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Differential diagnosis of hepatic tumors by pattern-based classification according to Bayes theorem

Research Project

Project/Area Number 16590612
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Gastroenterology
Research InstitutionYokohama City University

Principal Investigator

TANAKA Katsuaki  Yokohama City University, Medical Center, Professor (10201617)

Project Period (FY) 2004 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥1,800,000 (Direct Cost: ¥1,800,000)
Fiscal Year 2005: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 2004: ¥1,000,000 (Direct Cost: ¥1,000,000)
KeywordsBayes theorem / contrast-enhanced US / pattern-based classification / hepatic tumors / differential diagnosis / 造影剤超音波
Research Abstract

We prospectively evaluated the usefulness of a pattern-based classification of contrast-enhanced US according to Bayes theorem for differential diagnosis of hepatic tumors. After injecting a galactose-palmitic acid contrast agent, the enhancement patterns of the initial 303 lesions were classified retrospectively, and multiple logistic regression analysis was used to identify enhancement patterns that allowed differentiation between hepatic tumors. We then used the pattern-based classification of enhancement we had retrospectively devised to prospectively diagnose 283 liver tumors. Seven enhancement patterns were found to be significant predictors of different hepatic tumors. The presence of homogeneous or heterogeneous enhancement both in the arterial and portal phase was the typical enhancement pattern for hepatocellular carcinoma, while the presence of peritumoral vessels in the arterial phase and ring enhancement or a perfusion defect in the portal phase was the typical enhancement pattern for metastases, and the presence of peripheral nodular enhancement both in the arterial and portal phase was the typical enhancement pattern for hemangioma. The sensitivity, specificity, and accuracy of prospective diagnosis based on the combinations of enhancement patterns were 93.2%, 96.2%, and 94.0%, respectively, for hepatocellular carcinoma, 87, 9%, 99.6%, and 98.2%, for metastasis, and 95.6%, 94.1%, and 94.3%, for hemangioma. The pattern-based classification of the contrast-enhanced US findings is useful for differentiating among hepatic tumors.

Report

(3 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • Research Products

    (13 results)

All 2006 2005 2004 2003 Other

All Journal Article (13 results)

  • [Journal Article] Prospective study of differential diagnosis of hepatic tumorsby pattern-based classification of contrast-enhanced sonography2006

    • Author(s)
      Numata K, Tanaka, K, et. al.
    • Journal Title

      World Journal of Gastroenterology (in press)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Evaluation using contrast-enhanced harmonic gray-scale sonography after radiofrequency ablation of small hepatocellular carcinoma2005

    • Author(s)
      Morimoto M, Tanaka K., et. al.
    • Journal Title

      J Ultrasound Med 24(3)

      Pages: 273-283

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 造影超音波による原発性肝細胞癌の治療効果判定2005

    • Author(s)
      沼田 和司、田中 克明, 他
    • Journal Title

      超音波医学 32(3)

      Pages: 291-304

    • NAID

      10017099759

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Evaluation using contrast-enhanced harmonic gray-scale sonography-after radio frequency ablation of small hepatocellular carcinoma : sonographic-histopathologic correlation.2005

    • Author(s)
      Morimoto M, Nozawa A, Numata K, Shirato K, Sugimori K, Kokawa A, Tomita N, Saito T, Nakatani Y, Imada T, Tanaka K.
    • Journal Title

      J Ultrasound Med 24(3)

      Pages: 273-283

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Evaluation using contrast-enhanced harmonic gray-scale sonography after radiofrequency ablation of small hepatocellular carcinoma.2005

    • Author(s)
      Morimoto M, Tanaka K, et al.
    • Journal Title

      J Ultrasound Med 24(3)

      Pages: 273-283

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Extension of radiofrequency ablation of the liver by transcatheter arterial embolization with iodized oil and gelatin sponge : results in a pig model.2005

    • Author(s)
      Sugimori K, Tanaka K, et al.
    • Journal Title

      J Vasc Interv Radiol 16(6)

      Pages: 849-856

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 当センターにおける肝細胞癌局所療法-JIS Scoreを用いたラジオ波熱凝固療法とエタノール局注療法の治療成績の比較-.2005

    • Author(s)
      森本学, 田中克明, 他
    • Journal Title

      癌と化学療法 32

      Pages: 1592-1595

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 造影超音波による原発性肝細胞癌の治療効果判定.2005

    • Author(s)
      沼田和司, 田中克明, 他
    • Journal Title

      超音波医学 32(2)

      Pages: 291-304

    • NAID

      10017099759

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Evaluation using contrast-enhanced harmonic gray-scale sonography after radiofrequency ablation of small hepatocellular carcinoma2005

    • Author(s)
      Morimoto M, Tanaka K. et al.
    • Journal Title

      J Ultrasound Med 24(3)

      Pages: 273-283

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Contrast-enhanced sonography of autoimmune pancreatitis : comparison with pathologic findings.2004

    • Author(s)
      Numata K, Tanaka K, et al.
    • Journal Title

      J Ultrasound Med 23(2)

      Pages: 199-206

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Differential diagnosis of hepatic tumors by using contrast enhancement patterns at US.2003

    • Author(s)
      Isozaki T, Tanaka K, et. al.
    • Journal Title

      Radiology 229(3)

      Pages: 798-805

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Differential diagnosis of hepatic tumors by using contrast enhancement patterns at US.2003

    • Author(s)
      Isozaki T, Numata K, Kiba T, Hara K, Morimoto M, Sakaguchi T, Sekihara H, Kubota T, Shimada H, Morizane T, Tanaka K.
    • Journal Title

      Radiology 229(3)

      Pages: 798-805

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Prospective study of differential diagnosis of hepatic tumors by pattern-based classification of contrast-enhanced sonography.

    • Author(s)
      Numata K, Isozaki T, Morimoto M, Sugimori K, Kunisaki R, Morizane T, Tanaka, K.
    • Journal Title

      World Journal of Gastroenterology (in press)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary

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Published: 2004-04-01   Modified: 2016-04-21  

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