{"id":94665,"date":"2025-09-30T12:36:08","date_gmt":"2025-09-30T12:36:08","guid":{"rendered":"https:\/\/www.europesays.com\/ie\/94665\/"},"modified":"2025-09-30T12:36:08","modified_gmt":"2025-09-30T12:36:08","slug":"association-between-the-red-cell-distribution-width-to-platelet-ratio-and-30-day-all-cause-mortality-among-patients-with-acute-respiratory-failure-a-retrospective-analysis-of-the-mimic-iv-database","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/ie\/94665\/","title":{"rendered":"Association between the red cell distribution width-to-platelet ratio and 30-day all-cause mortality among patients with acute respiratory failure: a retrospective analysis of the MIMIC-IV database | BMC Pulmonary Medicine"},"content":{"rendered":"<p>In this study, the RPR was demonstrated to be an independent predictor of 30-day all-cause mortality in patients with ARF. After confounders such as age, sex, race, laboratory test indices, comorbidities, disease severity scores (such as APACHE II and SOFA scores), and treatment regimens were corrected, ARF patients with high RPR values demonstrated significantly greater 30-day (HR: 1.28 [95% CI 1.15\u20131.42]; p\u2009\u20090.071, thus suggesting that the RPR may have a clear clinical cutoff value. In a previous study involving acute respiratory distress syndrome patients, Qin et al. [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Qin T, Liao L, Pinhu L. Correlation between red blood cell distribution width-to-platelet ratio, and mortality in patients with acute respiratory distress syndrome. A retrospective cohort study. Shock. 2022;58(6):498\u2013506. &#010;                  https:\/\/doi.org\/10.1097\/SHK.0000000000002016&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR14\" id=\"ref-link-section-d168343104e3629\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>] reported that the RPR was independently associated with 28-day all-cause mortality after correction for correlates in a multivariate model (HR: 2.74 [95% CI: 1.46\u20135.15]; p\u2009=\u20090.002). Moreover, Chen et al. [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 15\" title=\"Chen S, Shi Y, Hu B, Huang J. A prediction model for in-hospital mortality of acute exacerbations of chronic obstructive pulmonary disease patients based on red cell distribution width-to-platelet ratio. Int J Chron Obstruct Pulmon Dis. 2023;18:2079\u201391. &#010;                  https:\/\/doi.org\/10.2147\/COPD.S418162&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR15\" id=\"ref-link-section-d168343104e3635\" rel=\"nofollow noopener\" target=\"_blank\">15<\/a>] reported that the RPR was significantly associated with 28-day all-cause mortality (OR: 1.36 [95% CI: 1.01\u20131.84]; p\u2009=\u20090.042). These studies are consistent with the results of the present study. In the present study, the results revealed that the mortality rate of patients in the fourth quartile group of the RPR was significantly greater than that of the other three groups (p\u2009p\u2009<\/p>\n<p>The RPR is a simple biological index that is defined as the RDW divided by the platelet count. As a potential biomarker of the inflammatory response, the RPR has previously been regarded as a prognostic indicator in inflammation-related diseases. Specifically, Chen et al. described the RPR as an independent factor corresponding to hepatic fibrosis and cirrhosis in chronic hepatitis B patients and as a promising marker reflecting inflammation severity [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 12\" title=\"Chen B, Ye B, Zhang J, Ying L, Chen Y. RDW to platelet ratio: a novel noninvasive index for predicting hepatic fibrosis and cirrhosis in chronic hepatitis B. PLoS One. 2013;8(7):e68780. &#010;                  https:\/\/doi.org\/10.1371\/journal.pone.0068780&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR12\" id=\"ref-link-section-d168343104e3651\" rel=\"nofollow noopener\" target=\"_blank\">12<\/a>]. Similarly, Wang et al. demonstrated that the RPR was significantly associated with the histological severity of primary biliary cirrhosis (PBC) [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 16\" title=\"Wang H, Xu H, Wang X, et al. Red blood cell distribution width to platelet ratio is related to histologic severity of primary biliary cirrhosis. Medicine. 2016;95(11):e3114. &#010;                  https:\/\/doi.org\/10.1097\/MD.0000000000003114&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR16\" id=\"ref-link-section-d168343104e3654\" rel=\"nofollow noopener\" target=\"_blank\">16<\/a>]. Moreover, Takeuchi et al. reported that an elevated RPR could be used as an auxiliary assessment tool to predict poor prognosis in patients with breast carcinoma [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 17\" title=\"Takeuchi H, Abe M, Takumi Y, et al. Elevated red cell distribution width to platelet count ratio predicts poor prognosis in patients with breast cancer. Sci Rep. 2019;9(1):3033. &#010;                  https:\/\/doi.org\/10.1038\/s41598-019-40024-8&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR17\" id=\"ref-link-section-d168343104e3657\" rel=\"nofollow noopener\" target=\"_blank\">17<\/a>]. Other studies have revealed that the RPR is a valuable predictive marker of mortality in acute pancreatitis, sepsis and acute myocardial infarction (AMI) patients [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 13\" title=\"Cetinkaya E, Senol K, Saylam B, Tez M. Red cell distribution width to platelet ratio: new and promising prognostic marker in acute pancreatitis. World J Gastroenterol. 2014;20(39):14450\u20134. &#010;                  https:\/\/doi.org\/10.3748\/wjg.v20.i39.14450&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR13\" id=\"ref-link-section-d168343104e3660\" rel=\"nofollow noopener\" target=\"_blank\">13<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Takeuchi H, Abe M, Takumi Y, et al. Elevated red cell distribution width to platelet count ratio predicts poor prognosis in patients with breast cancer. Sci Rep. 2019;9(1):3033. &#10;                  https:\/\/doi.org\/10.1038\/s41598-019-40024-8&#10;                  &#10;                .\" href=\"#ref-CR17\" id=\"ref-link-section-d168343104e3663\">17<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Cel\u0131k T, Balta S, Dem\u0131r M, et al. Predictive value of admission red cell distribution width-platelet ratio for no-reflow phenomenon in acute ST segment elevation myocardial infarction undergoing primary percutaneous coronary intervention. Cardiol J. 2016;23(1):84\u201392. &#10;                  https:\/\/doi.org\/10.5603\/CJ.a2015.0070&#10;                  &#10;                .\" href=\"#ref-CR18\" id=\"ref-link-section-d168343104e3663_1\">18<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Ge S, Lin S, Zhang L, Zeng M. The association of red blood cell distribution width to platelet count ratio and 28-day mortality of patients with sepsis: a retrospective cohort study. Ther Clin Risk Manag. 2020;16:999\u20131006. &#10;                  https:\/\/doi.org\/10.2147\/TCRM.S268523&#10;                  &#10;                .\" href=\"#ref-CR19\" id=\"ref-link-section-d168343104e3663_2\">19<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 20\" title=\"Zhou Y, Zhong L, Chen W, et al. Enhanced red blood cell distribution width to platelet ratio is a predictor of mortality in patients with sepsis: a propensity score matching analysis based on the MIMIC-IV database. BMJ Open. 2022;12(9):e062245. &#010;                  https:\/\/doi.org\/10.1136\/bmjopen-2022-062245&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR20\" id=\"ref-link-section-d168343104e3667\" rel=\"nofollow noopener\" target=\"_blank\">20<\/a>]. Furthermore, previous research has demonstrated that the RPR is more effective than the RDW or platelet count alone for predicting the prognosis of acute kidney injury, which is possibly due to the fact that the RPR comprehensively reflects the inflammatory load and metabolic state of patients [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Wu J, Huang L, He H, et al. Red cell distribution width to platelet ratio is associated with increasing In-Hospital mortality in critically ill patients with acute kidney injury. Dis Markers. 2022;2022:4802702. &#010;                  https:\/\/doi.org\/10.1155\/2022\/4802702&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR21\" id=\"ref-link-section-d168343104e3670\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>]. To the best of our knowledge, no such association has yet been reported in patients with ARF. In this large public retrospective cohort analysis of MIMIC-IV datasets, we revealed for the first time that an elevated RPR is independently related to a significant increase in the risk of 30-day mortality in patients with ARF. Notably, the RCS analysis revealed a nonlinear correlation between the RPR and the risk of 30-day mortality in ARF patients. Subsequent subgroup analysis indicated no obvious interactions. Our findings are similar to those of observational studies of other diseases and have important clinical implications for the appropriate management of ARF patients.<\/p>\n<p>The utility of the RPR as a prognostic predictor of ARF is associated with the biological functions of platelets and the RDW. The RDW is an easily obtainable parameter of the complete blood count test and routinely reflects the systemic inflammatory state and oxidative stress characteristics of patients (to a certain extent). Previous studies have demonstrated that the RDW is an independent predictor of both short-term and long-term mortality in ARF patients. For example, Zhang et al. reported that a high RDW at ICU admission was associated with an increased risk of 3-year mortality in patients with ARF [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 11\" title=\"Zhang W, Wang Y, Wang J, Wang S, Chen B, Ye Y, Zhang J, Ying L, Chen Y. Association between red blood cell distribution width and long-term mortality in acute respiratory failure patients. Sci RepPLoS One. 20202013;10(1):21185. &#010;                  https:\/\/doi.org\/10.1038\/s41598-020-78321-2&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR11\" id=\"ref-link-section-d168343104e3676\" rel=\"nofollow noopener\" target=\"_blank\">11<\/a>]. Additionally, Shi et al. reported that an elevated RDW was associated with a higher 30-day mortality rate in ARF patients [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 22\" title=\"Shi Y, Shi L, Chen F, et al. Association of red cell distribution width and its changes with the 30-day mortality in patients with acute respiratory failure: an analysis of MIMIC-IV database. PLoS ONE. 2023;18(11):e0293986. &#010;                  https:\/\/doi.org\/10.1371\/journal.pone.0293986&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR22\" id=\"ref-link-section-d168343104e3679\" rel=\"nofollow noopener\" target=\"_blank\">22<\/a>]. Several factors may partially explain the mechanism by which the RDW influences the prognosis of ARF in patients. Abnormal inflammatory reactions and oxidative stress inhibit erythrocyte maturation, induce increased production of new reticulocytes, reduce the survival rate of erythrocytes and cause the release of large premature red blood cells into the peripheral circulation, thereby resulting in an increase in the RDW [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 23\" title=\"Ku NS, Kim HW, Oh HJ, et al. Red blood cell distribution width is an independent predictor of mortality in patients with gram-negative bacteremia. Shock. 2012;38(2):123\u20137. &#010;                  https:\/\/doi.org\/10.1097\/SHK.0b013e31825e2a85&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR23\" id=\"ref-link-section-d168343104e3682\" rel=\"nofollow noopener\" target=\"_blank\">23<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 24\" title=\"Ghaffari S. Oxidative stress in the regulation of normal and neoplastic hematopoiesis. Antioxid Redox Signal. 2008;10(11):1923\u201340. &#010;                  https:\/\/doi.org\/10.1089\/ars.2008.2142&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR24\" id=\"ref-link-section-d168343104e3685\" rel=\"nofollow noopener\" target=\"_blank\">24<\/a>]. Additionally, systemic inflammation contributes to RDW elevation by changing the membrane glycoproteins and ion channels of RBCs, with consequent morphological alterations being elicited [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 25\" title=\"Song CS, Park DI, Yoon MY, et al. Association between red cell distribution width and disease activity in patients with inflammatory bowel disease. Dig Dis Sci. 2012;57(4):1033\u20138. &#010;                  https:\/\/doi.org\/10.1007\/s10620-011-1978-2&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR25\" id=\"ref-link-section-d168343104e3688\" rel=\"nofollow noopener\" target=\"_blank\">25<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 26\" title=\"\u015eenol K, Saylam B, Kocaay F, Tez M. Red cell distribution width as a predictor of mortality in acute pancreatitis. Am J Emerg Med. 2013;31(4):687\u20139. &#010;                  https:\/\/doi.org\/10.1016\/j.ajem.2012.12.015&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR26\" id=\"ref-link-section-d168343104e3692\" rel=\"nofollow noopener\" target=\"_blank\">26<\/a>]. Moreover, the RDW has been associated with elevated levels of several inflammatory markers, such as CRP and interleukins [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 27\" title=\"Lippi G, Targher G, Montagnana M, et al. Relation between red blood cell distribution width and inflammatory biomarkers in a large cohort of unselected outpatients. Arch Pathol Lab Med. 2009;133(4):628\u201332. &#010;                  https:\/\/doi.org\/10.5858\/133.4.628&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR27\" id=\"ref-link-section-d168343104e3695\" rel=\"nofollow noopener\" target=\"_blank\">27<\/a>]. The platelet count represents another widely used complete blood count parameter and has historically been used as an important indicator of both the inflammatory process and hemostasis [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 28\" title=\"Thomas MR, Storey RF. The role of platelets in inflammation. Thromb Haemost. 2015;114(3):449\u201358. &#010;                  https:\/\/doi.org\/10.1160\/TH14-12-1067&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR28\" id=\"ref-link-section-d168343104e3698\" rel=\"nofollow noopener\" target=\"_blank\">28<\/a>]. The relationship between the platelet count and poor prognosis of ARF in patients has attracted increasing attention. Both Xiao et al. and Zhou et al. emphasized a low platelet count as being a risk factor for mortality in ARF patients when the platelet count is detected within a certain range [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 29\" title=\"Xiao C, Qin Z, Xiao J, et al. Association between basal platelet count and all-cause mortality in critically ill patients with acute respiratory failure: a secondary analysis from the eICU collaborative research database. Am J Transl Res. 2022;14(3):1685\u201394.\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR29\" id=\"ref-link-section-d168343104e3701\" rel=\"nofollow noopener\" target=\"_blank\">29<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 30\" title=\"Zhou P, Guo QQ, Wang FX, Zhou L, et al. Nonlinear relationship between platelet count and 30-day in-hospital mortality in ICU acute respiratory failure patients: a multicenter retrospective cohort study. Eur J Med Res. 2024;29(1):312. &#010;                  https:\/\/doi.org\/10.1186\/s40001-024-01909-1&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR30\" id=\"ref-link-section-d168343104e3704\" rel=\"nofollow noopener\" target=\"_blank\">30<\/a>]. Additionally, Lopez-Delgado et al. demonstrated that ARF patients with H1N1 influenza complicated with thrombocytopenia exhibited an increased risk of in-hospital mortality in a prospective observational study [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 31\" title=\"Lopez-Delgado JC, Rovira A, Esteve F, et al. Thrombocytopenia as a mortality risk factor in acute respiratory failure in H1N1 influenza. Swiss Med Wkly. 2013;143:w13788. &#010;                  https:\/\/doi.org\/10.4414\/smw.2013.13788&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR31\" id=\"ref-link-section-d168343104e3707\" rel=\"nofollow noopener\" target=\"_blank\">31<\/a>]. In general, numerous platelets are damaged by various toxins and inflammatory factors that are produced due to severe infection and\/or acute inflammation, thus leading to dysfunction of the bone marrow microenvironment, insufficient production of thrombopoietin, suppression of stem cell\/progenitor cell proliferation, and a decrease in the number of platelets [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Wei Y, Tejera P, Wang Z, et al. A missense genetic variant in LRRC16A\/CARMIL1 improves acute respiratory distress syndrome survival by attenuating platelet count decline. Am J Respir Crit Care Med. 2017;195(10):1353\u201361. &#10;                  https:\/\/doi.org\/10.1164\/rccm.201605-0946OC&#10;                  &#10;                .\" href=\"#ref-CR32\" id=\"ref-link-section-d168343104e3711\">32<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Svensson L, Baumgarten M, M\u00f6rgelin M, et al. Platelet activation by Streptococcus pyogenes leads to entrapment in platelet aggregates, from which bacteria subsequently escape. Infect Immun. 2014;82:4307\u201314. &#10;                  https:\/\/doi.org\/10.1128\/IAI.02020-14&#10;                  &#10;                .\" href=\"#ref-CR33\" id=\"ref-link-section-d168343104e3711_1\">33<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Xu XR, Zhang D, Oswald BE, et al. Platelets are versatile cells: new discoveries in hemostasis, thrombosis, immune responses, tumor metastasis and beyond. Crit Rev Clin Lab Sci. 2016;53:409\u201330. &#10;                  https:\/\/doi.org\/10.1080\/10408363.2016.1200008&#10;                  &#10;                .\" href=\"#ref-CR34\" id=\"ref-link-section-d168343104e3711_2\">34<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Zhu X, Wang Y, Jiang Q, et al. All-trans retinoic acid protects mesenchymal stem cells from immune thrombocytopenia by regulating the complement-interleukin-1\u03b2 loop. Haematologica. 2019;104:1661. &#10;                  https:\/\/doi.org\/10.3324\/haematol.2018.204446&#10;                  &#10;                .\" href=\"#ref-CR35\" id=\"ref-link-section-d168343104e3711_3\">35<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 36\" title=\"Koyama K, Katayama S, Muronoi T, et al. Time course of immature platelet count and its relation to thrombocytopenia and mortality in patients with sepsis. PLoS One. 2018;13:e0192064. &#010;                  https:\/\/doi.org\/10.1371\/journal.pone.0192064&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR36\" id=\"ref-link-section-d168343104e3714\" rel=\"nofollow noopener\" target=\"_blank\">36<\/a>].<\/p>\n<p>Significant associations were observed in most of the subgroups, thus indicating the stability of the results. Additionally, the prognostic impact of the RPR was much greater in the subgroups of individuals younger than the age of 65 years, individuals of other races, and individuals with no malignancies, thus suggesting potential interactions between the RPR and these risk factors. Based on the findings of this study, it is recommended that specific RPR thresholds involving age, other races, and a lack of malignancy be integrated into risk stratification models of ARF; moreover, multidimensional intervention protocols including immunomodulatory therapy should be initiated in these specific groups of patients when their RPR levels exceed the 0.071 threshold. To the best of our knowledge, this is the first study to explore these interactions. However, the underlying mechanisms of these interactions remain unclear. Therefore, future studies should elucidate the molecular regulatory network of RPR abnormalities via multiomics techniques and conduct prospective cohort studies to validate the clinical value of targeted intervention strategies.<\/p>\n<p>In this study, we observed that the RPR was significantly associated with mortality (HR\u2009=\u20092.15\u20132.27) in the unadjusted model (Model 1) and in the base-adjusted model (Model 2, adjusted for age, sex, and race). However, in the fully adjusted model (Model 5), which was further corrected for blood pressure parameters (including systolic, diastolic, and mean arterial pressure parameters), laboratory indices, and comorbidities, the effect value was attenuated (HR\u2009=\u20091.73). This attenuation may partly be due to the presence of multicollinearity with respect to the variables included in the model, such as the mean arterial pressure (MBP), which is essentially a derivative of the systolic (SBP) and diastolic (DBP) pressure parameters, as well as the scoring system, which includes vital signs and test results (in which the high degree of correlation may have diluted the independent effect of the RPR). Although we controlled for confounders by a stepwise adjustment strategy, the inherent correlation of such physiological parameters may still affect model stability.<\/p>\n<p>Previous studies have demonstrated that the systemic immunoinflammatory index, platelet-lymphocyte ratio, and neutrophil-lymphocyte ratio are predictive of mortality in pneumosepsis patients in the intensive care unit [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 37\" title=\"Wang Q, Zhu D. The prognostic value of systemic immune-inflammation index (SII) in patients after radical operation for carcinoma of stomach in gastric cancer. J Gastrointest Oncol. 2019;10(5):965\u201378. &#010;                  https:\/\/doi.org\/10.21037\/jgo.2019.05.03&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR37\" id=\"ref-link-section-d168343104e3727\" rel=\"nofollow noopener\" target=\"_blank\">37<\/a>]. Indices related to hemodynamic deterioration, such as the shock index and its derivatives, demonstrate an impact on the prognosis of ARF [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 38\" title=\"Ulu K. Prognostic value of shock index, modified shock index, and, age shock index in, patients with sepsis in the intensive care unit[J]. Journal of Health Sciences of Kocaeli University \/ Kocaeli \u00dcniversitesi Sa\u011fl\u0131k Bilimleri Dergisi. 2024;10(3). &#010;                  https:\/\/doi.org\/10.30934\/kusbed.1518819&#010;                  &#010;                .\" href=\"http:\/\/bmcpulmmed.biomedcentral.com\/articles\/10.1186\/s12890-025-03894-5#ref-CR38\" id=\"ref-link-section-d168343104e3730\" rel=\"nofollow noopener\" target=\"_blank\">38<\/a>]. The combination of these indices with the RPR may enhance clinical decision-making.<\/p>\n<p>The RPR is a conveniently accessible dual marker of inflammation and coagulation, and this study demonstrated its independent predictive value in the short- and medium-term prognostic assessment of ARF patients. Its nonlinear risk relationship and robust characteristics among different subgroups provide a theoretical basis for the establishment of RPR-based risk stratification models in clinical practice. Future studies could further explore the biological mechanisms of the RPR in respiratory diseases and provide guidance for individualized treatment decisions.<\/p>\n<p>Limitations<\/p>\n<p>This study explored the association between the RPR and the risk of death in ARF patients admitted to the ICU. Therefore, the novelty of this study is reflected in the establishment of a quantitative relationship between novel inflammatory indicators and the prognosis in critically ill patients. However, this study demonstrates several shortcomings. First, the parameter collection implemented in this study was limited to the baseline data collected at the time of the patient\u2019s first admission to the ICU, and patients with multiple hospitalizations were not included; moreover, parameters that may exhibit dynamic changes during treatment were not incorporated, and this single time-point measurement may have weakened the strength of the observed temporal association between the index and prognosis. Second, the retrospective study design and single-center data source may have led to selection bias, and the limited sample size may have reduced the statistical power for rare clinical outcomes. Finally, although major confounders were corrected for via multivariate modeling, there may still be unmeasured residual confounders. Based on these limitations, a future multicenter, prospective cohort study with a large sample size should be conducted to obtain RPR trajectory data at multiple time points via a standardized dynamic monitoring protocol and to construct a composite predictive model in conjunction with other inflammation and organ function metrics. Such a study would further validate the external validity of the findings of the present study and the potential clinical translation of the RPR.<\/p>\n","protected":false},"excerpt":{"rendered":"In this study, the RPR was demonstrated to be an independent predictor of 30-day all-cause mortality in patients&hellip;\n","protected":false},"author":2,"featured_media":94666,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[78],"tags":[61130,25816,18,135,19,61134,52564,1911,17,61132,61133,61131],"class_list":{"0":"post-94665","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-health","8":"tag-acute-respiratory-failure","9":"tag-all-cause-mortality","10":"tag-eire","11":"tag-health","12":"tag-ie","13":"tag-intensive-critical-care-medicine","14":"tag-intensive-care-unit","15":"tag-internal-medicine","16":"tag-ireland","17":"tag-mimic-iv-database","18":"tag-pneumology-respiratory-system","19":"tag-red-cell-distribution-width-to-platelet-ratio"},"share_on_mastodon":{"url":"","error":""},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/posts\/94665","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/comments?post=94665"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/posts\/94665\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/media\/94666"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/media?parent=94665"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/categories?post=94665"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/ie\/wp-json\/wp\/v2\/tags?post=94665"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}