Literature DB >> 23321969

Mining medical data: a case study of endometriosis.

Yi-Fan Wang1, Ming-Yang Chang, Rui-Dong Chiang, Lain-Jinn Hwang, Cho-Ming Lee, Yi-Hsin Wang.   

Abstract

Ultrasound guided aspiration of ovarian endometrioma had been tried as an alternative therapeutic modality in patients whose desire to avoid surgery or surgical approach is contraindicated since 1991. Cyst puncture can reduce tumor volume and destruct the cyst wall, alleviate sticking circumstances and enhance the chance of recovery. But simple aspiration without other treatments results in high recurrence rate (28.5 % to 100 %). In order to reduce recurrence after aspiration, ultrasound-guided aspiration with instillation of tetracycline, methotrexate, and recombinant interleukin-2 has been combined and proven to be effective with the recurrence rates of 46.9 %, 18.1 %, and 40 % respectively. Noma et al. (2001) reported that conduct of ethanol instillation for more than 10 min particularly for a case with a single endometrial cyst is considered most effective from the standpoint of recurrence (14.9 %). Our goal is to analyze patients with recurrent pelvic cyst who underwent surgical intervention. The research data are based on clinical diagnosis, symptoms and medical intervention classification, and the cyst numbers are defined as forecast project target. The decision tree, methodology of data mining technology, is used to find the meaningful characteristic as well as each other mutually connection. The experimental result can help the clinical faculty doctors to better diagnose and provide treatment reference for future patients.

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Mesh:

Year:  2013        PMID: 23321969     DOI: 10.1007/s10916-012-9899-y

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  14 in total

1.  The structure of endometrial cysts of the ovary.

Authors:  P E HUGHESDON
Journal:  J Obstet Gynaecol Br Emp       Date:  1957-08

2.  Ultrasonic transvaginal aspiration of endometriotic cysts: an optional line of treatment in selected cases of endometriosis.

Authors:  M A Aboulghar; R T Mansour; G I Serour; B Rizk
Journal:  Hum Reprod       Date:  1991-11       Impact factor: 6.918

3.  Application of a new method of pattern recognition in DNA sequence analysis: a study of E. coli promoters.

Authors:  N N Alexandrov; A A Mironov
Journal:  Nucleic Acids Res       Date:  1990-04-11       Impact factor: 16.971

4.  Medical data mining: knowledge discovery in a clinical data warehouse.

Authors:  J C Prather; D F Lobach; L K Goodwin; J W Hales; M L Hage; W E Hammond
Journal:  Proc AMIA Annu Fall Symp       Date:  1997

5.  Management of non-neoplastic ovarian cysts with sclerotherapy.

Authors:  H Kafali; S Yurtseven; F Atmaca; I Ozardali
Journal:  Int J Gynaecol Obstet       Date:  2003-04       Impact factor: 3.561

6.  Ultrasound guided aspiration of endometrioma--a new therapeutic modality to improve reproductive outcome.

Authors:  S Mittal; S Kumar; A Kumar; A Verma
Journal:  Int J Gynaecol Obstet       Date:  1999-04       Impact factor: 3.561

Review 7.  Recurrent endometriosis.

Authors:  J M Wheeler; L R Malinak
Journal:  Contrib Gynecol Obstet       Date:  1987

8.  Knowledge discovery in biomedical databases: a machine induction approach.

Authors:  H Alnahi; S Alshawi
Journal:  Comput Methods Programs Biomed       Date:  1993-04       Impact factor: 5.428

9.  Efficacy of ethanol sclerotherapy for ovarian endometriomas.

Authors:  J Noma; N Yoshida
Journal:  Int J Gynaecol Obstet       Date:  2001-01       Impact factor: 3.561

10.  Conservative laparoscopic excision of endometriosis by sharp dissection: life table analysis of reoperation and persistent or recurrent disease.

Authors:  D B Redwine
Journal:  Fertil Steril       Date:  1991-10       Impact factor: 7.329

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  4 in total

1.  Sensor-based architecture for medical imaging workflow analysis.

Authors:  Luís A Bastião Silva; Samuel Campos; Carlos Costa; José Luis Oliveira
Journal:  J Med Syst       Date:  2014-06-24       Impact factor: 4.460

2.  Development and application of a Chinese webpage suicide information mining system (sims).

Authors:  Penglai Chen; Jing Chai; Lu Zhang; Debin Wang
Journal:  J Med Syst       Date:  2014-09-30       Impact factor: 4.460

Review 3.  Clinical use of artificial intelligence in endometriosis: a scoping review.

Authors:  Brintha Sivajohan; Mohamed Elgendi; Carlo Menon; Catherine Allaire; Paul Yong; Mohamed A Bedaiwy
Journal:  NPJ Digit Med       Date:  2022-08-04

4.  Predicting Implantation Outcome of In Vitro Fertilization and Intracytoplasmic Sperm Injection Using Data Mining Techniques.

Authors:  Pegah Hafiz; Mohtaram Nematollahi; Reza Boostani; Bahia Namavar Jahromi
Journal:  Int J Fertil Steril       Date:  2017-08-27
  4 in total

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