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Hematological indicators of chronic systemic inflammation are significant biomarkers for gastroenteropancreatic neuroendocrine neoplasms (GEP‐NENs). We performed a systematic review and meta‐analysis to assess the impact of certain factors on the overall survival (OS), progression‐free survival (PFS), and disease‐free survival (DFS) of patients with GEP‐NENs. These factors include the neutrophil/lymphocyte ratio (NLR), platelet/lymphocyte ratio (PLR), lymphocyte/monocyte ratio (LMR), and C‐reactive protein (CRP) levels. After searching the Medline, Embase, and Cochrane Library databases from January 1, 2000 to October 20, 2022 and the American Society of Clinical Oncology conference proceedings from January 1, 2017, hazard ratios (HRs) and 95% confidence intervals (CIs) were extracted. Subgroup analyses were conducted to identify the origins of heterogeneity and examine the impact of factor grouping. The effects of the cut‐off values and sample size were assessed by meta‐regression. The results revealed that higher NLRs, PLRs, and CRP levels were associated with shorter OS (HR = 2.09, 95% CI = 1.55–2.8; HR = 1.79, 95% CI = 1.40–2.28; and HR = 2.88, 95% CI = 2.09–3.95, respectively; all p < 0.001). Higher NLRs and lower LMRs were associated with shorter DFS (HR = 3.34, 95% CI = 2.11–5.29 and HR = 2.71, 95% CI = 2.27–3.24, respectively; both p < 0.001). Higher PLRs and CRP levels were correlated with shorter PFS (HR = 3.48, 95% CI = 1.34–9.03, p = 0.01 and HR = 3.14, 95% CI = 1.63–6.08, p = 0.001). As demonstrated in the research, hematological indicators of systemic inflammation are promising biomarkers for GEP‐NEN assessment. [ABSTRACT FROM AUTHOR]