23. [27] GAWRI R, ROSENZWEIG D H, KROCK E, et al. High mechanical strain of primary intervertebral disc cells promotes secretion of inflammatory factors associated with disc degeneration and pain [J]. Arthritis research & therapy, 2014, 16(1): R21. [28] PARK J B, KIM K W, HAN C W, et al. Expression of Fas receptor on disc cells in herniated lumbar disc tissue [J]. Spine, 2001, 26(2): 142-6. [29] ZHU Y, LIU J T, YANG L Y, et al. p38 mitogen-activated protein kinase inhibition modulates nucleus pulposus cell apoptosis in spontaneous resorption of herniated intervertebral discs: An experimental study in rats [J]. Molecular medicine reports, 2016, 13(5): 4001-6. [30] CHEN S, FU P, WU H, et al. Meniscus, articular cartilage and nucleus pulposus: a comparative review of cartilage-like tissues in anatomy, development and function [J]. Cell and tissue research, 2017, 370(1): 53-70. [31] HAYASHI K, SUZUKI A, ABDULLAH AHMADI S, et al. Mechanical stress induces elastic fibre disruption and cartilage matrix increase in ligamentum flavum [J]. Scientific reports, 2017, 7(1): 13092. [32] 谢玮慧, 白萌, 汪翔, et al. 骶骨形态与L5/S1椎间盘突出的关系 [J]. 南昌大学学报(医学版), 2017, 57(03): 52-5. [33] 周永富, 常晓涛, 武凯, et al. 腰骶角和腰椎曲度的相关性研究 [J]. 中国实用医药, 2019, 14(36): 14-6. [34] 曹毅, 万业达, 李宝玖, et al. 站立位与卧位X线摄影对腰椎曲度测量影响的研究 [J]. 天津医科大学学报, 2015, 21(02): 158-60. [35] LEE E S, KO C W, SUH S W, et al. The effect of age on sagittal plane profile of the lumbar spine according to standing, supine, and various sitting positions [J]. Journal of orthopaedic surgery and research, 2014, 9(1): 11. [36] 刘湘, 赵晓东, 龙耀武, et al. 腰椎间盘突出症严重程度与腰椎曲度相关性的影像学研究 [J]. 广东医学, 2017, 38(24): 3824-6+30. [37] 马文玲, 董馥闻, 王玉玲, et al. MRI腰椎曲度参数对腰椎间盘突出症患者椎间孔镜术后疗效的评价 [J]. 中国中西医结合影像学杂志, 2022, 20(03): 273-5. [38] 刘锦涛, 姜宏, 徐坤林, et al. 非手术疗法对腰椎间盘突出后重吸收的影响(附30例分析) [J]. 中国骨与关节损伤杂志, 2010, 25(11): 978-80. |
[1] | You Zhengqiu, Zhang Zhongzu, Wang Qunbo. Early symptomatic intervertebral disc pseudocysts after discectomy detected on MRI [J]. Chinese Journal of Tissue Engineering Research, 2023, 27(9): 1403-1409. |
[2] | Yu Jian, Zhou Bingqian, Wang Zhao, Li Yue, Chang Yaru, Cao Hong. Comparison of random forest model and logistic regression model in predicting the prolonged length of stay of hip fracture patients [J]. Chinese Journal of Tissue Engineering Research, 2023, 27(34): 5413-5420. |
[3] | Yuan Haibo, Li Dongya, Pan Bin, Guan Kai, Chen Feng, Yuan Feng, Wu Jibin. Sagittal related factors of upper lumbar disc herniation [J]. Chinese Journal of Tissue Engineering Research, 2023, 27(31): 4984-4989. |
[4] | Wang Chunyu, Chen Zhigang, Zhang Jianli. Effects of mecobalamin on neuropathic pain and acid-sensing ion channels in a rat model of lumbar disc herniation [J]. Chinese Journal of Tissue Engineering Research, 2023, 27(17): 2658-2663. |
[5] | Lu Yu, Xiang Junyi, Yin Benjing, Bi Heng, Li Jizheng, Wei Jiajia, Jia Tao, Li Pengfei, Li Jubao. Finite element comparative analysis on treatment of lumbar disc herniation by the oblique wrench method and the combination of traction, pressing, and oblique pulling [J]. Chinese Journal of Tissue Engineering Research, 2023, 27(13): 2011-2015. |
[6] | Li Xin, Luo Mingran, Li Gen, Cheng Lin, Pan Bin, Yuan Feng. Establishment and validation of a prognostic model for the recurrence risk after percutaneous endoscopic lumbar discectomy [J]. Chinese Journal of Tissue Engineering Research, 2023, 27(13): 2087-2092. |
[7] | Lü Qianyi, Chen Xinyi, Zheng Huie, He Haolong, Li Qilong, Chen Chutao, Tian Haomei. Stress and displacement of normal lumbar vertebra and posterior structure with different elbow pressing methods [J]. Chinese Journal of Tissue Engineering Research, 2022, 26(9): 1346-1350. |
[8] | Ma Chao, Wang Fei, Liu Xiaomin, Wang Ziyun, Xu Kui, Yang Wendong, Feng Wei. Quantification of the objective index of lumbar disc herniation with body surface topography map: three-dimensional angulation of the elastically fixed turning point of the lower back curve [J]. Chinese Journal of Tissue Engineering Research, 2022, 26(6): 924-928. |
[9] | Wang Nan, Qian Yuzhang, Xie Lin. Network Meta-analysis of different acupuncture methods for the treatment of lumbar disc herniation [J]. Chinese Journal of Tissue Engineering Research, 2022, 26(5): 813-820. |
[10] | Xue Huawei, Zhu Min, Li Yuqian. Interleukin-27 is associated with the pathogenesis of lumbar disc herniation [J]. Chinese Journal of Tissue Engineering Research, 2022, 26(23): 3750-3755. |
[11] | Yang Yang, Liu Jiajia, Xue Jianhua, Liu Yunfei, Yao Yu. Correlation between interleukin 23/helper T17 cell axis and lumbar disc herniation [J]. Chinese Journal of Tissue Engineering Research, 2022, 26(14): 2190-2195. |
[12] | Yin Xunlu, Jin Zhefeng, Zhu Liguo, Feng Minshan, Yu Jie, Wei Xu, Zhan Jiawen, Gao Chunyu, Yin He, Liang Long, Han Tao, Sun Kai, Xie Rui . Effect and mechanism of mechanical factors on intervertebral disc degeneration [J]. Chinese Journal of Tissue Engineering Research, 2022, 26(12): 1816-1821. |
[13] | Lü Zhen, Bai Jinzhu. A prospective study on the application of staged lumbar motion chain rehabilitation based on McKenzie’s technique after lumbar percutaneous transforaminal endoscopic discectomy [J]. Chinese Journal of Tissue Engineering Research, 2021, 25(9): 1398-1403. |
[14] | Gao Yan, Zhao Licong, Zhao Hongzeng, Zhu Yuanyuan, Li Jie, Sang Deen. Alteration of low frequency fluctuation amplitude at brain-resting state in patients with chronic discogenic low back pain [J]. Chinese Journal of Tissue Engineering Research, 2021, 25(8): 1160-1165. |
[15] | Gu Honglin, Zheng Xiaoqing, Liang Changxiang, Zeng Shixing, Zhan Shiqiang, Chang Yunbing. Long-term survival rate and reoperation of Wallis interspinous dynamic stabilization system for treatment of lumbar degenerative disc disease [J]. Chinese Journal of Tissue Engineering Research, 2021, 25(30): 4863-4869. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||