Factor analysis of medical image sequences in MR of head and neck tumors

A. M. Zagdanski, R. Sigal, J. Bosq, J. P. Bazin, D. Vanel, R. Di Paola

Research output: Contribution to journalArticle

22 Citations (Scopus)

Abstract

PURPOSE: To evaluate factor analysis of medical image sequences (FAMIS), a means whereby physiologic contrast enhancement kinetics, called factors, and their spatial distribution, termed factor images, are estimated after acquisition of dynamic MR images. The method is intended to recognize and characterize the different tissue kinetics automatically. METHODS: This method was evaluated in a series of 22 patients with head and neck tumors. Eleven patients presented with a previously untreated lesion. Six were examined for tumor recurrence, previously treated by multiple therapies. Five patients had preoperative chemotherapy and underwent MR before and after chemotherapy. In all cases, MR images were correlated with surgical and pathologic data. MR examinations were performed on a 1.5-T unit with static sequences and dynamic sequences acquired after bolus injection of gadolinium and processed by FAMIS. RESULTS: FAMIS was able to identify three factors representing contrast-enhancement kinetics and their associated factor images. The neoplastic component was associated with the earlier factor image, F1. Fibrosis and chemotherapy and/or radiation-induced changes were associated with the two later factors, F2 and F3. The limits of this method were highly vascularized tissues whose earlier factor was similar to that of neoplastic tissues (mucosae and salivary glands), patient motion, responsible for artifacts in FAMIS, and lesions of less than 5 mm. CONCLUSION: FAMIS of dynamic MR studies was useful for differentiating neoplastic tissue from tissue having undergone changes by chemotherapy and/or radiotherapy, but it did not improve the ability of MR to characterize neoplastic tissues in previously untreated patients.

Original languageEnglish
Pages (from-to)1359-1368
Number of pages10
JournalAmerican Journal of Neuroradiology
Volume15
Issue number7
Publication statusPublished - 1994

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Statistical Factor Analysis
Neck
Head
Drug Therapy
Neoplasms
Gadolinium
Salivary Glands
Artifacts
Mucous Membrane
Fibrosis
Radiotherapy
Radiation
Recurrence
Injections

ASJC Scopus subject areas

  • Clinical Neurology
  • Radiology Nuclear Medicine and imaging
  • Radiological and Ultrasound Technology

Cite this

Zagdanski, A. M., Sigal, R., Bosq, J., Bazin, J. P., Vanel, D., & Di Paola, R. (1994). Factor analysis of medical image sequences in MR of head and neck tumors. American Journal of Neuroradiology, 15(7), 1359-1368.

Factor analysis of medical image sequences in MR of head and neck tumors. / Zagdanski, A. M.; Sigal, R.; Bosq, J.; Bazin, J. P.; Vanel, D.; Di Paola, R.

In: American Journal of Neuroradiology, Vol. 15, No. 7, 1994, p. 1359-1368.

Research output: Contribution to journalArticle

Zagdanski, AM, Sigal, R, Bosq, J, Bazin, JP, Vanel, D & Di Paola, R 1994, 'Factor analysis of medical image sequences in MR of head and neck tumors', American Journal of Neuroradiology, vol. 15, no. 7, pp. 1359-1368.
Zagdanski AM, Sigal R, Bosq J, Bazin JP, Vanel D, Di Paola R. Factor analysis of medical image sequences in MR of head and neck tumors. American Journal of Neuroradiology. 1994;15(7):1359-1368.
Zagdanski, A. M. ; Sigal, R. ; Bosq, J. ; Bazin, J. P. ; Vanel, D. ; Di Paola, R. / Factor analysis of medical image sequences in MR of head and neck tumors. In: American Journal of Neuroradiology. 1994 ; Vol. 15, No. 7. pp. 1359-1368.
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