Skip to main content
Erschienen in: European Radiology 7/2010

01.07.2010 | Breast

Computer-aided interpretation of dynamic magnetic resonance imaging reflects histopathology of invasive breast cancer

verfasst von: Pascal A. T. Baltzer, Tibor Vag, Matthias Dietzel, Sebastian Beger, Christian Freiberg, Mieczyslaw Gajda, Oumar Camara, Werner A. Kaiser

Erschienen in: European Radiology | Ausgabe 7/2010

Einloggen, um Zugang zu erhalten

Abstract

Objective

To perform a semiautomated software-based comparison of invasive breast carcinoma dynamic enhancement patterns in MR mammography with histological prognostic factors considering whole lesion volumes.

Material and methods

A total of 128 patients with 145 invasive breast carcinomas underwent dynamic MR mammography. Kinetic features from the invasive breast lesions were obtained using commercially available software to automatically assess volume enhancement characteristics of a manually chosen lesion. Findings were compared with histological factors determining tumour aggressiveness (lymph node status, LN; oestrogen/progesterone receptor (ER/PR) status; HER-2/neu status; tumour grade) by using nonparametric rank tests and binary logistic regression analysis (BLRA).

Results

Volume enhancement characteristics were significantly influenced by LN, ER/PR and HER-2/neu status (P < 0.05). BLRA implied that total lesion and plateau voxel volume were independent predictors of ER/PR and HER-2/neu status. Strongest initial enhancement predicted negative ER/PR, and time to peak of the most suspect curve was inversely correlated with positive LN status. On the other hand, no statistical significance could be observed between histological tumour grading and kinetic features.

Conclusion

Histopathological criteria associated with poor prognosis lead to significantly more aggressive dynamic enhancement patterns in MR mammography. In this study, higher lesion volumes as well as higher and earlier initial enhancement were independent covariates predicting higher tumour aggressiveness.
Literatur
1.
Zurück zum Zitat Bone B, Aspelin P, Bronge L et al (1996) Sensitivity and specificity of MR mammography with histopathological correlation in 250 breasts. Acta Radiol 37:208–213PubMed Bone B, Aspelin P, Bronge L et al (1996) Sensitivity and specificity of MR mammography with histopathological correlation in 250 breasts. Acta Radiol 37:208–213PubMed
2.
Zurück zum Zitat Drew PJ, Chatterjee S, Turnbull LW et al (1999) Dynamic contrast enhanced magnetic resonance imaging of the breast is superior to triple assessment for the pre-operative detection of multifocal breast cancer. Ann Surg Oncol 6:599–603CrossRefPubMed Drew PJ, Chatterjee S, Turnbull LW et al (1999) Dynamic contrast enhanced magnetic resonance imaging of the breast is superior to triple assessment for the pre-operative detection of multifocal breast cancer. Ann Surg Oncol 6:599–603CrossRefPubMed
3.
Zurück zum Zitat Kaiser WA, Zeitler E (1989) MR imaging of the breast: fast imaging sequences with and without Gd-DTPA. Preliminary observations. Radiology 170:681–686PubMed Kaiser WA, Zeitler E (1989) MR imaging of the breast: fast imaging sequences with and without Gd-DTPA. Preliminary observations. Radiology 170:681–686PubMed
4.
Zurück zum Zitat Stomper PC, Herman S, Klippenstein DL et al (1995) Suspect breast lesions: findings at dynamic gadolinium-enhanced MR imaging correlated with mammographic and pathologic features. Radiology 197:387–395PubMed Stomper PC, Herman S, Klippenstein DL et al (1995) Suspect breast lesions: findings at dynamic gadolinium-enhanced MR imaging correlated with mammographic and pathologic features. Radiology 197:387–395PubMed
5.
Zurück zum Zitat Berg WA, Gutierrez L, NessAiver MS et al (2004) Diagnostic accuracy of mammography, clinical examination, US, and MR imaging in preoperative assessment of breast cancer. Radiology 233:830–849CrossRefPubMed Berg WA, Gutierrez L, NessAiver MS et al (2004) Diagnostic accuracy of mammography, clinical examination, US, and MR imaging in preoperative assessment of breast cancer. Radiology 233:830–849CrossRefPubMed
6.
Zurück zum Zitat Fischer DR, Wurdinger S, Boettcher J et al (2005) Further signs in the evaluation of magnetic resonance mammography: a retrospective study. Invest Radiol 40:430–435CrossRefPubMed Fischer DR, Wurdinger S, Boettcher J et al (2005) Further signs in the evaluation of magnetic resonance mammography: a retrospective study. Invest Radiol 40:430–435CrossRefPubMed
7.
Zurück zum Zitat Kaiser WA (2007) Breast magnetic resonance imaging: principles and techniques. Semin Roentgenol 42:228–235CrossRefPubMed Kaiser WA (2007) Breast magnetic resonance imaging: principles and techniques. Semin Roentgenol 42:228–235CrossRefPubMed
8.
Zurück zum Zitat Malich A, Fischer DR, Wurdinger S et al (2005) Potential MRI interpretation model: differentiation of benign from malignant breast masses. AJR 185:964–970CrossRefPubMed Malich A, Fischer DR, Wurdinger S et al (2005) Potential MRI interpretation model: differentiation of benign from malignant breast masses. AJR 185:964–970CrossRefPubMed
9.
Zurück zum Zitat Neubauer H, Li M, Kuehne-Heid R et al (2003) High grade and non-high grade ductal carcinoma in situ on dynamic MR mammography: characteristic findings for signal increase and morphological pattern of enhancement. Br J Radiol 76:3–12CrossRefPubMed Neubauer H, Li M, Kuehne-Heid R et al (2003) High grade and non-high grade ductal carcinoma in situ on dynamic MR mammography: characteristic findings for signal increase and morphological pattern of enhancement. Br J Radiol 76:3–12CrossRefPubMed
10.
Zurück zum Zitat Mussurakis S, Buckley DL, Horsman A (1997) Dynamic MR imaging of invasive breast cancer: correlation with tumour grade and other histological factors. Br J Radiol 70:446–451PubMed Mussurakis S, Buckley DL, Horsman A (1997) Dynamic MR imaging of invasive breast cancer: correlation with tumour grade and other histological factors. Br J Radiol 70:446–451PubMed
11.
Zurück zum Zitat Narisada H, Aoki T, Sasaguri T et al (2006) Correlation between numeric gadolinium-enhanced dynamic MRI ratios and prognostic factors and histologic type of breast carcinoma. AJR 187:297–306CrossRefPubMed Narisada H, Aoki T, Sasaguri T et al (2006) Correlation between numeric gadolinium-enhanced dynamic MRI ratios and prognostic factors and histologic type of breast carcinoma. AJR 187:297–306CrossRefPubMed
12.
Zurück zum Zitat Tuncbilek N, Karakas HM, Okten OO (2005) Dynamic magnetic resonance imaging in determining histopathological prognostic factors of invasive breast cancers. Eur J Radiol 53:199–205CrossRefPubMed Tuncbilek N, Karakas HM, Okten OO (2005) Dynamic magnetic resonance imaging in determining histopathological prognostic factors of invasive breast cancers. Eur J Radiol 53:199–205CrossRefPubMed
13.
Zurück zum Zitat Fischer U, Kopka L, Brinck U et al (1997) Prognostic value of contrast-enhanced MR mammography in patients with breast cancer. Eur Radiol 7:1002–1005CrossRefPubMed Fischer U, Kopka L, Brinck U et al (1997) Prognostic value of contrast-enhanced MR mammography in patients with breast cancer. Eur Radiol 7:1002–1005CrossRefPubMed
14.
Zurück zum Zitat Baltzer PA, Renz DM, Kullnig PE et al (2009) Application of computer-aided diagnosis (CAD) in MR-mammography (MRM): do we really need whole lesion time curve distribution analysis? Acad Radiol 16:435–442CrossRefPubMed Baltzer PA, Renz DM, Kullnig PE et al (2009) Application of computer-aided diagnosis (CAD) in MR-mammography (MRM): do we really need whole lesion time curve distribution analysis? Acad Radiol 16:435–442CrossRefPubMed
15.
Zurück zum Zitat Contesso G, Mouriesse H, Friedman S et al (1987) The importance of histologic grade in long-term prognosis of breast cancer: a study of 1,010 patients, uniformly treated at the Institut Gustave-Roussy. J Clin Oncol 5:1378–1386PubMed Contesso G, Mouriesse H, Friedman S et al (1987) The importance of histologic grade in long-term prognosis of breast cancer: a study of 1,010 patients, uniformly treated at the Institut Gustave-Roussy. J Clin Oncol 5:1378–1386PubMed
16.
Zurück zum Zitat Donegan WL (1997) Tumour-related prognostic factors for breast cancer. CA Cancer J Clin 47:28–51CrossRefPubMed Donegan WL (1997) Tumour-related prognostic factors for breast cancer. CA Cancer J Clin 47:28–51CrossRefPubMed
17.
Zurück zum Zitat Fisher B, Redmond C, Fisher ER et al (1988) Relative worth of oestrogen or progesterone receptor and pathologic characteristics of differentiation as indicators of prognosis in node negative breast cancer patients: findings from National Surgical Adjuvant Breast and Bowel Project Protocol B-06. J Clin Oncol 6:1076–1087PubMed Fisher B, Redmond C, Fisher ER et al (1988) Relative worth of oestrogen or progesterone receptor and pathologic characteristics of differentiation as indicators of prognosis in node negative breast cancer patients: findings from National Surgical Adjuvant Breast and Bowel Project Protocol B-06. J Clin Oncol 6:1076–1087PubMed
18.
Zurück zum Zitat Stewart JF, Rubens RD, Millis RR et al (1983) Steroid receptors and prognosis in operable (stage I and II) breast cancer. Eur J Cancer Clin Oncol 19:1381–1387CrossRefPubMed Stewart JF, Rubens RD, Millis RR et al (1983) Steroid receptors and prognosis in operable (stage I and II) breast cancer. Eur J Cancer Clin Oncol 19:1381–1387CrossRefPubMed
19.
Zurück zum Zitat Marks JR, Humphrey PA, Wu K et al (1994) Overexpression of p53 and HER-2/neu proteins as prognostic markers in early stage breast cancer. Ann Surg 219:332–341CrossRefPubMed Marks JR, Humphrey PA, Wu K et al (1994) Overexpression of p53 and HER-2/neu proteins as prognostic markers in early stage breast cancer. Ann Surg 219:332–341CrossRefPubMed
20.
Zurück zum Zitat Folkman J (1971) Tumour angiogenesis: therapeutic implications. New Engl J Med 285:1182–1186PubMed Folkman J (1971) Tumour angiogenesis: therapeutic implications. New Engl J Med 285:1182–1186PubMed
21.
Zurück zum Zitat Weidner N, Semple JP, Welch WR et al (1991) Tumour angiogenesis and metastasis-correlation in invasive breast carcinoma. New Engl J Med 324:1–8PubMedCrossRef Weidner N, Semple JP, Welch WR et al (1991) Tumour angiogenesis and metastasis-correlation in invasive breast carcinoma. New Engl J Med 324:1–8PubMedCrossRef
22.
Zurück zum Zitat Tresserra F, Rodriguez I, Garcia-Yuste M et al (2007) Tumour size and lymph node status in multifocal breast cancer. Breast J 13:68–71CrossRefPubMed Tresserra F, Rodriguez I, Garcia-Yuste M et al (2007) Tumour size and lymph node status in multifocal breast cancer. Breast J 13:68–71CrossRefPubMed
23.
Zurück zum Zitat Chen JH, Baek HM, Nalcioglu O et al (2008) Oestrogen receptor and breast MR imaging features: a correlation study. J Magn Reson Imaging 27:825–833CrossRefPubMed Chen JH, Baek HM, Nalcioglu O et al (2008) Oestrogen receptor and breast MR imaging features: a correlation study. J Magn Reson Imaging 27:825–833CrossRefPubMed
24.
Zurück zum Zitat Szabo BK, Aspelin P, Kristoffersen Wiberg M et al (2003) Invasive breast cancer: correlation of dynamic MR features with prognostic factors. Eur Radiol 13:2425–2435CrossRefPubMed Szabo BK, Aspelin P, Kristoffersen Wiberg M et al (2003) Invasive breast cancer: correlation of dynamic MR features with prognostic factors. Eur Radiol 13:2425–2435CrossRefPubMed
25.
Zurück zum Zitat Dent R, Hanna WM, Trudeau M et al (2009) Pattern of metastatic spread in triple-negative breast cancer. Breast Cancer Res Treat 115:423–428CrossRefPubMed Dent R, Hanna WM, Trudeau M et al (2009) Pattern of metastatic spread in triple-negative breast cancer. Breast Cancer Res Treat 115:423–428CrossRefPubMed
26.
Zurück zum Zitat Henson DE, Chu KC, Levine PH (2003) Histologic grade, stage, and survival in breast carcinoma: comparison of African American and Caucasian women. Cancer 98:908–917CrossRefPubMed Henson DE, Chu KC, Levine PH (2003) Histologic grade, stage, and survival in breast carcinoma: comparison of African American and Caucasian women. Cancer 98:908–917CrossRefPubMed
27.
Zurück zum Zitat Ignatiadis M, Sotiriou C (2008) Understanding the molecular basis of histologic grade. Pathobiology 75:104–111CrossRefPubMed Ignatiadis M, Sotiriou C (2008) Understanding the molecular basis of histologic grade. Pathobiology 75:104–111CrossRefPubMed
28.
Zurück zum Zitat Longacre TA, Ennis M, Quenneville LA et al (2006) Interobserver agreement and reproducibility in classification of invasive breast carcinoma: an NCI breast cancer family registry study. Mod Pathol 19:195–207CrossRefPubMed Longacre TA, Ennis M, Quenneville LA et al (2006) Interobserver agreement and reproducibility in classification of invasive breast carcinoma: an NCI breast cancer family registry study. Mod Pathol 19:195–207CrossRefPubMed
29.
Zurück zum Zitat Pabst T, Kenn W, Kaiser WA et al (2001) Understanding why contrast enhancement in dynamic MRI is not reproducible: illustration with a simple phantom. Breast J 7:166–170CrossRefPubMed Pabst T, Kenn W, Kaiser WA et al (2001) Understanding why contrast enhancement in dynamic MRI is not reproducible: illustration with a simple phantom. Breast J 7:166–170CrossRefPubMed
30.
Zurück zum Zitat Port RE, Knopp MV, Brix G (2001) Dynamic contrast-enhanced MRI using Gd-DTPA: interindividual variability of the arterial input function and consequences for the assessment of kinetics in tumours. Magn Reson Med 45:1030–1038CrossRefPubMed Port RE, Knopp MV, Brix G (2001) Dynamic contrast-enhanced MRI using Gd-DTPA: interindividual variability of the arterial input function and consequences for the assessment of kinetics in tumours. Magn Reson Med 45:1030–1038CrossRefPubMed
Metadaten
Titel
Computer-aided interpretation of dynamic magnetic resonance imaging reflects histopathology of invasive breast cancer
verfasst von
Pascal A. T. Baltzer
Tibor Vag
Matthias Dietzel
Sebastian Beger
Christian Freiberg
Mieczyslaw Gajda
Oumar Camara
Werner A. Kaiser
Publikationsdatum
01.07.2010
Verlag
Springer-Verlag
Erschienen in
European Radiology / Ausgabe 7/2010
Print ISSN: 0938-7994
Elektronische ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-010-1722-x

Weitere Artikel der Ausgabe 7/2010

European Radiology 7/2010 Zur Ausgabe

Screening-Mammografie offenbart erhöhtes Herz-Kreislauf-Risiko

26.04.2024 Mammografie Nachrichten

Routinemäßige Mammografien helfen, Brustkrebs frühzeitig zu erkennen. Anhand der Röntgenuntersuchung lassen sich aber auch kardiovaskuläre Risikopatientinnen identifizieren. Als zuverlässiger Anhaltspunkt gilt die Verkalkung der Brustarterien.

S3-Leitlinie zu Pankreaskrebs aktualisiert

23.04.2024 Pankreaskarzinom Nachrichten

Die Empfehlungen zur Therapie des Pankreaskarzinoms wurden um zwei Off-Label-Anwendungen erweitert. Und auch im Bereich der Früherkennung gibt es Aktualisierungen.

Fünf Dinge, die im Kindernotfall besser zu unterlassen sind

18.04.2024 Pädiatrische Notfallmedizin Nachrichten

Im Choosing-Wisely-Programm, das für die deutsche Initiative „Klug entscheiden“ Pate gestanden hat, sind erstmals Empfehlungen zum Umgang mit Notfällen von Kindern erschienen. Fünf Dinge gilt es demnach zu vermeiden.

„Nur wer sich gut aufgehoben fühlt, kann auch für Patientensicherheit sorgen“

13.04.2024 Klinik aktuell Kongressbericht

Die Teilnehmer eines Forums beim DGIM-Kongress waren sich einig: Fehler in der Medizin sind häufig in ungeeigneten Prozessen und mangelnder Kommunikation begründet. Gespräche mit Patienten und im Team können helfen.

Update Radiologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.