본문 바로가기
KERD
논문KCI 등재

Development of an Automated Image Analyzer for Microvessel Density Measurement in Bone Marrow Biopsies

2

조회

0

다운로드

0

인용

0

참고문헌

키워드

주제분류병리학

초록

Angiogenesis is important for the proliferation and survival of multiple myeloma (MM) cells. Bone marrow (BM) microvessel density (MVD) is a useful marker of angiogenesis and an increase in MVD can be used as a marker of poor prognosis in MM patients. We developed an automated image analyzer to assess MVD from images of BM biopsies stained with anti-CD34 antibodies using two color models. MVD was calculated by merging images from the red and hue channels after eliminating non-microvessels. The analyzer results were compared with those obtained by two experienced hematopathologists in a blinded manner using the 84 BM samples of MM patients. Manual assessment of the MVD by two hematopathologists yielded mean±SD values of 19.4±11.8 and 20.0±11.8. The analyzer generated a mean±SD of 19.5±11.2. The intraclass correlation coefficient (ICC) and Bland-Altman plot of the MVD results demonstrated very good agreement between the automated image analyzer and both hematopathologists (ICC=0.893 [0.840–0.929] and ICC=0.906 [0.859–0.938]). This automated analyzer can provide time- and labor-saving benefits with more objective results in hematology laboratories.

Abstract

Angiogenesis is important for the proliferation and survival of multiple myeloma (MM) cells. Bone marrow (BM) microvessel density (MVD) is a useful marker of angiogenesis and an increase in MVD can be used as a marker of poor prognosis in MM patients. We developed an automated image analyzer to assess MVD from images of BM biopsies stained with anti-CD34 antibodies using two color models. MVD was calculated by merging images from the red and hue channels after eliminating non-microvessels. The analyzer results were compared with those obtained by two experienced hematopathologists in a blinded manner using the 84 BM samples of MM patients. Manual assessment of the MVD by two hematopathologists yielded mean±SD values of 19.4±11.8 and 20.0±11.8. The analyzer generated a mean±SD of 19.5±11.2. The intraclass correlation coefficient (ICC) and Bland-Altman plot of the MVD results demonstrated very good agreement between the automated image analyzer and both hematopathologists (ICC=0.893 [0.840–0.929] and ICC=0.906 [0.859–0.938]). This automated analyzer can provide time- and labor-saving benefits with more objective results in hematology laboratories.

참고문헌 (19)

  1. Bergers G, "Tumorigenesis and the angiogenic switch", Nat Rev Cancer, 3, pp.401~410 (2003)
  2. Uzzan B, "Microvessel density as a prognostic factor in women with breast cancer: a systematic review of the literature and meta-analysis", Cancer Res, 64, pp.2941~2955 (2004)
  3. Galindo-Gallego M, "Prognostic significance of microvascular counts in rectal carcinoma", Pathol Res Pract, 196, pp.607~612 (2000)
  4. Graham CH, "Extent of vascularization as a prognostic indicator in thin (< 0.76 mm) malignant melanomas", Am J Pathol, 145, pp.510~514 (1994)
  5. Hussong JW, "Evidence of increased angiogenesis in patients with acute myeloid leukemia", Blood, 95, pp.309~313 (2000)
  6. Aguayo A, "Angiogenesis in acute and chronic leukemias and myelodysplastic syndromes", Blood, 96, pp.2240~2245 (2000)
  7. Kini AR, "Increased bone marrow angiogenesis in B cell chronic lymphocytic leukemia", Leukemia, 14, pp.1414~1418 (2000)
  8. Vacca A, "Bone marrow angiogenesis and progression in multiple myeloma", Br J Haematol, 87, pp.503~508 (1994)
  9. Sezer O, "Bone marrow microvessel density is a prognostic factor for survival in patients with multiple myeloma", Ann Hematol, 79, pp.574~577 (2000)
  10. Rajkumar SV, "Prognostic value of bone marrow angiogenesis in multiple myeloma", Clin Cancer Res, 6, pp.3111~3116 (2000)
  11. Weidner N, "Current pathologic methods for measuring intratumoral microvessel density within breast carcinoma and other solid tumors", Breast Cancer Res Treat, 36, pp.169~180 (1995)
  12. Bhatti SS, "Prognostic value of bone marrow angiogenesis in multiple myeloma: use of light microscopy as well as computerized image analyzer in the assessment of microvessel density and total vascular area in multiple myeloma and its correlation with various clinical, histological, and laboratory parameters", Am J Hematol, 81, pp.649~656 (2006)
  13. Yang JZ, "Association of increased microvessel density with skeletal extramedullary disease relapse in multiple myeloma patients who have skeletal extramedullary disease at diagnosis", Pathol Res Pract, 214, pp.1694~1699 (2018)
  14. Rao L, "Targeting angiogenesis in multiple myeloma by the VEGF and HGF blocking DARPin protein MP0250 : a preclinical study", Oncotarget, 9, pp.13366~13381 (2018)
  15. Rozic G, "STK405759 as a combination therapy with bortezomib or dexamethasone, in in vitro and in vivo multiple myeloma models", Oncotarget, 9, pp.31367~31379 (2018)
  16. Ntellas P, "Microvessel density as a surrogate prognostic marker in patients with multiple myeloma : A meta-analysis", Acta Haematol, 138, pp.77~84 (2017)
  17. Shi P, "Automated Ki-67 quantification of immunohistochemical staining image of human nasopharyngeal carcinoma xenografts", Sci Rep, 6, pp.32127~ (2016)
  18. Irshad H, "Crowdsourcing scoring of immunohistochemistry images: evaluating performance of the crowd and an automated computational method", Sci Rep, 7, pp.43286~ (2017)
  19. Guirado R, "Automated analysis of images for molecular quantification in immunohistochemistry", Heliyon, 4, pp.e00669~ (2018)

관련 논문AI추천

Adverse Prognostic Impact of Bone Marrow Microvessel Density in Multiple Myeloma공선영, 문수영, 손지연, 엄현석, 윤옥진, 윤혜선, 이누리, 이혜원, 황상미대한진단검사의학회 · Annals of Laboratory Medicine2015 · 제35권 제6호신세포암에서 미세혈관밀도 정량화를 위한 영상분석최현주대한의료정보학회 · Healthcare Informatics Research2009 · 제15권 제2호Expression of CD99 in Multiple Myeloma: A Clinicopathologic and Immunohistochemical Study of 170 Cases길민찬, 박영수, 박찬식, 박찬정, 박호섭, 서철원, 신수진, 윤덕현, 이향신, 정근영, 허주령대한병리학회 · Journal of Pathology and Translational Medicine2014 · 제48권 제3호Concordance of Current Tests Used for the Diagnosis of Bone Marrow Involvement in B-Lineage Lymphoma with Respect to Various Lymphoma Grade김인숙, 김혜림, 문슬기, 박상혁대한진단검사의학회 · Laboratory Medicine Online2023 · 제13권 제3호CD34 and p53 Immunohistochemical Stains Differentiate Hypocellular Myelodysplastic Syndrome (hMDS) from Aplastic Anemia and a CD34 Immunohistochemical Stain Provides Useful Survival Information for hMDS박찬정, 서을주, 서종진, 이규형, 이정희, 이제환, 임호준, 장성수, 조영욱, 지현숙, 차충환대한진단검사의학회 · Annals of Laboratory Medicine2014 · 제34권 제6호Bone Marrow Flow Cytometry in Staging of Patients With B-cell Non-Hodgkin Lymphoma김보람, 김선희, 김희진, 이승태대한진단검사의학회 · Annals of Laboratory Medicine2015 · 제35권 제2호

이 간행물의 다른 논문 (11건)