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1.
Gynecol Oncol ; 107(3): 526-31, 2007 Dec.
Article in English | MEDLINE | ID: mdl-17920110

ABSTRACT

OBJECTIVE: Currently available tumor markers for ovarian cancer are still inadequate in both sensitivity and specificity to be used for population-based screening. Artificial neural network (ANN) as a modeling tool has demonstrated its ability to assimilate information from multiple sources and to detect subtle and complex patterns. In this paper, an ANN model was evaluated for its performance in detecting early stage epithelial ovarian cancer using multiple serum markers. METHODS: Serum specimens collected at four institutions in the US, The Netherlands and the United Kingdom were analyzed for CA 125II, CA 72-4, CA 15-3 and macrophage colony stimulating factor (M-CSF). The four tumor marker values were then used as inputs to an ANN derived using a training set from 100 apparently healthy women, 45 women with benign conditions arising from the ovary and 55 invasive epithelial ovarian cancer patients (including 27 stage I/II cases). A separate validation set from 27 apparently healthy women, 56 women with benign conditions and 35 women with various types of malignant pelvic masses was used to monitor the ANN's performance during training. An independent test data set from 98 apparently healthy women and 52 early stage epithelial ovarian cancer patients (38 stage I and 4 stage II invasive cases and 10 stage I borderline ovarian tumor cases) was used to evaluate the ANN. RESULTS: ROC analysis confirmed the overall superiority of the ANN-derived composite index over CA 125II alone (p=0.0333). At a fixed specificity of 98%, the sensitivities for ANN and CA 125II alone were 71% (37/52) and 46% (24/52) (p=0.047), respectively, for detecting early stage epithelial ovarian cancer, and 71% (30/42) and 43% (18/42) (p=0.040), respectively, for detecting invasive early stage epithelial ovarian cancer. CONCLUSIONS: The combined use of multiple tumor markers through an ANN improves the overall accuracy to discern healthy women from patients with early stage ovarian cancer. Analysis of multiple markers with an ANN may be a better choice than the use of CA 125II alone in a two-step approach for population screening in which a secondary test such as ultrasound is used to keep the overall specificity at an acceptable level.


Subject(s)
Antigens, Tumor-Associated, Carbohydrate/blood , Ovarian Neoplasms/blood , CA-125 Antigen/blood , Female , Humans , Macrophage Colony-Stimulating Factor/blood , Mucin-1/blood , Neoplasm Staging , Neural Networks, Computer , Ovarian Neoplasms/pathology , ROC Curve
3.
Gynecol Oncol ; 97(3): 924-7, 2005 Jun.
Article in English | MEDLINE | ID: mdl-15943993

ABSTRACT

BACKGROUND: Intrauterine progesterone therapy potentially provides a simple alternative treatment for women with Stage I Grade I endometrial cancers who are at high risk for surgery. The case histories of four women with early endometrial cancer primarily treated with levonorgestrel intrauterine system (Mirena) are reported and the literature reviewed. CASES: Four women had Stage I grade 1 endometrial adenocarcinoma with positive progesterone receptor. All were assessed to be in American Society of anaesthesiologists risk class IV. After insertion of mirena intrauterine system, one woman (25%) had complete histological regression of disease within 6 months. One of three women who did not respond to treatment subsequently had a vaginal hysterectomy, which showed endometrial cancer with superficial myometrial invasion. CONCLUSION: This report raises doubts about the effectiveness of intrauterine progesterone therapy as a definitive alternative for the treatment of early endometrial cancer.


Subject(s)
Antineoplastic Agents, Hormonal/administration & dosage , Carcinoma, Endometrioid/drug therapy , Endometrial Neoplasms/drug therapy , Levonorgestrel/administration & dosage , Aged , Aged, 80 and over , Drug Administration Routes , Female , Humans , Middle Aged , Uterus
4.
J Clin Oncol ; 22(20): 4059-66, 2004 Oct 15.
Article in English | MEDLINE | ID: mdl-15381683

ABSTRACT

PURPOSE: In CA-125-based ovarian cancer screening trials, overall specificity and screening sensitivity of ultrasound after an elevated CA-125 exceeded 99.6% and 70%, respectively, thereby yielding a positive predictive value (PPV) exceeding 10%. However, sensitivity for early-stage disease was only 40%. This study aims to increase preoperative sensitivity for early-stage ovarian cancer while maintaining the annual referral rate to ultrasound at 2% by combining information across CA-125II, CA 15-3, CA 72-4, and macrophage colony-stimulating factor (M-CSF). For direct comparisons between marker panels, all sensitivity results correspond to a 98% fixed first-line specificity (referral rate 2%). PATIENTS AND METHODS: Logistic regression, classification tree, and mixture discriminant analysis (MDA) models were fit to a training data set of preoperative serum measurements (63 patients, 126 healthy controls) from one center. Estimates from the training set applied to an independent validation set (60 stage I to II patients, 98 healthy controls) from two other centers provided unbiased estimates of sensitivity. RESULTS: Preoperative sensitivities for early-stage disease of the optimal panels were 45% for CA-125II; 67% for CA-125II and CA 72-4; 70% for CA-125II, CA 72-4, and M-CSF; and 68% for all four markers (latter two results using MDA). CONCLUSION: Efficiently combining information on CA-125II, CA 72-4, and M-CSF significantly increased preoperative early-stage sensitivity from 45% with CA-125II alone to 70%, while maintaining 98% first-line specificity. Screening trials with these markers using MDA followed by referral to ultrasound may maintain previously high levels of specificity and PPV, while significantly increasing early-stage screening sensitivity. MDA is a useful, biologically justified method for combining biomarkers.


Subject(s)
Biomarkers, Tumor/blood , CA-125 Antigen/blood , Macrophage Colony-Stimulating Factor/blood , Mucin-1/blood , Ovarian Neoplasms/diagnosis , Discriminant Analysis , Female , Humans , Logistic Models , Ovarian Neoplasms/diagnostic imaging , Predictive Value of Tests , Sensitivity and Specificity , Ultrasonography
5.
Best Pract Res Clin Obstet Gynaecol ; 17(4): 529-42, 2003 Aug.
Article in English | MEDLINE | ID: mdl-12965130

ABSTRACT

Vulval carcinoma is relatively rare. The disease spreads from the vulva through embolization to the locoregional lymphatic station, the inguinofemoral nodes. Prior to this event cure can be achieved, but rarely predicted with certainty. This chapter reviews current therapeutic knowledge and recognizes the increasing importance of individualization of a treatment plan. The adoption of these principles will hopefully evolve a pattern of care that leads to a decrease in morbidity for those women with early tumours and less morbid but more effective strategies for those with advanced disease.


Subject(s)
Carcinoma, Squamous Cell/surgery , Neoplasm Recurrence, Local/surgery , Vulvar Neoplasms/surgery , Aged , Carcinoma, Squamous Cell/mortality , Carcinoma, Squamous Cell/radiotherapy , Chemotherapy, Adjuvant , Combined Modality Therapy , Female , Humans , Inguinal Canal , Middle Aged , Neoplasm Recurrence, Local/mortality , Neoplasm Recurrence, Local/radiotherapy , Neoplasm Staging , Pelvis , Sentinel Lymph Node Biopsy , Vulvar Neoplasms/mortality , Vulvar Neoplasms/radiotherapy
6.
BJOG ; 109(5): 576-8, 2002 May.
Article in English | MEDLINE | ID: mdl-12066951

ABSTRACT

In this study to assess the role of omental biopsy in the diagnosis of extrapelvic disease, data from 100 consecutive women with clinical Stage I endometrial cancer undergoing primary surgical treatment in our institution were analysed: 80 women had an omental biopsy, 20 did not, and six had adenocarcinoma in the omentum. No obvious morbidity attributable to this rapid and easily performed surgical procedure was recorded. We conclude that visual inspection and palpation of the omentum at the time of abdominal surgery for endometrial carcinoma is worthwhile and advisable. In addition, adopting a protocol of histological assessment upstaged a further two cases of this series. These data suggest that this technique might influence the prescription of adjuvant pelvic radiation in approximately one in 10 women currently considered for such therapy, as disease can be easily documented as having extended beyond the conventional radiotherapy field.


Subject(s)
Adenocarcinoma/pathology , Endometrial Neoplasms/pathology , Omentum/pathology , Peritoneal Neoplasms/pathology , Adenocarcinoma/surgery , Biopsy/methods , Endometrial Neoplasms/surgery , Female , Humans , Peritoneal Neoplasms/surgery , Preoperative Care/methods , Prospective Studies
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