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ISSN 1001-5256 (Print)
ISSN 2097-3497 (Online)
CN 22-1108/R
Volume 39 Issue 7
Jul.  2023
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Article Contents

Value of the nomogram based on HALP score in predicting the prognosis of patients with hepatocellular carcinoma after hepatectomy

DOI: 10.3969/j.issn.1001-5256.2023.07.014
Research funding:

Chen Xiao-Ping for the Development of Science and Technology of Hubei Province (CXPJJH11900001-2019339)

More Information
  • Corresponding author: FU Wenguang, fuwg@swmu.edu.cn (ORCID: 0000-0003-3672-9728)
  • Received Date: 2022-10-31
  • Accepted Date: 2022-12-28
  • Published Date: 2023-07-20
  •   Objective  To investigate the value of HALP score in evaluating the prognosis of patients with hepatocellular carcinoma (HCC) after hepatectomy and whether the nomogram based on HALP score could effectively predict the postoperative survival of patients.  Methods  A retrospective study was performed for the clinical data of 253 HCC patients who underwent surgical treatment in Department of Hepatobiliary Surgery, The Affiliated Hospital of Southwest Medical University, from July 2013 to March 2020. The receiver operating characteristic (ROC) curve was plotted to calculate the optimal cut-off values of HALP score and other related indicators; the chi-square test was used to investigate the association between HALP score and clinicopathological features; the Kaplan-Meier method was used to plot survival curves, and the Log-rank test method was used for comparison. The univariate and multivariate Cox regression analyses were used to investigate the association of HALP score and other clinical parameters with the prognosis of patients. R3.6 was used to establish a nomogram; C-index and calibration curve were used to evaluate the predictive ability of the nomogram, and net reclassification index (NRI) and integrated discrimination improvement (IDI) were used to compare predictive ability between the nomogram model and the conventional model.  Results  The Kaplan-Meier analysis showed that the high HALP group had significantly better overall survival (OS) and recurrence-free survival (RFS) than the low HALP group (P < 0.001). The univariate Cox regression analysis showed that white blood cell count, gamma-glutamyl transpeptidase (GGT), alkaline phosphatase (ALP), alpha-fetoprotein (AFP), surgical approach, microvascular invasion, TNM stage, degree of tumor differentiation, HALP, aspartate aminotransferase (AST)/alanine aminotransferase (ALT) ratio, neutrophil-to-lymphocyte ratio (NLR), and monocyte-to-lymphocyte ratio (MLR) were significantly associated with OS (all P < 0.05). The variables with statistical significance in the univariate Cox regression analysis were included in the multivariate Cox regression analysis, and the results showed that ALP, AST/ALT ratio, ALP, AFP, degree of tumor differentiation, and TNM stage were independent influencing factors for OS after surgery in HCC patients (all P < 0.05). The univariate Cox regression analysis showed that GGT, ALP, AFP, microvascular invasion, TNM stage, degree of tumor differentiation, HALP, AST/ALT ratio, NLR, and MLR were significantly associated with RFS (all P < 0.05), and the multivariate Cox regression analysis showed that HALP, AST/ALT ratio, NLR, ALP, AFP, and TNM stage were independent influencing factors for RFS after surgery in HCC patients (all P < 0.05). The nomograms for OS and RFS of HCC patients were established based on the multivariate analysis. The nomogram for OS had a C-index of 0.732 (95% confidence interval [CI]: 0.691-0.774) and an area under the ROC curve of 0.795, 0.791, and 0.775, respectively, in predicting 1-, 3-, and 5-year survival rates, and the nomogram for RFS had a C-index of 0.677 (95%CI: 0.637-0.717) and an area under the ROC curve of 0.742, 0.733, and 0.716, respectively, in predicting 1-, 3-, and 5-year survival rates. The calibration curves of 1-, 3-, and 5-year OS were well fitted to those of 1-, 3-, and 5-year RFS.  Conclusion  A low level of HALP before surgery is a predictive factor for poor long-term prognosis in HCC patients undergoing surgical treatment, and the nomogram model based on HALP score is superior to the BCLC staging model and can better predict the prognosis of HCC.

     

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  • [1]
    General Office of National Health Commission. Standard for diagnosis and treatment of primary liver cancer (2022 edition)[J]. J Clin Hepatol, 2022, 38(2): 288-303. DOI: 10.3969/j.issn.1001-5256.2022.02.009.

    国家卫生健康委办公厅. 原发性肝癌诊疗指南(2022年版)[J]. 临床肝胆病杂志, 2022, 38(2): 288-303. DOI: 10.3969/j.issn.1001-5256.2022.02.009.
    [2]
    XIAN LF, FANG LT, LIU WB, et al. Epidemic status, main pathogenesis, and prevention and control strategies of primary liver cancer[J]. Chin J Oncol Prev Treat, 2022, 14(3): 320-328. DOI: 10.3969/j.issn.1674-5671.2022.03.13.

    鲜林峰, 方乐天, 刘文斌, 等. 原发性肝癌流行现状、主要发病机制及防控策略[J]. 中国癌症防治杂志, 2022, 14(3): 320-328. DOI: 10.3969/j.issn.1674-5671.2022.03.13.
    [3]
    YUAN Y, YANG F, WANG Y, et al. Factors associated with liver cancer prognosis after hepatectomy: A retrospective cohort study[J]. Medicine (Baltimore), 2021, 100(42): e27378. DOI: 10.1097/MD.0000000000027378.
    [4]
    MCMILLAN DC. Systemic inflammation, nutritional status and survival in patients with cancer[J]. Curr Opin Clin Nutr Metab Care, 2009, 12(3): 223-226. DOI: 10.1097/MCO.0b013e32832a7902.
    [5]
    CHOI J, KIM SH, HAN S, et al. A simple and clinically applicable model to predict liver-related morbidity after hepatic resection for hepatocellular carcinoma[J]. PLoS One, 2020, 15(11): e0241808. DOI: 10.1371/journal.pone.0241808.
    [6]
    WAN S, LAI Y, MYERS RE, et al. Post-diagnosis hemoglobin change associates with overall survival of multiple malignancies - results from a 14-year hospital-based cohort of lung, breast, colorectal, and liver cancers[J]. BMC Cancer, 2013, 13: 340. DOI: 10.1186/1471-2407-13-340.
    [7]
    HONG YM, YOON KT, HWANG TH, et al. Pretreatment peripheral neutrophils, lymphocytes and monocytes predict long-term survival in hepatocellular carcinoma[J]. BMC Cancer, 2020, 20(1): 937. DOI: 10.1186/s12885-020-07105-8.
    [8]
    LU L, SU Z, ZHENG P, et al. Association between platelet count and hepatocellular carcinoma overall survival: a large retrospective cohort study[J]. BMJ Open, 2020, 10(11): e038172. DOI: 10.1136/bmjopen-2020-038172.
    [9]
    JOHNSON PJ, DHANARAJ S, BERHANE S, et al. The prognostic and diagnostic significance of the neutrophil-to-lymphocyte ratio in hepatocellular carcinoma: a prospective controlled study[J]. Br J Cancer, 2021, 125(5): 714-716. DOI: 10.1038/s41416-021-01445-3.
    [10]
    WU Y, TU C, SHAO C. Inflammatory indexes in preoperative blood routine to predict early recurrence of hepatocellular carcinoma after curative hepatectomy[J]. BMC Surg, 2021, 21(1): 178. DOI: 10.1186/s12893-021-01180-9.
    [11]
    ZHANG LX, LV Y, XU AM, et al. The prognostic significance of serum gamma-glutamyltransferase levels and AST/ALT in primary hepatic carcinoma[J]. BMC Cancer, 2019, 19(1): 841. DOI: 10.1186/s12885-019-6011-8.
    [12]
    FENG JF, WANG L, YANG X. The preoperative hemoglobin, albumin, lymphocyte and platelet (HALP) score is a useful predictor in patients with resectable esophageal squamous cell carcinoma[J]. Bosn J Basic Med Sci, 2021, 21(6): 773-781. DOI: 10.17305/bjbms.2021.5666.
    [13]
    XU SS, LI S, XU HX, et al. Haemoglobin, albumin, lymphocyte and platelet predicts postoperative survival in pancreatic cancer[J]. World J Gastroenterol, 2020, 26(8): 828-838. DOI: 10.3748/wjg.v26.i8.828.
    [14]
    CHEN XL, XUE L, WANG W, et al. Prognostic significance of the combination of preoperative hemoglobin, albumin, lymphocyte and platelet in patients with gastric carcinoma: a retrospective cohort study[J]. Oncotarget, 2015, 6(38): 41370-41382. DOI: 10.18632/oncotarget.5629.
    [15]
    VIRCHOW R. An address on the value of pathological experiments[J]. Br Med J, 1881, 2(1075): 198-203. DOI: 10.1136/bmj.2.1075.198.
    [16]
    QIAN S, GOLUBNITSCHAJA O, ZHAN X. Chronic inflammation: key player and biomarker-set to predict and prevent cancer development and progression based on individualized patient profiles[J]. EPMA J, 2019, 10(4): 365-381. DOI: 10.1007/s13167-019-00194-x.
    [17]
    GRIVENNIKOV SI, GRETEN FR, KARIN M. Immunity, inflammation, and cancer[J]. Cell, 2010, 140(6): 883-899. DOI: 10.1016/j.cell.2010.01.025.
    [18]
    MADEDDU C, GRAMIGNANO G, ASTARA G, et al. Pathogenesis and treatment options of cancer related anemia: perspective for a targeted mechanism-based approach[J]. Front Physiol, 2018, 9: 1294. DOI: 10.3389/fphys.2018.01294.
    [19]
    PERGIALIOTIS V, DASKALAKIS G, THOMAKOS N, et al. Prechemotherapy hemoglobin levels as a predictive factor of ovarian cancer survival: a systematic review and meta-analysis[J]. Am J Clin Oncol, 2019, 42(9): 725-731. DOI: 10.1097/COC.0000000000000570.
    [20]
    HUANG XZ, YANG YC, CHEN Y, et al. Preoperative anemia or low hemoglobin predicts poor prognosis in gastric cancer patients: a meta-analysis[J]. Dis Markers, 2019, 2019: 7606128. DOI: 10.1155/2019/7606128.
    [21]
    BANZET S, SANCHEZ H, CHAPOT R, et al. Interleukin-6 contributes to hepcidin mRNA increase in response to exercise[J]. Cytokine, 2012, 58(2): 158-161. DOI: 10.1016/j.cyto.2012.01.006.
    [22]
    VAUPEL P. The role of hypoxia-induced factors in tumor progression[J]. Oncologist, 2004, 9(Suppl 5): 10-17. DOI: 10.1634/theoncologist.9-90005-10.
    [23]
    WANG L, LI Q, ZHANG J, et al. A novel prognostic scoring model based on albumin and γ-glutamyltransferase for hepatocellular carcinoma prognosis[J]. Cancer Manag Res, 2019, 11: 10685-10694. DOI: 10.2147/CMAR.S232073.
    [24]
    GÜÇ ZG, ALACACıOǦLU A, KALENDER ME, et al. HALP score and GNRI: Simple and easily accessible indexes for predicting prognosis in advanced stage NSCLC patients. The İzmir oncology group (IZOG) study[J]. Front Nutr, 2022, 9: 905292. DOI: 10.3389/fnut.2022.905292.
    [25]
    JANSSEN EM, LEMMENS EE, WOLFE T, et al. CD4+ T cells are required for secondary expansion and memory in CD8+ T lymphocytes[J]. Nature, 2003, 421(6925): 852-856. DOI: 10.1038/nature01441.
    [26]
    KENNEDY R, CELIS E. Multiple roles for CD4+ T cells in anti-tumor immune responses[J]. Immunol Rev, 2008, 222: 129-144. DOI: 10.1111/j.1600-065X.2008.00616.x.
    [27]
    GAY LJ, FELDING-HABERMANN B. Contribution of platelets to tumour metastasis[J]. Nat Rev Cancer, 2011, 11(2): 123-134. DOI: 10.1038/nrc3004.
    [28]
    LABELLE M, BEGUM S, HYNES RO. Direct signaling between platelets and cancer cells induces an epithelial-mesenchymal-like transition and promotes metastasis[J]. Cancer Cell, 2011, 20(5): 576-590. DOI: 10.1016/j.ccr.2011.09.009.
    [29]
    CICHOŻ -LACH H, CELŃSKI K, PROZOROW-KRÓL B, et al. The BARD score and the NAFLD fibrosis score in the assessment of advanced liver fibrosis in nonalcoholic fatty liver disease[J]. Med Sci Monit, 2012, 18(12): CR735-740. DOI: 10.12659/msm.883601.
    [30]
    XU XS, WAN Y, SONG SD, et al. Model based on γ-glutamyltransferase and alkaline phosphatase for hepatocellular carcinoma prognosis[J]. World J Gastroenterol, 2014, 20(31): 10944-10952. DOI: 10.3748/wjg.v20.i31.10944.
    [31]
    WU SJ, LIN YX, YE H, et al. Prognostic value of alkaline phosphatase, gamma-glutamyl transpeptidase and lactate dehydrogenase in hepatocellular carcinoma patients treated with liver resection[J]. Int J Surg, 2016, 36(Pt A): 143-151. DOI: 10.1016/j.ijsu.2016.10.033.
    [32]
    GUO C, LIANG H, YUAN W, et al. Analysis on the value of soluble intercellular adhesion molecule-1 (sICAM-1), alpha fetoprotein (AFP), and aspartate aminotransferase/platelet ratio index (APRI) in predicting the prognostic survival of patients with primary liver cancer after radiofrequency ablation[J]. Ann Palliat Med, 2021, 10(4): 4760-4767. DOI: 10.21037/apm-21-749.
    [33]
    CHUN YH, KIM SU, PARK JY, et al. Prognostic value of the 7th edition of the AJCC staging system as a clinical staging system in patients with hepatocellular carcinoma[J]. Eur J Cancer, 2011, 47(17): 2568-2575. DOI: 10.1016/j.ejca.2011.07.002.
    [34]
    MAI RY, BAI T, LUO XL, et al. Preoperative fibrinogen-to-albumin ratio predicts the prognosis of patients with hepatocellular carcinoma subjected to hepatectomy[J]. BMC Gastroenterol, 2022, 22(1): 261. DOI: 10.1186/s12876-022-02328-4.
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