Skip to main content

Main menu

  • Home
  • Current Issue
  • Archive
  • Info for
    • Authors
    • Subscribers
    • Advertisers
    • Editorial Board
  • Other Publications
    • In Vivo
    • Cancer Genomics & Proteomics
    • Cancer Diagnosis & Prognosis
  • More
    • IIAR
    • Conferences
    • 2008 Nobel Laureates
  • About Us
    • General Policy
    • Contact
  • Other Publications
    • Anticancer Research
    • In Vivo
    • Cancer Genomics & Proteomics

User menu

  • Register
  • Subscribe
  • My alerts
  • Log in
  • My Cart

Search

  • Advanced search
Anticancer Research
  • Other Publications
    • Anticancer Research
    • In Vivo
    • Cancer Genomics & Proteomics
  • Register
  • Subscribe
  • My alerts
  • Log in
  • My Cart
Anticancer Research

Advanced Search

  • Home
  • Current Issue
  • Archive
  • Info for
    • Authors
    • Subscribers
    • Advertisers
    • Editorial Board
  • Other Publications
    • In Vivo
    • Cancer Genomics & Proteomics
    • Cancer Diagnosis & Prognosis
  • More
    • IIAR
    • Conferences
    • 2008 Nobel Laureates
  • About Us
    • General Policy
    • Contact
  • Visit us on Facebook
  • Follow us on Linkedin
Research ArticleClinical Studies

Inflammatory and Nutritional Serum Markers as Predictors of Peri-operative Morbidity and Survival in Ovarian Cancer

AMANIKA KUMAR, MICHELLE L. TORRES, WILLIAM A. CLIBY, KIMBERLY R. KALLI, GIORGIO BOGANI, GIOVANNI ALETTI, CAROLINE C. NITSCHMANN, FRANCESCO MULTINU, AMY L. WEAVER, MATTHEW S. BLOCK and ANDREA MARIANI
Anticancer Research July 2017, 37 (7) 3673-3677;
AMANIKA KUMAR
1Division of Gynecologic Surgery, Mayo Clinic, Rochester, MN, U.S.A.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
MICHELLE L. TORRES
1Division of Gynecologic Surgery, Mayo Clinic, Rochester, MN, U.S.A.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
WILLIAM A. CLIBY
1Division of Gynecologic Surgery, Mayo Clinic, Rochester, MN, U.S.A.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
KIMBERLY R. KALLI
2Division of Medical Oncology, Mayo Clinic, Rochester, MN, U.S.A.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
GIORGIO BOGANI
3Department of Gynecologic Oncology, IRCCS National Cancer Institute, Milan, Italy
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
GIOVANNI ALETTI
3Department of Gynecologic Oncology, IRCCS National Cancer Institute, Milan, Italy
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
CAROLINE C. NITSCHMANN
1Division of Gynecologic Surgery, Mayo Clinic, Rochester, MN, U.S.A.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
FRANCESCO MULTINU
1Division of Gynecologic Surgery, Mayo Clinic, Rochester, MN, U.S.A.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
AMY L. WEAVER
4Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, MN, U.S.A.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
MATTHEW S. BLOCK
2Division of Medical Oncology, Mayo Clinic, Rochester, MN, U.S.A.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
ANDREA MARIANI
1Division of Gynecologic Surgery, Mayo Clinic, Rochester, MN, U.S.A.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: mariani.andrea@mayo.edu
  • Article
  • Figures & Data
  • Info & Metrics
  • PDF
Loading

Abstract

Aim: To identify preoperative nutritional and inflammatory markers that predict perioperative outcomes in patients with ovarian cancer (OC). Patients and Methods: Fifty patients who underwent primary debulking for advanced (stage III/IV) OC were selected from a cohort of patients who underwent surgery between 2002 and 2009. We analyzed C-reactive protein (CRP), interleukin-6 (IL6) and albumin and their impact on mortality and surgical outcomes. Results: Two patients were excluded since they did not have adequate measurements of CRP and IL6. Among the remaining patients, 25 (52%) were ≥70 years old. Nine (19%), 12 (25%) and 12 (25%) patients had low serum albumin (<3.0 g/dl), elevated CRP (≥70 mg/l) and elevated IL6 (≥24 pg/ml), respectively. Age was a significant predictor of non-home discharge (p=0.01). Low serum albumin (<3.0 g/dl) was a predictor of death within 6 month (p=0.03). Elevated CRP (≥70 mg/l) was a predictor of non-home discharge (p=0.02), death within 6 months (p=0.02), death within 12 months (p=0.04), and longer hospital stay (p=0.01). Elevated IL6 (≥24 pg/ml) was a predictor of non-home discharge (p=0.002) and surgical complications (p=0.02), and also associated with longer hospital stay (p=0.03). Conclusion: Poor nutrition and high inflammatory status negatively influence surgical and oncological outcomes of patients with OC. These preoperative markers can be used for selection of patients for neoadjuvant chemotherapy at high risk of short survival, non-home discharge and long hospital stay.

  • Ovarian cancer
  • frailty
  • malnutrition
  • CRP
  • IL6
  • albumin

Epithelial ovarian cancer (OC) accounts for approximately one quarter of all gynecological malignancies, but is responsible for about half of all deaths from cancer of the female reproductive tract. Most patients present at an advanced stage of disease at the time of diagnosis and a subset will have a frail and malnourished state; identification of those patients represents an important clinical need.

Primary debulking surgery (PDS) followed by chemotherapy is the main treatment for ovarian cancer; however, alternatives such as chemotherapy alone or neoadjuvant chemotherapy followed by interval debulking surgery are also options for treatment. When patients with OC present with compromised medical or nutritional status before surgery, perioperative outcomes and survival may be negatively affected (1). In particular, low serum albumin is used at our Center to triage patients at high risk for surgical complications and perioperative mortality to neoadjuvant chemotherapy (2). Identification of patients with advanced OC at high risk for perioperative morbidity is essential for treatment planning and patient counseling.

Perioperative morbidity is an important determinant of increased hospital stay, non-home discharge, delay or inability to receive chemotherapy treatment, overall survival, and high costs (3, 4). Although some clinical variables [e.g. older age, stage IV of disease, higher American Society of Anesthesiologist (ASA) score, lower serum albumin] can help predict poor surgical and oncological outcomes, these models do not fully explain these adverse outcomes, and better tools for identification of these patients and understanding of their morbidity are needed.

Investigators across different oncological specialties have reported that inflammatory and nutritional markers such as C-reactive protein (CRP), interleukin-6 (IL6), albumin and Glasgow Prognostic Score (GPS, a score based on CRP and albumin levels) are correlated with performance status and survival in patients with cancer, including women with ovarian malignancy (5-8). In this pilot study, we sought to determine the relationship between the serum inflammatory/nutritional markers (i.e. CRP, IL6, albumin and GPS) and perioperative and oncological outcomes in a group of patients with advanced OC undergoing PDS at a single tertiary care center. These data will be used to launch further investigation into biomarkers that influence both short-term morbidity and oncological mortality.

Patients and Methods

The pilot study utilized a random selection of 50 patients from a cohort of 313 patients who satisfied the following inclusion criteria: (i) underwent cytoreductive surgery as primary treatment for ovarian cancer at the Mayo Clinic Division of Gynecological Surgery (Rochester, MN, USA) during April 2002-June 2009 with advanced (stage IIIC/IV) OC; (ii) had consented to donate a blood sample for research purposes; (iii) had a stored frozen serum sample available for the study; and (iv) had a measurement of pre-operative albumin level within 30 days before surgery.

CRP was measured on a Roche Cobas c311 chemistry analyzer (Roche Diagnostics, Indianapolis, IN, USA) by a latex particle enhanced immunoturbidimetric assay from Roche Diagnostics. The 75th percentile was used in our analysis as a cutoff for CRP (70 mg/l). IL6 was measured by a quantitative two-site enzyme immunoassay from R & D Systems (Minneapolis, MN, USA). Lambeck et al. reported that the median serum concentration of IL6 in patients with advanced OC patients was 23.8 pg/ml, therefore a serum level ≥24 pg/ml was considered as being elevated in our analysis (10). Albumin was considered to be low if it was ≤3 mg/dl. The GPS is a score based on levels of CRP and albumin; when a patient has both CRP >10 mg/l and albumin <3.5 g/l, the score is 2, when only laboratory abnormality is present, the score is 1, and when both levels are normal, the score is 0 (5, 6). A score of 1 or more is considered abnormal.

All patients included underwent PDS via laparotomy. All pathology specimens were reviewed within our Institution by a gynecologic pathologist. Post-surgical complications within 30 days after surgery were classified according to the Accordion Severity Classification of Postoperative Complications (11). Length of hospital stay (LOS) was counted from the first postoperative day to discharge from the hospital. Re-admissions were not considered part of LOS. Non-home discharge was considered for all those patients who did not go to their homes to live directly after discharge from the hospital. We included in this definition both patients who died in the hospital and those who went to a skilled nursing facility after leaving our Institution.

Data were summarized using standard descriptive statistics. Duration of follow-up was calculated from the date of surgery to the date of death or last follow-up. Overall survival following surgery was estimated using the Kaplan–Meier method. Death within 6 months and death within 12 months were each evaluated as standard binary outcome measures since all of the patients who did not die had more than 12 months of follow-up. The Chi-square test was used to evaluate univariately the association between each categorical factor and each binary outcome in spite of all cells in the contingency tables not having an expected cell count >5; all cells did have an expected cell count >1. The distribution of LOS was compared between the levels of each categorical variable using the Wilcoxon rank-sum test. Multivariate analyses were not performed given the small number of events for each outcome. All calculated p-values were two-sided and p-values less than 0.05 were considered statistically significant. Statistical analyses were performed using the SAS version 9.2 software package (SAS Institute, INC., Cary, NC, USA).

View this table:
  • View inline
  • View popup
  • Download powerpoint
Table I.

Demographic and clinical characteristics of the 48 patients with stage IIIC/IV ovarian cancer.

Results

Among the random sample of 50 patients, two did not have adequate quality measurements of CRP and IL6 from sera, leaving 48 patients for the analysis. Compared to the remaining 263 patients not selected, the two groups were similar in terms of stage and cytoreduction, however, the study patients in the analysis were slightly older (mean age, 68.8 vs. 64.1 years; p=0.006), less likely to have serous histology (73% vs. 88%; p=0.009), and more likely to die within 1 year (27% vs. 15%; p=0.04) (data not shown). Table I summarizes the distribution of clinical and pathological characteristics in the study group of 48 patients. Regarding nutritional and inflammatory markers, nine patients (19%) had pretreatment albumin ≤3.0 g/ml, 12 (25%) had CRP level ≥70 mg/l, and 12 (25%) had IL6 ≥24 pg/ml. Seven patients had both a CRP level ≥70 mg/l and IL6 ≥24 pg/ml. After calculating the GPS, 38 patients (79%) had an abnormal score (≥1).

View this table:
  • View inline
  • View popup
  • Download powerpoint
Table II.

Univariate analysis of predictors of early mortality and perioperative outcomes for 48 patients with advanced ovarian cancer.

Non-home discharge. A total of 12 (25%) patients had a non-home discharge [2 (4%) patients died in the hospital and 10 (21%) went to a skilled nursing facility]. Of the remaining 36 (75%) patients, three (6%) received home care and 33 (69%) were discharged home without nursing assistance. Age ≥70 years, CRP ≥70 mg/l and IL6 ≥24 pg/ml were significantly associated with non-home discharge based on univariate analysis (Table II).

Survival. The median overall survival for the group was 38.4 months. A total of nine (19%) patients died within 6 months. CRP ≥70 mg/l and albumin ≤3 g/dl were identified as being associated with death within the first 6 months on univariate analysis. A total of 13 (27%) patients died within the first 12 months. CRP ≥70 mg/l was also significantly associated with death within the first 12 months (Table II).

Surgical complications. A total of 12 patients had grade 3 or higher surgical complications. Stage IV disease and IL6 ≥24 pg/ml were significantly (p<0.05) associated with having surgical complications on univariate analysis (Table II). Complications experienced include two deaths within 30 days, three patients with post-operative myocardial infarction requiring cardiac angiography with/without intubation, five patients with a return to the operative room or invasive procedure requiring anesthesia, and one patient with renal failure.

View this table:
  • View inline
  • View popup
  • Download powerpoint
Table III.

Univariate analysis of predictors of length of hospital stay. Results are based on 46 out of the 48 patients; the two patients that died in hospital were excluded from this particular analysis.

View this table:
  • View inline
  • View popup
  • Download powerpoint
Table IV.

Summary table of predictors of short-term survival and perioperative outcomes in ovarian cancer based on univariate analysis.

Hospital stay. LOS ranged from 3 to 30 days, with a median of 7 days. Two patients (4%) died in hospital at 4 and 6 days, respectively, and were excluded from the analysis of this outcome. A summary of the evaluation of predictors of LOS is presented in Table III. At univariate analysis, CRP ≥70 mg/l and IL6 ≥24 pg/ml were significantly (p<0.05) associated with longer hospital stay. Table IV summarizes the findings of all the biomarkers and outcomes.

Discussion

The present study evaluated the role of nutritional and inflammatory markers in the prediction of post-surgical outcomes in a sample of patients with OC undergoing cytoreductive surgery for advanced-stage disease. The findings of our study demonstrate that low albumin and high levels of inflammatory markers CRP and IL6 are associated with worse perioperative outcomes (non-home discharge, long hospital stay, and surgical complications) and lower likelihood of survival at 6 and 12 months.

Frailty is a clinical state characterized by an accumulation of deficits that reflect that the individual is more vulnerable to physical stressors. Identification of frailty is important as it plays a role in an individual's ability to tolerate disease-focused treatment and in overall survival (12). However, frailty is not always self-evident, therefore serum biomarkers that may alert practitioners to a potentially frail clinical status may be useful in patients with advanced OC. Systemic inflammation (characterized by elevated markers such as CRP and IL6) and malnutrition are characteristic of frailty (13). IL6 is a proinflammatory cytokine released from immune cells, vascular endothelial cells and adipocytes that has been associated with functional decline and loss of muscle in older adults. In matched cohort studies, it is more commonly elevated in the frail cohort compared to normal matched controls (13-17). CRP is an acute-phase reactant induced by IL6, also marking systemic inflammation (12, 16).

Using these biomarkers, we may be able to better stratify patients into risk categories and subsequently adjust treatment decision-making. In approaching the patients with advanced OC, clinicians have two important decisions. The first is what surgical outcome is possible with regards to residual disease and what will be needed to achieve this result. The second decision is whether the patient can tolerate the degree of surgery needed to achieve the desired surgical result. We previously showed that albumin and age play a role in predicting surgical outcomes including morbidity and mortality (2, 18). However, in this study, we showed that elevated inflammatory markers, CRP and IL6, are associated with non-home discharge, increased LOS, severe surgical complications, and death within 6 and 12 months. This confirms findings from other institutions with similar results (8, 9, 19, 20). Somewhat surprisingly, the combined albumin/CRP score, GPS, was not associated with any outcome as has been demonstrated in other studies, however, the study was not powered to detect such a difference (5).

This study was performed in a tertiary referral center which frequently performs high complexity surgery for ovarian cancer and confined to a group of patients with advanced (stage IIIC/IV) disease who underwent primary debulking surgery. We acknowledge several limitations of our study. The retrospective nature of our investigation represents the main weakness. Secondly, among the entire cohort of women undergoing surgery for advanced OC, we selected a sample of 48 patients. Although we had performed a random selection, a skewed, medically impaired population is represented by this cohort, as demonstrated by the high number of patients with an albumin level of <3.0 g/dl. Furthermore, given the sample size and low prevalence of the outcome measures, the study had limited statistical power to identify combinations of factors in the majority of multivariate analyses. However, the present pilot study shows an important correlation between inflammatory/nutritional markers and postoperative outcomes in patients with advanced stage OC, which is hypothesis-generating.

Our study adds to the growing literature investigating biomarkers of frailty in patients with OC. While multiple prediction models exist for surgical outcomes in patients with advanced OC, easily accessible serum biomarkers are an attractive option for risk stratification of patients. This study demonstrates that CRP and IL6 may be viable serum biomarkers to aid in the identification of frail patients with OC. With further validation, this information can be incorporated into clinical practice for patient counseling and in treatment decision-making. More importantly, it can lead to further investigation into the nature of these biomarkers and others regarding disease biology and host response in OC.

Footnotes

  • ↵* These Authors contributed equally to this study.

  • Received May 2, 2017.
  • Revision received May 18, 2017.
  • Accepted May 19, 2017.
  • Copyright© 2017, International Institute of Anticancer Research (Dr. George J. Delinasios), All rights reserved

References

  1. ↵
    1. Robinson TN,
    2. Wallace JI,
    3. Wu DS,
    4. Wiktor A,
    5. Pointer L,
    6. Pfister S,
    7. Sharp T,
    8. Buckley M,
    9. Moss M
    : Accumulated frailty characteristics predict postoperative discharge institutionalization in the geriatric patient. J Am Coll Surg 213(1): 37-42, 2011.
    OpenUrlCrossRefPubMed
  2. ↵
    1. Kumar A,
    2. Janco JM,
    3. Mariani A,
    4. Bakkum-Gamez JN,
    5. Langstraat CL,
    6. Weaver. AL,
    7. McGree ME,
    8. Cliby WA
    : Risk-prediction model of severe postoperative complications after primary debulking surgery for advanced ovarian cancer Gynecol Oncol 140(1): 15-21, 2015.
    OpenUrl
  3. ↵
    1. Erekson E,
    2. Ratner E,
    3. Walke L,
    4. Fried T
    : Gynecologic Surgery in the geriatric patient. Obstet Gynecol 119(6): 1262-1269, 2012.
    OpenUrlPubMed
  4. ↵
    1. AlHilli MM,
    2. Tran C,
    3. Langstraat CL,
    4. Martin J,
    5. Weaver AL,
    6. McGree ME,
    7. Mariani A,
    8. Cliby WA,
    9. Bakkum-Gamez JN
    : Risk-scoring model for prediction of non-home discharge in epithelial ovarian cancer patients. J AmColl Surg 217(3): 507-515, 2013.
    OpenUrl
  5. ↵
    1. Sharma R,
    2. Hook J,
    3. Kumar M,
    4. Gabra H
    : Evaluation of an inflammation-based prognostic score in patients with advanced ovarian cancer. Eur J Cancer 44(2): 251-256, 2008.
    OpenUrlCrossRefPubMed
  6. ↵
    1. McMillan DC
    : The systemic inflammation-based Glasgow Prognostic Score: A decade of experience in patients with cancer. Cancer Treat Rev 39(5): 534-540, 2013.
    OpenUrlCrossRefPubMed
    1. Saito K,
    2. Kawakami S,
    3. Ohtsuka Y,
    4. Fujii Y,
    5. Masuda H,
    6. Kumagai J,
    7. Kobayashi T,
    8. Kageyama Y,
    9. Kihara K
    : The impact of preoperative serum C-reactive protein on the prognosis of patients with upper urinary tract urothelial carcinoma treated surgically. BJU Int 100(2): 269-273, 2007.
    OpenUrlCrossRefPubMed
  7. ↵
    1. Dobrzycka B,
    2. Mackowiak-Matejczyk B,
    3. Kulesza-Bronczyk B,
    4. Terlikowska KM,
    5. Kinalski M,
    6. Terlikowski SJ
    : Serum levels of IL6, IL-8 and CRP as prognostic factors in epithelial ovarian cancer. Eur Cytokine Netw 24(3): 106-113, 2013.
    OpenUrl
  8. ↵
    1. Kodama J,
    2. Miyagi Y,
    3. Seki N,
    4. Tokumo K,
    5. Yoshinouchi M,
    6. Kobashi Y,
    7. Okuda H,
    8. Kudo T
    : Serum C-reactive protein as a prognostic factor in patients with epithelial ovarian cancer. Eur J Obstet Gynecol Reprod Biol 82(2): 107-110, 1998.
    OpenUrl
  9. ↵
    1. Lambeck A,
    2. Crijns A,
    3. Leffers N,
    4. Sluiter WJ,
    5. ten Hoor KA,
    6. Braid M,
    7. van der Zee A,
    8. Daemen T,
    9. Nijman HW,
    10. Kast WM
    : Serum cytokine profiling as a diagnostic and prognostic tool in ovarian cancer: A potential role for Interleukin-7. Clin Cancer Res 13(8): 2385-2391, 2007.
    OpenUrlAbstract/FREE Full Text
  10. ↵
    1. Strasberg SM,
    2. Linehan DC,
    3. Hawkins WG
    : The Accordion Severity Grading System of Surgical Complications. Ann Surg 250(2): 177-186, 2009.
    OpenUrlCrossRefPubMed
  11. ↵
    1. Walston J,
    2. Hadley EC,
    3. Ferrucci L,
    4. Guralnik J,
    5. Newman AB,
    6. Studenski SA,
    7. Ershler WB,
    8. Harris T,
    9. Fried LP
    : Research agenda for frailty in older adults: toward a better understanding of physiology and etiology: summary from the American Geriatrics Society/National Institute on Aging Research Conference on Frailty in Older Adults. J Am Geriatr Soc 54(6): 991-1001, 2006.
    OpenUrlCrossRefPubMed
  12. ↵
    1. Yao X,
    2. Li H,
    3. Leng S
    : Inflammation and immune system alterations in frailty. Clin Geriatr Med 27(4): 79-87, 2009.
    OpenUrl
    1. Harris TB,
    2. Ferrucci L,
    3. Corti MC,
    4. Tracy RP,
    5. Wacholder S,
    6. Ettinger WH,
    7. Heimovitz H,
    8. Cohen HJ,
    9. Wallace R
    : Associations of elevated interleukin-6 and C-reactive protein levels with mortality in the elderly. Am J Med 106(2): 506-512, 1999.
    OpenUrlCrossRefPubMed
    1. Maggio M,
    2. Guralnik JM,
    3. Longo DL,
    4. Ferrucci L
    : Interleukin-6 in aging and chronic disease: a magnificent pathway. J Gerontol 61A(6): 575-584, 2006.
    OpenUrl
  13. ↵
    1. Puts MTE,
    2. Visser M,
    3. Twisk JWR,
    4. Deeg DJ,
    5. Lips P
    : Endocrine and inflammatory markers as predictors of frailty. Clin Endocrinol 63(6): 403-411, 2005.
    OpenUrlCrossRefPubMed
  14. ↵
    1. Ferrucci L,
    2. Penninx B,
    3. Volpato S,
    4. Harris T,
    5. Bandeen-Roche K,
    6. Balfour J,
    7. Leveille S,
    8. Fried L,
    9. Guralnik J
    : Change in muscle strength explains accelerated decline of physical function in older women with high interleukin-6 serum levels. J Am Geriatr Soc 50(12): 1947-1954, 2002.
    OpenUrlCrossRefPubMed
  15. ↵
    1. Langstraat CL,
    2. Aletti GD,
    3. Cliby WA
    : Morbidity, mortality, and overall survival in elderly women undergoing primary surgical debulking for ovarian cancer: a delicate balance requiring individualization. Gynecol Oncol 123(2): 187-191, 2011.
    OpenUrlPubMed
  16. ↵
    1. Maccio AEA,
    2. Lai P,
    3. Santona MC,
    4. Pagliara L,
    5. Melis GB,
    6. Mantovani G
    : High serum levels of soluble IL-2 receptor. cytokines, and C reactive protein correlate with impairment of T cell response in patients with advanced epithelial ovarian cancer. Gynecol Oncol 69(5): 248-252, 1998.
    OpenUrlCrossRefPubMed
  17. ↵
    1. Kolomeyevskaya N,
    2. Eng KH,
    3. Khan ANH,
    4. Grzankowski KS,
    5. Singel KL,
    6. Moysich K,
    7. Segal BH
    : Cytokine profiling of ascites at primary surgery identifies an interaction of tumor necrosis factor-α and interleukin-6 in predicting reduced progression-free survival in epithelial ovarian cancer. Gynecol Oncol 138(5): 352-357, 2015.
    OpenUrlCrossRefPubMed
PreviousNext
Back to top

In this issue

Anticancer Research: 37 (7)
Anticancer Research
Vol. 37, Issue 7
July 2017
  • Table of Contents
  • Table of Contents (PDF)
  • Index by author
  • Back Matter (PDF)
  • Ed Board (PDF)
  • Front Matter (PDF)
Print
Download PDF
Article Alerts
Sign In to Email Alerts with your Email Address
Email Article

Thank you for your interest in spreading the word on Anticancer Research.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Inflammatory and Nutritional Serum Markers as Predictors of Peri-operative Morbidity and Survival in Ovarian Cancer
(Your Name) has sent you a message from Anticancer Research
(Your Name) thought you would like to see the Anticancer Research web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
1 + 0 =
Solve this simple math problem and enter the result. E.g. for 1+3, enter 4.
Citation Tools
Inflammatory and Nutritional Serum Markers as Predictors of Peri-operative Morbidity and Survival in Ovarian Cancer
AMANIKA KUMAR, MICHELLE L. TORRES, WILLIAM A. CLIBY, KIMBERLY R. KALLI, GIORGIO BOGANI, GIOVANNI ALETTI, CAROLINE C. NITSCHMANN, FRANCESCO MULTINU, AMY L. WEAVER, MATTHEW S. BLOCK, ANDREA MARIANI
Anticancer Research Jul 2017, 37 (7) 3673-3677;

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Reprints and Permissions
Share
Inflammatory and Nutritional Serum Markers as Predictors of Peri-operative Morbidity and Survival in Ovarian Cancer
AMANIKA KUMAR, MICHELLE L. TORRES, WILLIAM A. CLIBY, KIMBERLY R. KALLI, GIORGIO BOGANI, GIOVANNI ALETTI, CAROLINE C. NITSCHMANN, FRANCESCO MULTINU, AMY L. WEAVER, MATTHEW S. BLOCK, ANDREA MARIANI
Anticancer Research Jul 2017, 37 (7) 3673-3677;
del.icio.us logo Digg logo Reddit logo Twitter logo Facebook logo Google logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Jump to section

  • Article
    • Abstract
    • Patients and Methods
    • Results
    • Discussion
    • Footnotes
    • References
  • Figures & Data
  • Info & Metrics
  • PDF

Related Articles

  • No related articles found.
  • PubMed
  • Google Scholar

Cited By...

  • Clinical pathways of recovery after surgery for advanced ovarian/tubal/peritoneal cancer: an NSGO-MaNGO international survey in collaboration with AGO--a focus on surgical aspects
  • Google Scholar

More in this TOC Section

  • The Systemic Inflammation Score Is an Independent Prognostic Factor for Esophageal Cancer Patients who Receive Curative Treatment
  • Impact of Cytoreductive Nephrectomy Following Nivolumab Plus Ipilimumab Therapy for Patients With Advanced Renal Cell Carcinoma
  • Usefulness of Prophylactic Administration of Pegfilgrastim for Esophageal Cancer Chemotherapy: A Single-center Retrospective Study
Show more Clinical Studies

Similar Articles

Keywords

  • ovarian cancer
  • frailty
  • malnutrition
  • CRP
  • IL6
  • albumin
Anticancer Research

© 2022 Anticancer Research

Powered by HighWire