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Background: Ovarian cancer (OC) represents a common neoplasm within the female reproductive tract. The prognosis for patients diagnosed at advanced stages is unfavorable, primarily attributable to the absence of reliable screening markers for early detection. An elevated neutrophil-to-lymphocyte ratio (NLR) serves as an indicator of host inflammatory response and has been linked to poorer overall survival (OS) across various cancer types; however, its examination in OC remains limited. This study seeks to identify combination diagnostic and prognostic markers for OC, aiming to improve diagnostic and prognostic efficacy, especially in the early stages.
Methods: We analyzed the targeted biomarkers in a cohort of 104 OC patients and 100 controls, which comprised 50 patients with benign ovarian tumors and 50 healthy women, using enzyme-linked immunosorbent assay (ELISA) and complete blood counting (CBC). After validating the biomarker panel, we compared the expression levels of the biomarkers in OC patients with various clinical features to assess their relevance. A biomarker panel was developed and validated with an independent cohort of 70 OC patients and 60 controls, including 30 with benign ovarian tumors and 30 healthy women. We evaluated the diagnostic accuracy using the area under the receiver-operating characteristic (ROC) curve and overall survival analysis was used for prognosis.
Results: The results from ELISA and CBC analyses indicated that the NLR was significantly higher in patients with OC. This elevation was especially notable in those with advanced stages of the disease, lymph node metastasis, and ascites. The diagnostic performance of the NLR, when combined with CA125 and HE4, outperformed each marker used individually, especially when compared to the traditional combination of CA125 and HE4. Importantly, we observed similar results in patients with early-stage ovarian cancer and those with low levels of CA125 and HE4. In addition, these results suggest that NLR combined with CA125 and HE4 levels in OC patients have significant prognostic value.
Conclusions: The effective combination of serum NLR, CA125, and HE4 significantly enhances diagnostic efficiency in patients with OC. Serum NLR, CA125, and HE4 levels were identified as independent prognostic markers for OC.
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http://dx.doi.org/10.3389/fonc.2024.1494051 | DOI Listing |
Cancer Med
September 2025
Department of Computer Engineering, Social and Biological Network Analysis Laboratory, University of Kurdistan, Sanandaj, Iran.
Background: Ovarian cancer (OC) remains the most lethal gynecological malignancy, largely due to its late-stage diagnosis and nonspecific early symptoms. Advances in biomarker identification and machine learning offer promising avenues for improving early detection and prognosis. This review evaluates the role of biomarker-driven ML models in enhancing the early detection, risk stratification, and treatment planning of OC.
View Article and Find Full Text PDFInt J Gen Med
September 2025
Department of Gynecology, Zhongshan Hospital, Fudan University, Shanghai, 200035, People's Republic of China.
Objective: This study aims to investigate the association between the dynamics of routine metabolic markers and endometriosis severity.
Methods: A retrospective analysis was conducted on patients diagnosed with endometriosis at Zhongshan Hospital, Xiamen, affiliated with Fudan University. The collected data encompassed demographic details and biochemical indicators related to lipid, hepatobiliary, renal metabolism, and electrolyte balance.
Diagnostics (Basel)
August 2025
Instituto de Investigación en Ciencias Biomédicas, Centro Universitario de Ciencias de la Salud, Universidad de Guadalajara, Guadalajara 44340, Mexico.
Serum biomarkers such as CA-125 and HE4, along with the ROMA score, (which integrates both markers) are widely used to distinguish between benign and malignant ovarian tumors. In ovarian cancer, chronic exposure to tumor-associated antigens (TAAs), such as CA-125 and HE4, can lead to T cell exhaustion and senescence, thereby facilitating immune evasion. This study aimed to evaluate exhausted and senescent T cells in the peripheral blood of patients with benign or malignant ovarian tumors, and compare these findings to those of healthy donors, and assess their correlation with the ROMA score.
View Article and Find Full Text PDFDiagnostics (Basel)
August 2025
Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Cipto Mangunkusumo Hospital, Central Jakarta 10430, Indonesia.
This study aims to describe the ultrasound findings and biomarker profiles (CA-125, HE4, CEA, ADA, and IGRA) in confirmed cases of peritoneal tuberculosis (PTB) and to discuss their relevance in clinical evaluation. This is a retrospective study utilizing data from 12 female subjects with a confirmed PTB diagnosis at Cipto Mangunkusumo Hospital and Hermina Depok Hospital between 2018 and 2023. Data were extracted from medical records.
View Article and Find Full Text PDFJ Inflamm Res
August 2025
Department of Gynecology, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, 510000, People's Republic of China.
Background: Endometrial cancer (EC) incidence is rising globally, yet early diagnosis remains challenging. Our objective is to develop a non-invasive, preoperative tool to predict EC risk using machine learning (ML) techniques.
Methods: This retrospective analysis included clinical data from patients with endometrial lesions at the Third Affiliated Hospital of Sun Yat-sen University between January 2014 to August 2024.