Submitted:
25 December 2024
Posted:
26 December 2024
You are already at the latest version
Abstract
Epithelial ovarian cancer (EOC) remains a significant health burden globally. While traditional prognostic factors are well-established, newer biomarkers are emerging. This retrospective study aimed to investigate the impact of systemic inflammatory markers on progression-free survival (PFS) and overall survival (OS) in 154 EOC patients. Pre-treatment neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), and systemic inflammatory index (SII) were calculated and categorized into low and high groups. Univariate and multivariate analyses were performed to identify independent prognostic factors. Logistic regression analysis was used to determine predictors of platinum resistance. Elevated NLR and PLR were associated with poorer PFS and OS in univariate analysis. However, these markers did not retain their significance in multivariate analysis. SII showed a trend towards worse outcomes but did not reach statistical significance. Histopathological type, PLR, and surgical type were identified as independent predictors of platinum resistance. Our findings suggest that systemic inflammatory markers may have prognostic value in EOC, but further validation in larger prospective studies is warranted.
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Baseline Characteristics of Patients
2.3. Statistical Analysis
3. Results
Prognostic Factors and Survival Outcomes


4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Torre, L.A. Torre, L.A., et al., Global cancer statistics, 2012. CA: a cancer journal for clinicians, 2015. 65(2): p. 87-108. [CrossRef]
- Lheureux, S. Lheureux, S., et al., Epithelial ovarian cancer. The Lancet, 2019. 393(10177): p. 1240-1253.
- Winter, W.E., 3rd; Maxwell, G.L.; Tian, C.; Carlson, J.W.; Ozols, R.F.; Rose, P.G.; Markman, M.; Armstrong, D.K.; Muggia, F.; McGuire, W.P. Winter, W.E., 3rd; Maxwell, G.L.; Tian, C.; Carlson, J.W.; Ozols, R.F.; Rose, P.G.; Markman, M.; Armstrong, D.K.; Muggia, F.; McGuire, W.P., et al. Prognostic Factors for Stage III Epithelial Ovarian Cancer: A Gynecologic Oncology Group Study. J. Clin. Oncol. 2007, 25, 3621–3627. [CrossRef]
- Hoskins, W.J.; Bundy, B.N.; Thigpen, J.; Omura, G.A. Hoskins, W.J.; Bundy, B.N.; Thigpen, J.; Omura, G.A. The influence of cytoreductive surgery on recurrence-free interval and survival in small-volume Stage III epithelial ovarian cancer: A gynecologic oncology group study. Gynecol. Oncol. 1992, 47, 159–166. [CrossRef]
- Crawford, S.C.; Vasey, P.A.; Paul, J.; Hay, A.; Davis, J.A.; Kaye, S.B. Crawford, S.C.; Vasey, P.A.; Paul, J.; Hay, A.; Davis, J.A.; Kaye, S.B. Does Aggressive Surgery Only Benefit Patients With Less Advanced Ovarian Cancer? Results From an International Comparison Within the SCOTROC-1 Trial. J. Clin. Oncol. 2005, 23, 8802–8811. [CrossRef]
- Mantovani, A.; Allavena, P.; Sica, A.; Balkwill, F. Mantovani, A.; Allavena, P.; Sica, A.; Balkwill, F. Cancer-related inflammation. Nature 2008, 454, 436–444. [CrossRef]
- Tong, Y.-S.; Tan, J.; Zhou, X.-L.; Song, Y.-Q.; Song, Y.-J. Tong, Y.-S.; Tan, J.; Zhou, X.-L.; Song, Y.-Q.; Song, Y.-J. Systemic immune-inflammation index predicting chemoradiation resistance and poor outcome in patients with stage III non-small cell lung cancer. J. Transl. Med. 2017, 15, 221. [CrossRef]
- Hong, X.; Cui, B.; Wang, M.; Yang, Z.; Wang, L.; Xu, Q. Hong, X.; Cui, B.; Wang, M.; Yang, Z.; Wang, L.; Xu, Q. Systemic Immune-inflammation Index, Based on Platelet Counts and Neutrophil-Lymphocyte Ratio, Is Useful for Predicting Prognosis in Small Cell Lung Cancer. Tohoku J. Exp. Med. 2015, 236, 297–304. [CrossRef]
- Feng, J.-F.; Chen, S.; Yang, X. Feng, J.-F.; Chen, S.; Yang, X. Systemic immune-inflammation index (SII) is a useful prognostic indicator for patients with squamous cell carcinoma of the esophagus. Medicine 2017, 96, e5886. [CrossRef]
- Lolli, C.; Basso, U.; Derosa, L.; Scarpi, E.; Sava, T.; Santoni, M.; Crabb, S.J.; Massari, F.; Aieta, M.; Conteduca, V.; et al. Lolli, C.; Basso, U.; Derosa, L.; Scarpi, E.; Sava, T.; Santoni, M.; Crabb, S.J.; Massari, F.; Aieta, M.; Conteduca, V.; et al. Systemic immune-inflammation index predicts the clinical outcome in patients with metastatic renal cell cancer treated with sunitinib. Oncotarget 2016, 7, 54564–54571. [CrossRef]
- Lolli, C.; Caffo, O.; Scarpi, E.; Aieta, M.; Conteduca, V.; Maines, F.; Bianchi, E.; Massari, F.; Veccia, A.; Chiuri, V.E.; et al. Lolli, C.; Caffo, O.; Scarpi, E.; Aieta, M.; Conteduca, V.; Maines, F.; Bianchi, E.; Massari, F.; Veccia, A.; Chiuri, V.E.; et al. Systemic Immune-Inflammation Index Predicts the Clinical Outcome in Patients with mCRPC Treated with Abiraterone. Front. Pharmacol. 2016, 7, 376. [CrossRef]
- Prodromidou, A.; Andreakos, P.; Kazakos, C.; Vlachos, D.E.; Perrea, D.; Pergialiotis, V. Prodromidou, A.; Andreakos, P.; Kazakos, C.; Vlachos, D.E.; Perrea, D.; Pergialiotis, V. The diagnostic efficacy of platelet-to-lymphocyte ratio and neutrophil-to-lymphocyte ratio in ovarian cancer. Inflamm. Res. 2017, 66, 467–475. [CrossRef]
- Yin, X. Yin, X., et al., Prognostic significance of neutrophil–lymphocyte ratio (NLR) in patients with ovarian cancer: A systematic review and meta-analysis. Medicine, 2019. 98(45): p. e17475. [CrossRef]
- Zhao, Z.; Zhao, X.; Lu, J.; Xue, J.; Liu, P.; Mao, H. Zhao, Z.; Zhao, X.; Lu, J.; Xue, J.; Liu, P.; Mao, H. Prognostic roles of neutrophil to lymphocyte ratio and platelet to lymphocyte ratio in ovarian cancer: a meta-analysis of retrospective studies. Arch. Gynecol. Obstet. 2018, 297, 849–857. [CrossRef]
- Winarno, G.N.A.; Pasaribu, M.; Susanto, H.; Nisa, A.S.; Harsono, A.B.; Yuseran, H.; Suardi, D.; Trianasari, N. Winarno, G.N.A.; Pasaribu, M.; Susanto, H.; Nisa, A.S.; Harsono, A.B.; Yuseran, H.; Suardi, D.; Trianasari, N. The Platelet to Lymphocyte and Neutrophil to Lymphocyte Ratios in Predicting Response to Platinum-based Chemotherapy for Epithelial Ovarian Cancer. Asian Pac. J. Cancer Prev. 2021, 22, 1561–1566. [CrossRef]
- Liontos, M.; Andrikopoulou, A.; Koutsoukos, K.; Markellos, C.; Skafida, E.; Fiste, O.; Kaparelou, M.; Thomakos, N.; Haidopoulos, D.; Rodolakis, A.; et al. Liontos, M.; Andrikopoulou, A.; Koutsoukos, K.; Markellos, C.; Skafida, E.; Fiste, O.; Kaparelou, M.; Thomakos, N.; Haidopoulos, D.; Rodolakis, A.; et al. Neutrophil-to-lymphocyte ratio and chemotherapy response score as prognostic markers in ovarian cancer patients treated with neoadjuvant chemotherapy. J. Ovarian Res. 2021, 14, 1–10. [CrossRef]
- Sanna, E.; Tanca, L.; Cherchi, C.; Gramignano, G.; Oppi, S.; Chiai, M.G.; Macciò, A.; Madeddu, C. Sanna, E.; Tanca, L.; Cherchi, C.; Gramignano, G.; Oppi, S.; Chiai, M.G.; Macciò, A.; Madeddu, C. Decrease in Neutrophil-to-Lymphocyte Ratio during Neoadjuvant Chemotherapy as a Predictive and Prognostic Marker in Advanced Ovarian Cancer. Diagnostics 2021, 11, 1298. [CrossRef]
- Tian, C. Tian, C., et al., Prognostic significance of platelet-to-lymphocyte ratio in patients with ovarian cancer: a meta-analysis. European Journal of Clinical Investigation, 2018. 48(5): p. e12917. [CrossRef]
- Jiang, S.; Liu, J.; Chen, X.; Zheng, X.; Ruan, J.; Ye, A.; Zhang, S.; Zhang, L.; Kuang, Z.; Liu, R. Jiang, S.; Liu, J.; Chen, X.; Zheng, X.; Ruan, J.; Ye, A.; Zhang, S.; Zhang, L.; Kuang, Z.; Liu, R. Platelet-lymphocyte ratio as a potential prognostic factor in gynecologic cancers: a meta-analysis. Arch. Gynecol. Obstet. 2019, 300, 829–839. [CrossRef]
- Chon, S.; Lee, S.; Jeong, D.; Lim, S.; Lee, K.; Shin, J. Chon, S.; Lee, S.; Jeong, D.; Lim, S.; Lee, K.; Shin, J. Elevated platelet lymphocyte ratio is a poor prognostic factor in advanced epithelial ovarian cancer. J. Gynecol. Obstet. Hum. Reprod. 2020, 50, 101849. [CrossRef]
- Ji, Y.; Wang, H. Ji, Y.; Wang, H. Prognostic prediction of systemic immune-inflammation index for patients with gynecological and breast cancers: a meta-analysis. World J. Surg. Oncol. 2020, 18, 1–11. [CrossRef]
- Nie, D.; Gong, H.; Mao, X.; Li, Z. Nie, D.; Gong, H.; Mao, X.; Li, Z. Systemic immune-inflammation index predicts prognosis in patients with epithelial ovarian cancer: A retrospective study. Gynecol. Oncol. 2019, 152, 259–264. [CrossRef]
- Ramón-Rodríguez, J.; De-Armas-Conde, N.; Jaén-Torrejimeno, I.; Prada-Villaverde, A.; Rojas-Holguín, A.; López-Guerra, D.; Blanco-Fernández, G. Ramón-Rodríguez, J.; De-Armas-Conde, N.; Jaén-Torrejimeno, I.; Prada-Villaverde, A.; Rojas-Holguín, A.; López-Guerra, D.; Blanco-Fernández, G. Prognostic value of pre-operative systemic immune-inflammation index and platelet to lymphocyte ratio in peritoneal carcinomatosis of ovarian origin. Surg. Oncol. 2022, 42, 101750. [CrossRef]
- Farolfi, A.; Scarpi, E.; Greco, F.; Bergamini, A.; Longo, L.; Pignata, S.; Casanova, C.; Cormio, G.; Bologna, A.; Orditura, M.; et al. Farolfi, A.; Scarpi, E.; Greco, F.; Bergamini, A.; Longo, L.; Pignata, S.; Casanova, C.; Cormio, G.; Bologna, A.; Orditura, M.; et al. Inflammatory indexes as predictive factors for platinum sensitivity and as prognostic factors in recurrent epithelial ovarian cancer patients: a MITO24 retrospective study. Sci. Rep. 2020, 10, 1–8. [CrossRef]
| Characteristic | n (%) |
|---|---|
|
Age, Year Interval Median |
21-88 57 |
|
Stage Stage I Stage II Stage III Stage IV |
21(13.6) 6 (3.9) 111 (72.1) 16 (10.4) |
|
Eastern Cooperative Oncology Group Performance Status 0 I II III |
94 (61.0) 41 (26.6) 13 (8.4) 6 (3.9) |
|
Primary Localization Ovary Fallopian Tube Primary Peritoneal |
127 (82.5) 18 (11.7) 9 (5.8) |
|
Histopatological Type Serous Papillary Clear Cell Mucinous Borderline |
136 (88.3) 10 (6.5) 6 (3.9) 2 (1.3) |
|
Grade Low High Unknown |
8 (5.2) 138 (89.6) 8 (5.2) |
|
NAC Yes No |
45 (29.2) 109 (70.8) |
|
Surgical Type Maximal debulking Optimal debulking Suboptimal debulking İnoperable |
121 (78.6) 20 (13.0) 4 (2.6) 3 (1.9) |
|
Adjuvant Chemotherapy Yes No |
143 (92.9) 11 (7.1) |
|
Relapse Status Yes No |
105 (68.1) 49 (31.9) |
|
Platinum Resistance Partially Sensitive Sensitive |
11 (7.2) 110 (71.4) |
| Resistant | 33 (21.4) |
| Characteristics | n (%) | Median PFS (month) |
Univariate P Value |
HR CI 95% |
Multivariate p Value |
|---|---|---|---|---|---|
|
Age, Year <60 >60 |
86 (55.8) 68 (44.2) |
19.5 19.7 |
0.64 | ||
|
Stage Stage I Stage II Stage III Stage IV |
21(13.6) 6 (3.9) 111 (72.1) 16 (10.4) |
51.7 17.5 19.2 13.0 |
0.015 | 1.89 1.33-2.67 |
<0.001 |
|
ECOG PS 0-I II-III |
135 (87.6) 19 (22.4) |
21.2 18.0 |
0.029 | 1.15 0.89-1.48 |
0.27 |
|
Primary Localization Ovary Fallopian Tube Primary Peritoneal |
127 (82.5) 18 (11.7) 9 (5.8) |
19.7 13.5 NR |
0.024 | 1.44 0.90-2.31 |
0.11 |
|
Histopatological Type Serous Papillary Clear Cell Mucinous Borderline |
136 (88.3) 10 (6.5) 6 (3.9) 2 (1.3) |
20.3 6.9 6.2 12.6 |
0.09 | 1.69 1.16-2.46 |
0.006 |
|
Grade Low High Unknown |
8 (5.2) 138 (89.6) 8 (5.2) |
NR 19.7 NR |
0.42 | ||
|
NAC Yes No |
45 (29.2) 109 (70.8) |
19.0 20.3 |
0.54 | ||
|
Surgical Type Maximal debulking Optimal debulking Suboptimal debulking İnoperable |
121 (78.6) 20 (13.0) 4 (2.6) 3 (1.9) |
21.2 19.5 13.3 7.4 |
0.003 | 1.34 0.96-1.88 |
0.04 |
|
Platinum Resistance Sensitive |
121 (78.6) |
21.3 |
<0.001 |
4.70 2.42-9.12 |
<0.001 |
| Resistant | 33 (21.4) | 9.3 | |||
|
NLR <3 >3 |
73 (47.4) 81 (52.6) |
23.5 14.2 |
0.003 | 1.53 0.81-2.91 |
0.18 |
|
PLR <194 >194 |
72 (46.8) 82 (53.2) |
23.5 13.0 |
0.005 | 0.87 0.46-1.64 |
0.67 |
|
SII >973.1 >973.1 |
69 (44.9) 85 (55.1) |
24.3 13.6 |
0.005 | 1.67 0.79-3.53 |
0.17 |
| Characteristics | n (%) | Median OS (month) |
Univariate p Value | HR CI 95% |
Multivariate p Value |
|---|---|---|---|---|---|
|
Age, Year <60 >60 |
86 (55.8) 68 (44.2) |
57.1 55.8 |
0.50 | ||
|
Stage Stage I Stage II Stage III Stage IV |
21(13.6) 6 (3.9) 111 (72.1) 16 (10.4) |
NR NR 51.7 29.1 |
0.04 | 1.33 0.82-2.15 |
0.23 |
|
ECOG PS 0-I II-III |
135 (87.6) 19 (22.4) |
62.0 29.1 |
<0.001 | 1.50 1.11-2.02 |
0.008 |
|
Primary Localization Ovary Fallopian Tube Primary Peritoneal |
127 (82.5) 18 (11.7) 9 (5.8) |
NR NR NR |
0.90 | ||
|
Histopatological Type Serous Papillary Clear Cell Mucinous Borderline |
136 (88.3) 10 (6.5) 6 (3.9) 2 (1.3) |
51.7 NR NR NA |
0.48 | ||
|
Grade Low High Unknown |
8 (5.2) 138 (89.6) 8 (5.2) |
NR 57.1 NR |
0.30 | ||
|
NAC Yes No |
45 (29.2) 109 (70.8) |
38.5 56.9 |
0.30 | ||
|
Surgical Type Maximal debulking Optimal debulking Suboptimal debulking İnoperable |
121 (78.6) 20 (13.0) 4 (2.6) 3 (1.9) |
62.0 56.9 45.5 10.4 |
0.001 | 1.62 1.01-2.62 |
0.045 |
|
Platinum Resistance Sensitive |
121 (78.6) |
64.6 |
<0.001 | 3.02 1.42-6.42 |
0.004 |
| Resistant | 33 (21.4) | 25.8 | |||
|
NLR <3 <3 |
73 (47.4) 81 (52.6) |
61.1 37.4 |
0.02 | 1.08 0.42-2.80 |
0.87 |
|
PLR <194 >194 |
72 (46.8) 82 (53.2) |
64.6 37.4 |
0.008 | 1.46 0.59-3.61 |
0.40 |
|
SII >973.1 >973.1 |
69 (44.9) 85 (55.1) |
60.7 46.1 |
0.082 | 1.08 0.34-3.34 |
0.89 |
| Factors | β | X2 | p | OR | 95% CI |
|---|---|---|---|---|---|
| FIGO stage | 0.20 | 0.21 | 0.64 | 1.22 | 0.51-2.89 |
| EGOG PS | 0.24 | 0.09 | 0.75 | 1.28 | 0.27-5.99 |
| Histopathology | 1.40 | 8.35 | 0.004 | 4.06 | 1.57-10.54 |
| Surgical type | 0.61 | 2.84 | 0.032 | 1.84 | 0.90-3.76 |
| NLR | -0.27 | 0.08 | 0.77 | 0.75 | 0.11-5.14 |
| PLR | 1.40 | 2.99 | 0.03 | 4.08 | 0.83-20.07 |
| SII | -1.42 | 1.48 | 0.22 | 0.24 | 0.02-2.37 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).