Magnetic Resonance Imaging
Volume 27, Issue 10 , Pages 1430-1439 , December 2009

Measurement of bone cyst fluid volume using k-means clustering

  • Pierre-Louis Docquier

      Affiliations

    • Department of Orthopaedic Surgery, Research Laboratory, Saint-Luc University Hospital, 10, Avenue Hippocrate, 1200 Brussels, Belgium
    • Corresponding Author InformationCorresponding author.
  • ,
  • Laurent Paul

      Affiliations

    • Department of Orthopaedic Surgery, Research Laboratory, Saint-Luc University Hospital, 10, Avenue Hippocrate, 1200 Brussels, Belgium
  • ,
  • Renaud Menten

      Affiliations

    • Department of Pediatric Radiology, Saint-Luc University Hospital, 10, Avenue Hippocrate, 1200 Belgique, Belgium
  • ,
  • Olivier Cartiaux

      Affiliations

    • Centre for Research in Mechatronics, Catholic University of Louvain, Place du Levant, 2, 1348 Louvain-la-Neuve, Belgium
  • ,
  • Bernard Francq

      Affiliations

    • Institute of Statistics, Catholic University of Louvain, 20, Voie du Roman-Pays, 1348 Louvain-la-Neuve, Belgium
  • ,
  • Xavier Banse

      Affiliations

    • Department of Orthopaedic Surgery, Research Laboratory, Saint-Luc University Hospital, 10, Avenue Hippocrate, 1200 Brussels, Belgium

Received 4 December 2008 ,Revised 14 March 2009 ,Accepted 10 May 2009.

References 

  1. Woertler K. Benign bone tumors and tumor-like lesions: value of cross-sectional imaging. Eur Radiol. 2003;13:1820–1835
  2. Mankin HJ, Hornicek FJ, Ortiz-Cruz E, Villafuerte J, Gebhardt MC. Aneurysmal bone cyst: a review of 150 patients. J Clin Oncol. 2005;23:6756–6762
  3. Mahnken AH, Nolte-Ernsting CCA, Wildberger JE, Heussen N, Adam G, Wirtz DC, et al. Aneurysmal bone cyst: value of MR imaging and conventional radiography. Eur Radiol. 2003;13:1118–1124
  4. Docquier P, Delloye C. Treatment of aneurysmal bone cysts by introduction of demineralized bone and autogenous bone marrow. J Bone Joint Surg (Am). 2005;87:2253–2258
  5. Kaelin AJ, MacEwen G. Unicameral bone cysts. Natural history and the risk of fracture. Int Orthop. 1989;13:275–282
  6. Ahn JI, Park JS. Pathological fractures secondary to unicameral bone cysts. Int Orthop. 1994;18:20–22
  7. Vasconcellos DA, Yandow SM, Grace AM, Moritz BM, Marley LD, Fillman RR. Cyst index: a nonpredictor of simple bone cyst fracture. J Ped Orthop. 2007;27:307–310
  8. Topouchian V, Mazda K, Hamze B, Laredo J, Pennecot G. Aneurysmal bone cysts in children: complications of fibrosing agent injection. Radiology. 2004;232:522–526
  9. Docquier P, Delloye C. Treatment of simple bone cysts with aspiration and a single bone marrow injection. J Ped Orthop. 2003;23:766–773
  10. Rastogi S, Varshney MK, Trikha V, Khan SA, Choudhury B, Safaya R. Treatment of aneurysmal bone cysts with percutaneous sclerotherapy using polidocanol. A review of 72 cases with long-term follow-up. J Bone Joint Surg (Br). 2006;88:1212–1216
  11. Hermoye L, Laamari-Azjal I, Cao Z, Annet L, Lerut J, Dawant BM, et al. Liver segmentation in living liver transplant donors: comparison of semiautomatic and manual methods. Radiology. 2005;234:171–178
  12. Wang D, Doddrell DM. MR image-based measurement of rates of change in volumes of brain structures. part I: method and validation. Magn Reson Imaging. 2002;20:27–40
  13. Ardizzone E, Pirrone R, Gambino O. Illumination correction on MR images. J Clin Monit Comput. 2006;20:391–398
  14. Yushkevich PA, Piven J, Hazlett HC, Smith RG, Ho S, Gee JC, et al. User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability. NeuroImage. 2006;31:1116–1128
  15. Luis Ibanez WS. k-d tree based k-means clustering. In:  Ibanez L,  Schroeder W,  Ng L,  Cates J editor. The ITK Software Guide 1.4. New York: Kitware, Inc; 2003;p. 438–443
  16. Hartigan J, Wong M. A k-means clustering algorithm. Appl Stat. 1979;28(1):100–108
  17. Martinez A, DelRio F, Riu J, Rius FX. Detecting proportional and constant bias in method comparison studies by using linear regression with errors in both axes. Chemometr Intell Lab Syst. 1999;49:181–195
  18. Bland JM, Altman DG. Agreement between methods of measurement with multiple observations per individual. J Biopharm Stat. 2007;17:571–582
  19. Royston P. Estimating departure from normality. Stat Med. 1991;10:1283–1293
  20. Chang CH, Stanton RP, Glutting J. Unicameral bone cysts treated by injection of bone marrow or methylprednisolone. J Bone Joint Surg (Br). 2002;84:407–412
  21. Clayer M. Injectable form of calcium sulphate as treatment of aneurysmal bone cysts. ANZ J Surg. 2008;78(5):366–370
  22. Szendroi M, Antal I, Liszka G, Konya A. Calcitonin therapy of aneurysmal bone cysts. J Cancer Res Clin Oncol. 1992;119:61–65
  23. Sales de Gauzy J, Abid A, Accadbled F, Knorr G, Darodes P, Cahuzac JP. Percutaneous ethibloc injection in the treatment of primary aneurysmal bone cysts. J Ped Orthop B. 2005;14:367–370
  24. Koehler PR, Anderson RE, Baxter B. The effect of computed tomography viewer controls on anatomical measurements. Radiology. 1979;130:189–194
  25. Bellon E, Feron M, Maes F, Hoe LV, Delaere D, Haven F, et al. Evaluation of manual vs semi-automated delineation of liver lesions on ct images. Eur Radiol. 1997;7:432–438

PII: S0730-725X(09)00128-3

doi: 10.1016/j.mri.2009.05.017

Magnetic Resonance Imaging
Volume 27, Issue 10 , Pages 1430-1439 , December 2009