Role of Inflammatory Markers in Severity, ICU Admission, and Mortality in COVID-19: A Systematic Review and Meta-analysis of 79,934 Patients
Abstract
Introduction
Despite extensive investigations into the roles of inflammatory biomarkers in the prognosis of COVID-19 through systematic reviews and meta-analyses, they are limited by small sample sizes and focus on a specific marker. This meta-analysis investigated the role of 11 inflammatory biomarkers in severity, intensive care unit (ICU) admission, and mortality among COVID-19 patients.
Methods
Studies up to October 25, 2023, were identified through a search of Google Scholar, limited to human studies published in English. Inclusion criteria required confirmed COVID-19 cases diagnosed via reliable laboratory methods, original articles from eligible journals, proper grouping of severity status, ICU admission, or mortality outcomes, and presentation of continuous data in mean and standard deviation, median with range, or interquartile range.
Results
A total of 241 studies, comprising 79,934 cases of COVID-19, were included in this study. Albumin levels significantly declined in severe, ICU, and dead cases compared to mild, moderate, non-ICU, and survived cases (p<0.001). C-reactive protein (CRP), D-dimer, erythrocyte sedimentation rate (ESR), ferritin, fibrinogen, Interleukin-6 (IL-6), lactate dehydrogenase (LDH), neutrophil-to-lymphocyte ratio (NLR), procalcitonin, and white blood cell (WBC) were all significantly (p<0.001) increased and correlated with the severity of COVID-19. CRP, D-dimer, ferritin, fibrinogen, IL-6, LDH, NLR, procalcitonin, and WBC were all significantly (p<0.05) elevated and correlated with the risk of ICU admission (except fibrinogen) and mortality in COVID-19 in both fixed and random effects.
Conclusion
Inflammatory biomarkers like albumin, CRP, D-dimer, ferritin, IL-6, LDH, NLR, procalcitonin, and WBC all significantly impact severity status, ICU admission, and mortality in COVID-19.
References
- Amin AA, Awakhti AH, Hussein LA, Fattah FH, Baba HO, Kakamad FH, et al. Survived COVID-19 patient presented with death on arrival: a case report. International Journal of Surgery Case Reports. 2021;81:105826. doi:10.1016/j.ijscr.2021.105826
- World Health Organization. WHO COVID-19 dashboard (2024). Accessed on: April 1, 2024. https://data.who.int/dashboards/covid19/cases?m49=001&n=c.
- Amin BJ, Kakamad FH, Ahmed GS, Ahmed SF, Abdulla BA, Mikael TM, et al. Post COVID-19 pulmonary fibrosis; a meta-analysis study. Annals of Medicine and Surgery. 2022; 77:103590. doi:10.1016/j.amsu.2022.103590
- Kakamad FH, Mahmood SO, Rahim HM, Abdulla BA, Abdullah HO, Othman S, et al. Post covid-19 invasive pulmonary Aspergillosis: a case report. International journal of surgery case reports. 2021 May 1; 82:105865. doi:10.1016/j.ijscr.2021.105865
- Ulloque‐Badaracco JR, Ivan Salas‐Tello W, Al‐kassab‐Córdova A, Alarcón‐Braga EA, Benites‐Zapata VA, Maguiña JL, et al. Prognostic value of neutrophil‐to‐lymphocyte ratio in COVID‐19 patients: a systematic review and meta‐analysis. International Journal of Clinical Practice. 2021 ;75(11):e14596. doi:10.1111/ijcp.14596
- Henry BM, Aggarwal G, Wong J, Benoit S, Vikse J, Plebani M, et al. Lactate dehydrogenase levels predict coronavirus disease 2019 (COVID-19) severity and mortality: A pooled analysis. The American journal of emergency medicine. 2020;38(9):1722-6. doi:10.1016/j.ajem.2020.05.073
- Sarkar S, Khanna P, Singh AK. The impact of neutrophil-lymphocyte count ratio in COVID-19: a systematic review and meta-analysis. Journal of intensive care medicine. 2022;37(7):857-69. doi:10.1177/08850666211045626
- Li X, Liu C, Mao Z, Xiao M, Wang L, Qi S, et al. Predictive values of neutrophil-to-lymphocyte ratio on disease severity and mortality in COVID-19 patients: a systematic review and meta-analysis. Critical Care. 2020;24(1):1-10. doi:10.1186/s13054-020-03374-8
- Nugroho J, Wardhana A, Maghfirah I, Mulia EP, Rachmi DA, A'yun MQ, et al. Relationship of D‐dimer with severity and mortality in SARS‐CoV‐2 patients: A meta‐analysis. International journal of laboratory hematology. 2021;43(1):110-5. doi:10.1111/ijlh.13336
- Simadibrata DM, Calvin J, Wijaya AD, Ibrahim NA. Neutrophil-to-lymphocyte ratio on admission to predict the severity and mortality of COVID-19 patients: A meta-analysis. The American journal of emergency medicine. 2021; 42:60-9. doi:10.1016/j.ajem.2021.01.006
- Ali AH, Mohamed SO, Elkhidir IH, Elbathani ME, Ibrahim AA, Elhassan AB, et al. The association of lymphocyte count, crp, d-dimer, and ldh with severe coronavirus disease 2019 (COVID-19): a meta-analysis. Sudan Journal of Medical Sciences. 2020;15(2):9-23. doi:10.18502/sjms.v15i5.7146
- Alkhatip AA, Kamel MG, Hamza MK, Farag EM, Yassin HM, Elayashy M, Naguib AA, Wagih M, Abd-Elhay FA, Algameel HZ, Yousef MA. The diagnostic and prognostic role of neutrophil-to-lymphocyte ratio in COVID-19: a systematic review and meta-analysis. Expert review of molecular diagnostics. 2021;21(5):505-14. doi:10.1080/14737159.2021.1915773
- Amiri-Dashatan N, Koushki M, Ghorbani F, Naderi N. Increased inflammatory markers correlate with liver damage and predict severe COVID-19: a systematic review and meta-analysis. Gastroenterology and hepatology from bed to bench. 2020;13(4):282. DOI: N/A
- He Z, Yan R, Liu J, Dai H, Zhu Y, Zhang F, et al. Lactate dehydrogenase and aspartate aminotransferase levels associated with the severity of COVID 19: A systematic review and meta analysis. Experimental and Therapeutic Medicine. 2023;25(5):1-9. doi:10.3892/etm.2023.11920
- Zavalaga-Zegarra HJ, Palomino-Gutierrez JJ, Ulloque-Badaracco JR, Mosquera-Rojas MD, Hernandez-Bustamante EA, Alarcon-Braga EA, et al. C-reactive protein-to-albumin ratio and clinical outcomes in COVID-19 patients: a systematic review and meta-analysis. Tropical Medicine and Infectious Disease. 2022;7(8):186. doi:10.3390/tropicalmed7080186
- Luo D, Wan X, Liu J, Tong T. Optimally estimating the sample mean from the sample size, median, mid-range, and/or mid-quartile range. Statistical methods in medical research. 2018 Jun;27(6):1785-805. doi:10.1177/0962280216669183
- Wan X, Wang W, Liu J, Tong T. Estimating the sample mean and standard deviation from the sample size, median, range and/or interquartile range. BMC medical research methodology. 2014;14:1-3. doi:10.1186/1471-2288-14-135
- Muhialdeen AS, Ahmed JO, Baba HO, Abdullah IY, Hassan HA, Najar KA, et al: Kscien's List; A New Strategy to Discourage Predatory Journals and Publishers (Second Version). Barw Med J.2023; 1 (1): 24 26. doi:10.58742/bmj.v1i1.14
- Abbas AA, Alghamdi A, Mezghani S, Ben Ayed M, Alamori AM, Alghamdi GA, et al. Role of Serum Amyloid A as a Biomarker for Predicting the Severity and Prognosis of COVID-19. Journal of Immunology Research. 2022;2022. doi:10.1155/2022/6336556
- Abbas S, Hayat A, Majeed N, Jaffar SR, Asghar J, Ali S. Comparison of inflammatory markers with different levels of severity of COVID-19 disease. Pakistan Armed Forces Medical Journal. 2020;70(2):S455-58. DOI: N/A
- AbdelFattah EB, Madkour AM, Amer SM, Ahmed NO. Correlation between the serum level of ferritin and D-dimer and the severity of COVID-19 infection. The Egyptian Journal of Bronchology. 2023;17(1):1-11. doi:10.1186/s43168-023-00218-1
- Abdelhakam DA, Badr FM, El Monem Teama MA, Bahig Elmihi NM, El Mohamdy MA. Serum amyloid A, ferritin and carcinoembryonic antigen as biomarkers of severity in patients with COVID 19. Biomedical Reports. 2022;16(2):1-3. doi:10.3892/br.2021.1496
- Abeid ST, Mezedawee AA, Alam YS. Exploring the influence of neutrophil-lymphocyte ratio on outcome prediction of severely-ill patients with covid-19. Wiad Lek. 2022;75(12):2926-32. doi:10.36740/WLek202212106
- Abrishami A, Eslami V, Arab-Ahmadi M, Alahyari S, Azhideh A, Sanei-Taheri M. Prognostic value of inflammatory biomarkers for predicting the extent of lung involvement and final clinical outcome in patients with COVID-19. Journal of Research in Medical Sciences. 2021;26(1):115. doi:10.4103/jrms.JRMS_1160_20
- Acar E, Demir A, Yıldırım B, Kaya MG, Gökçek K. The role of hemogram parameters and C‐reactive protein in predicting mortality in COVID‐19 infection. International journal of clinical practice. 2021;75(7):e14256. doi:10.1111/ijcp.14256
- Acehan S, Gülen M, ISİKBER C, Adem KA, Nurdan UN, Cagdas IN, et al. C-reactive protein to albumin ratio is associated with increased risk of mortality in COVID-19 pneumonia patients. Cukurova Medical Journal. 2021;46(4):1449-58. doi:10.17826/cumj.977050
- Adil M, Baig ZF, Amir M, Chatha SS, Habib A, Majid M. NEUTROPHIL TO LYMPHOCYTE RATIO VS PLATELETS TO LYMPHOCYTE RATIO: BIOMARKERS TO PREDICT SEVERITY OF DISEASE AND THEIR COMPARISON IN PATIENTS OF COVID-19. Pakistan Armed Forces Medical Journal. 2020;70(6):1609-5. doi:10.51253/pafmj.v70i6.5010
- Aditianingsih D, Soenarto RF, Puiantana AM, Pranata R, Lim MA, Raharja PA, et al. Dose response relationship between D-dimer level and mortality in critically ill COVID-19 patients: a retrospective observational study. F1000Research. 2023; 11:269. doi:10.12688%2Ff1000research.108972.2
- Ahmad Z, Zhetira R, Liana P, Bahar E. Correlation of Interleukin 6 Levels with C-Reactive Protein in Various Severity of Covid-19 Patients in Rsup Dr. Mohammad Hoesin Palembang. Journal of Medical and Health Studies. 2022;3(4):94-7. doi:10.32996/jmhs.2022.3.4.14
- Ahmed S, Ahmed ZA, Siddiqui I, Rashid NH, Mansoor M, Jafri L. Evaluation of serum ferritin for prediction of severity and mortality in COVID-19-A cross sectional study. Annals of medicine and Surgery. 2021;63:102163. doi:10.1016/j.amsu.2021.02.009
- Ayub Z, Ahmed A, Afzal F, Bashir S, Iqbal H, Nawaz KH. ROLE OF INTERLEUKIN-6 AND PROCALCITONIN AS INFLAMMATORY BIOMARKERS IN EVALUATING COVID-19 DISEASE SEVERITY ON HRCT CHESTAN EXPERIENCE AT CMH QUETTA. Pakistan Armed Forces Medical Journal. 2021;71(6):2131-34. doi:10.51253/pafmj.v71i6.6977
- Ahmed S, Ahmed ZA, Rashid NH, Mansoor M, Siddiqui I, Jafri L. Procalcitonin as a predictor of severity and mortality in a cohort of patients hospitalised with COVID-19. The Malaysian journal of pathology. 2021;43(3):375-80. DOI: N/A
- Ahmed AO, Rashed HA, Solyman AF, El-Kareem A, Doaa M. Inetrleukin-6 and C-reactive protein as predictors of mortality among critically ill COVID-19 patients in Assiut university hospitals (ICUs). Egypt J Immunol. 2022:29 (3):44-53. DOI: N/A
- Ahnach M, Zbiri S, Nejjari S, Ousti F, Elkettani C. C-reactive protein as an early predictor of COVID-19 severity. Journal of medical biochemistry. 2020;39(4):500-7. doi:10.5937%2Fjomb0-27554
- Akan OY, Bilgir O. Effects of neutrophil/monocyte, neutrophil/lymphocyte, neutrophil/platelet ratios and c-reactive protein levels on the mortality and intensive care need of the patients diagnosed with Covid-19. Eurasian Journal of Medicine and Investigation. 2021; 5 (1):21-6. doi:10.14744/ejmi.2021.14888
- Aksakal A, Kılıç AF, Tanülkü U, Tavacı T, Baygutalp NK. Interleukin-28 as a Promising Marker for Predicting Invasive Mechanical Ventilation Requirement and Mortality in COVID-19 Patients. Thoracic Research and Practice. 2023;24(2):61-65. doi:10.5152%2FThoracResPract.2023.22146
- Aksit M, Aksit MZ, Kazar M, Caliskan T, Senger SS, Akar H, et al. The relationship between ischemia-modified albumin/albumin ratio levels and disease severity in COVID-19 patients. International Journal of Medical Biochemistry. 2023;6(3): 143-149. doi:10.14744/ijmb.2023.74436
- Alaaluah RH, Al-Ani A, Lafi SA. Association of white blood cell counts, procalcitonin, C-reactive protein, interleukin-6, troponin, and ferritin with mortality in severe COVID-19. Journal of Emergency Medicine, Trauma & Acute Care. 2022;2022(6):9. doi:10.5339/jemtac.2022.aimco.9
- Al-Aghbari N, Maldar A, Angolkar M, Khurseed R, Shrestha S, Saikam P. Inflammatory Markers for Prognosis of COVID-19 Mortality in Hospitalized Indian Patients: A Single-Center Retrospective Study. University of Science and Technology Journal for Medical Sciences. 2023;1(1). doi:10.59222/ustjms.1.1.A1
- ALICI G, HARBALIOĞLU H, Omer GE, Allahverdiyev S, YILDIRIM A, Fahri ER, et al. High-sensitivity cardiac troponin I and D-dimer are risk factors for in-hospital mortality of adult patients with COVID-19: A retrospective cohort study. Ege Tıp Dergisi. 2021;60(2):113-20. doi:10.19161/etd.950576
- Allahverdiyev S, Quisi A, Harbalıoğlu H, Alıcı G, Genç Ö, Yıldırım A, et al. The neutrophil to lymphocyte ratio and in-hospital all-cause mortality in patients with COVID-19. European Journal of Therapeutics. 2020;26(3):251-6. doi:10.5152/eurjther.2020.20067
- Almasaud AS, Chalabi J, Arfaj AA, Qarni AA, Alkroud A, Nagoor Z, et al. Association of serum zinc and inflammatory markers with the severity of covid-19 infection in adult patients. Nutrients. 2023;15(2):340. doi:10.3390/nu15020340
- Aminy RZ, Mudjanarko SW, Novida H. Correlation of Dynamic D-dimer Levels with Mortality in COVID-19 Patients with Type 2 Diabetes Mellitus. Gaceta Medica de Caracas. 2023;131:S121-S129. doi:10.47307/GMC.2023.131.s2.5
- Andriani I, Utariani A, Hanindito E, Airlangga PS. Correlation Between CRP Il-6 Level, Severity and Mortality in Patients with Covid-19 Infection in Indonesia.2021;2 (4):618-27. doi:10.51542/ijscia.v2i4.27
- Antariksa B, Burhan E, Susanto AD, Alatas MF, Taufik FF, Sari DY, et al. Inflammatory Markers upon Admission as Predictors of Outcome in COVID-19 Patients. Jurnal Respirologi Indonesia. 2021;41(4):252-9. doi:10.36497/jri.v41i4.185
- Apriningsih H, Prabowo NA, Reviono R, Anindita BD, Myrtha R, Putri DP, et al. Correlation of Interleukin-6 Level with Neutrophil to Lymphocyte Ratio and Disease Severity in COVID-19 Patients. Global Medical & Health Communication (GMHC). 2023;11(1):51-6. doi:10.29313/gmhc.v11i1.9643
- Arbănași EM, Halmaciu I, Kaller R, Mureșan AV, Arbănași EM, Suciu BA, et al. Systemic inflammatory biomarkers and chest CT findings as predictors of acute limb ischemia risk, intensive care unit admission, and mortality in COVID-19 patients. Diagnostics. 2022;12(10):2379. doi:10.3390/diagnostics12102379
- Aripova TU, Askarov TA, Usarov AM, Ruzimurodov NF. Assessment of the Cytokine Profile in Patients with Covid-19 Depending on the Severity of the Disease. Central Asian Journal of Medical and Natural Science. 2022;3(6):217-22. doi:10.17605/cajmns.v3i6.1198
- Arsentieva NA, Liubimova NE, Batsunov OK, Korobova ZR, Kuznetsova RN, Rubinstein AA, et al. Predictive value of specific cytokines for lethal COVID-19 outcome. Инфекция и иммунитет. 2022;12(5):859-68. doi:10.15789/2220-7619-PVQ-2043
- Arshad AR, Khan I, Shahzad K, Arshad M, Haider SJ, Aslam MJ. Association of inflammatory markers with mortality in COVID-19 infection. Journal of the College of Physicians and Surgeons Pakistan. 2020;41(16.74):10-29271. doi:10.29271/jcpsp.2025.01.158
- Khadija AS, ABBAS F. Role of Neutrophil Lymphocyte Ratio (NLR) in Predicting Disease Severity in Covid-19. Turkish Journal of Internal Medicine.2022;4(1):6-12. doi:10.46310/tjim.1011041
- Astagimath M, Aryapu R, Patil V, Doddamani S. C-reactive protein and lactate dehydrogenase in intensive care unit and nonintensive care unit COVID-19 patients–A retrospective study. APIK Journal of Internal Medicine. 2023;11(1):33-6. doi:10.4103/ajim.ajim_18_22
- Atlas A, Altay N, Karahan MA, PEHLİVAN VF, Pehlivan B, Duran E, et al. Neutrophil-to-lymphocyte and fibrinogen-to-albumin ratios may be indicators of worse outcomes in ICU patients with COVID-19. Journal of Surgery and Medicine. 2021;5(6):623-7. doi:10.28982/josam.930254
- Awasthi S, Mittal A, Singh V, Kumar A, Ahmad F, Sharma N. Role of hematological and inflammatory markers in early diagnosis and severity of COVID-19 disease. Acta Medica International. 2022;9(1):73-7. doi:10.4103/amit.amit_39_22
- Ayalew G, Mulugeta B, Haimanot Y, Adane T, Bayleyegn B, Abere A. Neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio can predict the severity in COVID-19 patients from Ethiopia: a retrospective study. International Journal of General Medicine. 2022;15:7701. doi:10.2147%2fijgm.s383558
- BAHADIRLI S, Erdem KU. Predictive value of C-reactive protein/albumin ratio in predicting poor outcome of hospitalized patients with COVID-19. Journal of Health Sciences and Medicine. 2021;4(4):505-10. doi:10.32322/jhsm.945522
- Bal T, Dogan S, Cabalak M, Dirican E. Lymphocyte-to-C-reactive protein ratio may serve as an effective biomarker to determine COVID-19 disease severity. Turkish Journal of Biochemistry. 2021;46(1):23-8. doi:10.1515/tjb-2020-0410
- Balci U, Önder KD, Keskin AS. Evaluation of the relationship between lactate dehydrogenase/lymphocyte ratio with interleukin-6 levels in hospitalized patients with COVID-19. Mediterr J Infect Microb Antimicrob. 2021;10 (62). doi:10.4274/mjima.galenos.2021.2021.62
- Batool H, Khan MD, Chughtai OR, Chughtai AS, Ashraf S, Amir S. Correlation of inflammatory biomarkers with disease severity in hospitalised patients of COVID-19 at presentation. J Fatima Jinnah Med Univ.2021; 15:171-6. doi:10.37018/SELQ5005
- Bayram M, Yildirim O, S Ozmen R, Soylu B, Dundar AS, Koksal AR, et al. Prognostic Nutritional Index and CRP, age, platelet count, albumin level score in predicting mortality and intensive care unit admission for COVID-19. Biomarkers in Medicine. 2021;15(18):1733-40. doi:10.2217/bmm-2021-0337
- Belaid B, Lamara Mahammad L, Mihi B, Rahali SY, Djidjeli A, Larab Z, et al. T cell counts and IL-6 concentration in blood of North African COVID-19 patients are two independent prognostic factors for severe disease and death. Journal of leukocyte biology. 2022;111(1):269-81. doi:10.1002/JLB.4COVA1020-703R
- Bellan M, Azzolina D, Hayden E, Gaidano G, Pirisi M, Acquaviva A, et al. Simple parameters from complete blood count predict in-hospital mortality in COVID-19. Disease Markers. 2021; 2021:1-7. doi:10.1155/2021/8863053
- Bendardaf R, Bhamidimarri PM, Al-Abadla Z, Zein D, Alkhayal N, Georgy RR, Al Ali F, et al. Ferritin, blood urea nitrogen, and high chest CT score determines ICU admission in COVID-19 positive UAE patients: A single center retrospective study. PLoS One. 2022;17(7):e0269185. doi:10.1371/journal.pone.0269185
- Bergantini L, d’Alessandro M, Gangi S, Bianchi F, Cameli P, Perea B, et al. Predictive role of cytokine and adipokine panel in hospitalized COVID-19 patients: evaluation of disease severity, survival and lung sequelae. International Journal of Molecular Sciences. 2023;24(16):12994. doi:10.3390/ijms241612994
- Birben B, Birben OD, Akın T, Akkurt G, Surel AA, Yakısık E, et al. Efficacy of the delta neutrophil index in predicting 30‐day mortality in COVID‐19 patients requiring intensive care. International Journal of Clinical Practice. 2021;75(5):e13970. doi:10.1111/ijcp.13970
- BOMBACI E, SARAÇOĞLU K, ÇİYİLTEPE F, SARAÇOĞLU A, DEMİRHAN R. The Role of Inflammatory Markers in Predicting Mortality in Critical COVID-19 Patients: A Single-Center, Retrospective, Observational Study. Flora İnfeksiyon Hastalıkları ve Klinik Mikrobiyoloji Dergisi. 2023;28(1):37-47. doi:10.5578/flora.20239903
- Le Borgne P, Abensur Vuillaume L, Alame K, Lefebvre F, Chabrier S, Berard L, et al. Do blood eosinophils predict in-hospital mortality or severity of disease in SARS-CoV-2 infection? A retrospective multicenter study. Microorganisms. 2021;9(2):334. doi:10.3390/microorganisms9020334
- Bozan O, Çekmen B, Atiş SE, Kocer MT, Senturk M, Karaaslan EB, et al. Prognostic value of neutrophil to lymphocyte ratio and platelet to lymphocyte ratio for mortality in patients infected with SARS-CoV-2. Ukrainian Journal of Nephrology and Dialysis. 2021;2 (70):13-18. doi:10.31450/ukrjnd.2(70).2021.03
- Çakırca TD, Çakırca G, Torun A, Bindal A, Üstünel M, Kaya A. Comparing the predictive values of procalcitonin/albumin ratio and other inflammatory markers in determining COVID-19 severity. Pakistan Journal of Medical Sciences. 2023;39(2):450-55. doi:10.12669%2Fpjms.39.2.6856
- Kesmez Can F, Özkurt Z, Öztürk N, Sezen S. Effect of IL‐6, IL‐8/CXCL8, IP‐10/CXCL 10 levels on the severity in COVID 19 infection. International Journal of Clinical Practice. 2021;75(12):e14970. doi:10.1111/ijcp.14970
- Cardiero G, Palma D, Vano M, Anastasio C, Pinchera B, Ferrandino M, et al. Calprotectin levels and neutrophil count are prognostic markers of mortality in COVID-19 patients. Diagnostics. 2022 ;12(10):2554. doi:10.3390/diagnostics12102554
- Çelikkol A, Doğan M, Güzel C, Erdal B, Yılmaz A. A novel combined index of D Dimer, Fibrinogen, Albumin, and Platelet (FDAPR) as mortality predictor of COVID 19. Nigerian Journal of Clinical Practice. 2022;25(9):1418-23. doi:10.4103/njcp.njcp_1633_21
- Vidal-Cevallos P, Higuera-De-La-Tijera F, Chavez-Tapia NC, Sanchez-Giron F, Cerda-Reyes E, Rosales-Salyano VH, Servin-Caamano A, Vazquez-Medina MU, Mendez-Sanchez N. Lactate-dehydrogenase associated with mortality in hospitalized patients with COVID-19 in Mexico: a multi-centre retrospective cohort study. Annals of hepatology. 2021;24:100338. doi:10.1016/j.aohep.2021.100338
- Chen PK, Yeo KJ, Chang SH, Liao TL, Chou CH, Lan JL, et al. The detectable anti-interferon-γ autoantibodies in COVID-19 patients may be associated with disease severity. Virology Journal. 2023;20(1):33. dio:10.1186/s12985-023-01989-1
- Chen Y, Han P, Gao Y, Jiang R, Tao M, Li X. The value of the neutrophil to lymphocyte ratio and PLT count for the diagnosis and prediction of COVID-19 severity. Plos one. 2023;18(10):e0293432. doi:10.1371/journal.pone.0293432
- Cheng A, Hu L, Wang Y, Huang L, Zhao L, Zhang C, et al. Diagnostic performance of initial blood urea nitrogen combined with D-dimer levels for predicting in-hospital mortality in COVID-19 patients. International journal of antimicrobial agents. 2020;56(3):106110. doi:10.1016/j.ijantimicag.2020.106110
- Chiu KH, Yip CC, Poon RW, Leung KH, Li X, Hung IF, et al. Correlations of Myeloperoxidase (MPO), Adenosine deaminase (ADA), C–C motif chemokine 22 (CCL22), Tumour necrosis factor alpha (TNFα) and Interleukin-6 (IL-6) mRNA expression in the nasopharyngeal specimens with the diagnosis and severity of SARS-CoV-2 infections. Emerging microbes & infections. 2023;12(1):2157338. doi:10.1080/22221751.2022.2157338
- Chopra P, Sehgal T, Yadav R, Meena S, Maitra S, Soni KD, et al. A combination of inflammatory and hematological markers is strongly associated with the risk of death in both mild and severe initial disease in unvaccinated individuals with COVID-19 infection. EJIFCC. 2023;34(1):42-56. DOI: N/A
- Cinar C, Vural DG, Birinci A. EVALUATION OF INTERLEUKIN-18 AND INDUCTIVE PROTEIN-10 LEVELS AS BIOLOGICAL MARKERS RELATED TO THE SEVERITY OF COVID-19 DISEASE. Acta Medica. 2023; 39:545. doi:10.19193/0393-6384_2023_2_78
- Çölkesen F, Kurt EK, Vatansev H, Korkmaz C, Çölkesen F, Yücel F, Yıldız E, Evcen R, Aykan FS, Kılınç M, Aytekin G. Memory B cells and serum immunoglobulins are associated with disease severity and mortality in patients with COVID-19. Postgraduate medical journal. 2022;98(1164):765-71. doi:10.1136/postgradmedj-2021-140540
- Datta S, Maity B, Pradhan AK, Mozzaffar M, Chatterjee D, Roy S, et al. Role of Neutrophil Lymphocyte Ratio as a cheap prognostic marker in predicting disease Severity in COVID-19 patients in a resource constraint setting. European Journal of Cardiovascular Medicine. 2023;13(3). DOI: N/A
- Sanchez-de Prada L, Gorgojo-Galindo O, Fierro I, Martínez-García AM, de Quintana GS, Gutiérrez-Bustillo R, et al. Time evolution of cytokine profiles associated with mortality in COVID-19 hospitalized patients. Frontiers in immunology. 2022; 13:946730. doi:10.3389/fimmu.2022.946730
- Deng F, Zhang L, Lyu L, Lu Z, Gao D, Ma X, et al. Increased levels of ferritin on admission predicts intensive care unit mortality in patients with COVID-19. Medicina Clínica (English Edition). 2021;156(7):324-31. doi:10.1016/j.medcle.2020.11.015
- Deniz CD, Baran N, Ugur AR, Guneyk A, Ozcan M, Tuncez IH, et al. Evaluation of the relationship between C-reactive protein/albumin ratio and hospitalization in novel coronavirus disease 2019. International Journal of Medical Biochemistry. 2022;5(1)8-14. doi:10.14744/ijmb.2021.57070
- Devang N, Sreelatha S, BV M. Assessment of inflammatory markers and their association with disease mortality in severe COVID-19 patients of tertiary care hospital in South India. The Egyptian Journal of Bronchology. 2022;16(1):55. doi:10.1186/s43168-022-00159-1
- Haroon H, Acharya V, Unnikrishnan B, Mithra P, Mascarenhas C, Dhillon NS, et al. Predictive accuracy of neutrophil-to-lymphocyte ratio on severity and outcomes in COVID-19 patients: A retrospective study. Journal of Datta Meghe Institute of Medical Sciences University. 2022;17(Suppl 1):S15-20. doi:10.4103/jdmimsu.jdmimsu_154_22
- El-Desoky MM, Tharwat S, Mostafa N, Hewidy AA, Elmorsey RA, Abdelhafez MS, et al. Association of interleukin-17F polymorphism and mortality predictors with the risk of COVID-19. International journal of clinical practice. 2022;2022. doi:10.1155/2022/4761631
- El-Khattab SO, Abdelhamid AE, Abdalla Ibrahim W, Yousef Elsherif AI, Khalil GM. C-reactive protein as an early marker of severity and outcome in patients with SARS-CoV-2 infection. Egyptian Journal of Anaesthesia. 2023;39(1):95-9. doi:10.1080/11101849.2023.2171545
- Ergenç H, Ergenç Z, Usanmaz M, Gozdas HT. C-reactive protein and neutrophil–lymphocyte ratio as predictors of mortality in coronavirus disease 2019. Revista da Associação Médica Brasileira. 2021;67:1498-502. doi:10.1590/1806-9282.20210679
- Ergenç Z, Ergenç H, Araç S, Usanmaz M, Alkılınç E, Kaya G, et al. Novel biochemical prognostic indicators in COVID-19: Can CRP/albumin, urea/albumin, and LDH/albumin ratios be used to predict mortality and length of hospitalization? Novel biochemical prognostic indicators for COVID-19. Medical Science and Discovery. 2022;9(6):310-8. doi:10.36472/msd.v9i6.741
- Ergenc I, Capar E, Erturk SB, Bahramzade G, Atalah F, Kocakaya D, et al. Diagnostic performance of lactate dehydrogenase (LDH) isoenzymes levels for the severity of COVID-19. Journal of Medical Biochemistry. 2023;42(1):16-26. doi:10.5937%2fjomb0-37234
- Ertekin B, Acar T. The relationship between albumin and its proportion to other markers in predicting mortality in severe COVID-19 patients. European Review for Medical & Pharmacological Sciences. 2023;27(13): 6429-6436. doi: N/A
- Esa T, Budu B, Mulyono B, Soraya GV, Usman AN, Intansari US. Correlation of serum interleukin-6 levels and neutrophil-lymphocyte ratio in the severity of COVID-19. F1000Research. 2023;12: 1189. doi:10.12688%2ff1000research.132157.1
- EvlÍCe O, Fatih KU, BEKTAŞ M. PREDICTIVE RELEVANCE OF DIFFERENT CLINICAL AND LABORATORY FINDINGS FOR HIGHER MORTALITY IN PATIENTS WITH COVID-19 IN A SINGLE CENTER COHORT: NEUTROPHIL/LYMPHOCYTE RATIO, HIGH CRP, GGT AND CREATININE LEVELS ARE ASSOCIATED WITH HIGH MORTALITY. Journal of Istanbul Faculty of Medicine. 2022;85(2):139-46. doi:10.26650/IUITFD.896789
- Făgărășan I, Rusu A, Comșa H, Simu TD, Vulturar DM, Todea DA. IL-6 and neutrophil/lymphocyte ratio as markers of ICU admittance in SARS-CoV-2 patients with diabetes. International Journal of Molecular Sciences. 2023;24(19):14908. doi:10.3390/ijms241914908
- Falih ES, Obaid SH. Diagnostic utility of IL-6 and some biomarker correlated with the diseases severity of COVID‐19 patients. Al-Nisour Journal for Medical Sciences.2022;4(2):24-35. DOI: N/A
- Feng T, James A, Doumlele K, White S, Twardzik W, Zahid K, et al. Procalcitonin levels in COVID-19 patients are strongly associated with mortality and ICU acceptance in an underserved, inner city population. Medicina. 2021;57(10):1070. doi:10.3390/medicina57101070
- Gadotti AC, de Castro Deus M, Telles JP, Wind R, Goes M, Ossoski RG, et al. IFN-γ is an independent risk factor associated with mortality in patients with moderate and severe COVID-19 infection. Virus research. 2020; 289:198171. doi:10.1016/j.virusres.2020.198171
- Gatselis NK, Lygoura V, Lyberopoulou A, Giannoulis G, Samakidou A, Vaiou A, et al. Soluble IL-2R levels at baseline predict the development of severe respiratory failure and mortality in COVID-19 patients. Viruses. 2022;14(4):787. doi:10.3390/v14040787
- Geraili Z, Hajian-Tilaki K, Bayani M, Hosseini SR, Khafri S, Ebrahimpour S, et al. Prognostic accuracy of inflammatory markers in predicting risk of ICU admission for COVID-19: application of time-dependent receiver operating characteristic curves. Journal of International Medical Research. 2022;50(6):03000605221102217. doi:10.1177/03000605221102217
- Ghorbaninezhad F, Bakhshivand M, Saeedi H, Alizadeh N. The Association of Elevated Levels of LDH and CK-MB with Cardiac Injury and Mortality in COVID-19 Patients. ImmunoAnalysis. 2022;2(1):8. doi:i10.34172/ia.2022.08
- Gjuzelova AA, Nakova VV, Nanovic Z, Metodieva M, Stojkoska AJ, Camurovski N, et al. Association of Inflammatory Markers with Disease Severity and Outcome in Covid-19 Patients. Prilozi. 2023;44(1):89-95. DOI: N/A
- Gohda T, Murakoshi M, Suzuki Y, Hiki M, Naito T, Takahashi K, et al. Circulating tumor necrosis factor receptors are associated with mortality and disease severity in COVID-19 patients. Plos one. 2022;17(10):e0275745. doi:10.1371/journal.pone.0275745
- Gopalakrishnan S, Krishnan B, Krishnan MS, Kandasamy S, Hameed PM, Karunakaran V. The prognostic role of inflammatory markers in COVID-19 patients: A retrospective analysis in a tertiary care hospital of southern India. Journal of Current Research in Scientific Medicine. 2022;8(2):108-15. doi:10.4103/jcrsm.jcrsm_4_22
- Gormez S, Ekicibasi E, Degirmencioglu A, Paudel A, Erdim R, Gumusel HK, et al. Association between renin–angiotensin–aldosterone system inhibitor treatment, neutrophil–lymphocyte ratio, D-Dimer and clinical severity of COVID-19 in hospitalized patients: a multicenter, observational study. Journal of Human Hypertension. 2021;35(7):588-97. doi:10.1038/s41371-020-00405-3
- Hachim IY, Hachim MY, Hannawi H, Naeem KB, Salah A, Hannawi S. The inflammatory biomarkers profile of hospitalized patients with COVID-19 and its association with patient’s outcome: A single centered study. PLoS One. 2021;16(12):e0260537. doi:10.1371/journal.pone.0260537
- Hafeez MM, Khan MT, Shakoori TA, Mahmood W, Khalid MS, Rana MA, et al. Assessment of Inflammatory Biomarkers as Predictor of Mortality in COVID-19 Patients. Pakistan Journal of Medical & Health Sciences. 2022;16(04):343-45. doi:10.53350/pjmhs22164343
- Halmaciu I, Arbănași EM, Kaller R, Mureșan AV, Arbănași EM, Bacalbasa N, et al. Chest CT Severity Score and Systemic Inflammatory Biomarkers as Predictors of the Need for Invasive Mechanical Ventilation and of COVID-19 Patients’ Mortality. Diagnostics. 2022;12(9):2089. doi:10.3390/diagnostics12092089
- Hammad R, Eldosoky MA, Fouad SH, Elgendy A, Tawfeik AM, Alboraie M et al. Circulating cell-free DNA, peripheral lymphocyte subsets alterations and neutrophil lymphocyte ratio in assessment of COVID-19 severity. Innate Immunity. 2021;27(3):240-50. doi:10.1177/1753425921995577
- Yu HH, Qin C, Chen M, Wang W, Tian DS. D-dimer level is associated with the severity of COVID-19. Thrombosis research. 2020;195:219-25. doi:10.1016/j.thromres.2020.07.047
- Haroun RA, Osman WH, Eessa AM. Interferon-γ-induced protein 10 (IP-10) and serum amyloid A (SAA) are excellent biomarkers for the prediction of COVID-19 progression and severity. Life Sciences. 2021; 269:119019. doi:10.1016/j.lfs.2021.119019
- Harsini Harsini, Jatu Aphridasari, Artrien Adhiputri, Agung Prasetyo , Hie Sukiyanto, Aditya Sri Listyoko. Interleukin-6 and Neutrophil–Lymphocyte Ratio in Predicting Outcome of Confirmed COVID-19 Patients. J Respi May;9(2):108-116. doi:10.20473/jr.v9-I.2.2023.108-116
- Hasanah U, Kartini A, Abd Kadir N, Abdullah AA. Lactate Dehydrogenase Levels as A Marker of COVID-19 Severity. INDONESIAN JOURNAL OF CLINICAL PATHOLOGY AND MEDICAL LABORATORY. 2022;29(1):81-5. doi:10.24293/ijcpml.v29i1.1910
- Hasegawa T, Hato T, Okayama T, Ikeo K, Miyamoto Y, Iwanaga N, et al. Th1 cytokine endotype discriminates and predicts severe complications in COVID-19. European Cytokine Network. 2022 Jun;33(2):1-2. doi:10.1684/ecn.2022.0477
- Hassan AE, Nosair NA, Ahmed MH, Sherif DE, Habib EM, Farahat N. Relation Between Interleukin-6, Interleukin-10 And Interleukin-2 Receptor and Mortality In Severely Ill COVID-19 Patients. JPMA. The Journal of the Pakistan Medical Association. 2023;73(4):S179-83. doi:10.47391/jpma.egy-s4-36
- Hassan A, Ali ZU, Iftikhar HI, GRADED A, HAIDER Z, REHMAN HU. An emerging marker predicting the severity of Covid-19: neutrophil-lymphocyte count ratio. PJMHS. 2021;15:3398-9. doi:10.53350/pjmhs2115113398
- Yavuz OT, AVCIOĞLU G. Comparison of amylase, lipase and d-dimer levels in the etiopathogenesis of mortality in Covid 19 pneumonia. Cumhuriyet Medical Journal. 2022;44(1):117-24. doi:10.7197/cmj.1053522
- Hilda F, Liana P, Nurtjahyo A, Hudari H, Sari NP, Umar TP, et al. D-dimer as a sensitive biomarker of survival rate in patients with COVID-19. The Eurasian Journal of Medicine. 2022;54(3):219. doi:10.5152%2Feurasianjmed.2022.21145
- Hosseinzadeh M, Pouladzadeh M, Eftekhar A, Choghakabodi PM, Sokooti A. Evaluation of D-dimer as a predictor of severity, degree of pulmonary involvement and mortality in patients with COVID-19. Scientia Medica. 2022;32(1):e43281. doi:N/A
- Huang Y, Lyu X, Li D, Wang L, Wang Y, Zou W, et al. A cohort study of 676 patients indicates D-dimer is a critical risk factor for the mortality of COVID-19. PloS one. 2020;15(11):e0242045. doi:10.1371/journal.pone.0242045
- Huyut MT, Huyut Z. Effect of ferritin, INR, and D-dimer immunological parameters levels as predictors of COVID-19 mortality: A strong prediction with the decision trees. Heliyon. 2023;9(3):e14015. doi:10.1016/j.heliyon.2023.e14015
- Isbaniah F, Juliani T, Damayanti T, Yenita D, Yunus F, Antariksa B, et al. The Role of Neutrophil-Lymphocyte Ratio (NLR), Platelet-Lymphocyte Ratio (PLR), and D-Dimer in Predicting the Outcome of Confirmed COVID-19 patients. Jurnal Respirologi Indonesia. 2021;41(4):236-44. doi:10.36497/jri.v41i4.215
- Islam MM, Islam S, Ahmed R, Majumder M, Sarkar B, Himu MER, et al. Reduced IFN-γ levels along with changes in hematologic and immunologic parameters are key to COVID-19 severity in Bangladeshi patients. Exp Hematol. 2023; 118:53-64.e1. doi:10.1016/j.exphem.2022.11.006
- Jang HJ, Leem AY, Chung KS, Ahn JY, Jung JY, Kang YA, et al. Soluble IL-2R levels predict in-hospital mortality in COVID-19 patients with respiratory failure. Journal of Clinical Medicine. 2021;10(18):4242. doi:10.3390/jcm10184242
- Javed MW, Anwar M, Bangash TM, Satti RU, Rehman M, Malik UI. C-REACTIVE PROTEIN LEVELS AND THE SEVERITY OF COVID-19. Pakistan Armed Forces Medical Journal. 2020;70(2): S603-07. DOI: N/A
- Marcos‐Jiménez A, Sánchez‐Alonso S, Alcaraz‐Serna A, Esparcia L, López‐Sanz C, Sampedro‐Núñez M, et al. Deregulated cellular circuits driving immunoglobulins and complement consumption associate with the severity of COVID‐19 patients. European Journal of Immunology. 2021;51(3):634-47. doi:10.1002/eji.202048858
- Jin Z, Zheng M, Shi J, Ye X, Cheng F, Chen QL, et al. Correlation analysis between serum uric acid, prealbumin level, lactate dehydrogenase, and severity of COVID-19. Frontiers in Molecular Biosciences. 2021; 8:615837. doi:10.3389/fmolb.2021.615837
- Fu J, Huang PP, Zhang S, Yao QD, Han R, Liu HF, et al. The value of serum amyloid A for predicting the severity and recovery of COVID 19. Experimental and therapeutic medicine. 2020;20(4):3571-7. doi:10.3892/etm.2020.9114
- Kalyon S, Gültop F, Şimşek F, Adaş M. Relationships of the neutrophil–lymphocyte and CRP–albumin ratios with the duration of hospitalization and fatality in geriatric patients with COVID-19. Journal of International Medical Research. 2021;49(9):03000605211046112. doi:10.1177/03000605211046112
- Katkat F, Kalyoncuoglu M, Karahan S, Ozcan S, Tasdemir ZA, Kucuk SH, et al. The Predictive Ability of the C-reactive Protein to Albumin Ratio As A Mortality Predictor in Hospitalized Severe SARS-CoV-2 Infected Patients with Cardiovascular Diseases. Medical Bulletin of Haseki/Haseki Tip Bulteni. 2022;60(2): 152-160. doi:N/A
- Kaya T, Yaylacı S, Nalbant A, Yıldırım İ, Kocayiğit H, Çokluk E, et al. Serum calprotectin as a novel biomarker for severity of COVID-19 disease. Irish Journal of Medical Science (1971-). 2021;191:1-6. doi:10.1007/s11845-021-02565-8
- Khan H, Khan S, Riaz H, Khattak AR. Prognostic Factors and Association of Inflammatory Biomarkers with Severity and Mortality in COVID-19. Journal of Bahria University Medical and Dental College. 2022;12(01):25-30. doi:10.51985/JBUMDC054
- Khurshid F, Mumtaz M, Iqbal S. Evaluation of Liver Function Tests (LFT) and C-reactive protein in COVID-19 (SARS Cov-2) positive patients diagnosed by Real-time PCR. Pakistan Journal of Medical & Health Sciences. 2022;16(12):170. doi:10.53350/pjmhs20221612170
- Kilic M, Hokenek UD. Association between D-dimer and mortality in COVID-19 patients: a single center study from a Turkish hospital. Disaster and Emergency Medicine Journal. 2022;7(4):225-30. doi:10.5603/DEMJ.a2022.0039
- Kılıç M, Ak R, Alışkan H. The utility of hemoglobin, albumin, lymphocyte and platelet (HALP) score in predicting mortality among COVID-19 patients: a preliminary study. Signa Vitae. 2023;19(1):143-7. doi:10.22514/sv.2022.080
- Kim SY, Hong DY, Kim JW, Park SO, Lee KR, Baek KJ. Predictive values of procalcitonin and presepsin for acute kidney injury and 30-day hospital mortality in patients with COVID-19. Medicina. 2022;58(6):727. doi:10.3390/medicina58060727
- Kocyigit A, Sogut O, Durmus E, Kanimdan E, Guler EM, Kaplan O, et al. Circulating furin, IL-6, and presepsin levels and disease severity in SARS-CoV-2–infected patients. Science progress. 2021;104(2_suppl):00368504211026119. doi:10.1177/00368504211026119
- Küçük B, Kocabeyoğlu GM, ÖZEN SB, KOSOVALI BD, Mutlu NM, ÇAKIR EY, et al. Prognostic marker for mortality of COVID-19 patients in the intensive care unit: the delta neutrophil index. Kastamonu Medical Journal. 2022;2(3):63-7. doi:10.51271/KMJ-0057
- Küçükceran K, Ayranci MK, Girişgin AS, Koçak S. Predictive value of D‐dimer/albumin ratio and fibrinogen/albumin ratio for in‐hospital mortality in patients with COVID‐19. International Journal of Clinical Practice. 2021;75(7):e14263. doi:10.1111/ijcp.14263
- Kuizon BA, Damian K, Villanueva III E. Baseline Complete Blood Count and Cell Population Data as Prognostic Markers for In-Hospital Mortality among COVID-19 Patients admitted at the Philippine General Hospital from March 2020 to January 2022. PJP. 2023;8(1):13-20. doi:10.21141/PJP.2023.04
- Kumari S, Nayak S, Tripathy S, Bhuniya S, Mangaraj M, Ramadass B, et al. Analysis of biochemical and inflammatory markers for predicting COVID-19 severity: insights from a tertiary healthcare institution of eastern India. Cureus. 2023;15(1): 33893. doi:10.7759/cureus.33893
- Kurri N, Tyagi B, Singhal E, Gupta N, Agarwal AK, Gupta V, et al. Assessing the impact of inflammatory markers and CT severity score on disease severity of COVID-19 patients admitted to ICU at a tertiary hospital. Journal of the Association of Physicians of India. 2021; 69:41-9. DOI: N/A
- Kwon JS, Kim JY, Kim MC, Park SY, Kim BN, Bae S, et al. Factors of severity in patients with COVID-19: cytokine/chemokine concentrations, viral load, and antibody responses. The American journal of tropical medicine and hygiene. 2020;103(6):2412. doi:10.4269%2Fajtmh.20-1110
- Lashin AH, El-Ghafar A, Osama A, Mahmoud AM, Shewi E, El Sayed M. Value of Interleukin 6 in Assessment of the Disease Severity in Patients with COVID-19 Infection without Preexisting Comorbidities. Benha Medical Journal. 2023;40(Annual conference issue):74-86. doi:10.21608/bmfj.2023.185224.1738
- Lee GH, Park M, Hur M, Kim H, Lee S, Moon HW, et al. Utility of Presepsin and Interferon-λ3 for Predicting Disease Severity and Clinical Outcomes in COVID-19 Patients. Diagnostics. 2023;13(14):2372. doi:10.3390/diagnostics13142372
- Lee S, Lee JM, Choi T, Park K, Lee KY, young Jang J. Procalcitonin as a Predictive Factor for the Clinical Outcome of Patients with Coronavirus Disease 2019. Journal of Acute Care Surgery. 2022;12(2):53-62. doi:10.17479/jacs.2022.12.2.53
- Li J, Li M, Zheng S, Li M, Zhang M, Sun M, et al. Plasma albumin levels predict risk for nonsurvivors in critically ill patients with COVID-19. Biomarkers in Medicine. 2020;14(10):827-37. doi:10.2217/bmm-2020-0254
- Lino K, Guimarães GM, Alves LS, Oliveira AC, Faustino R, Fernandes CS, et al. Serum ferritin at admission in hospitalized COVID-19 patients as a predictor of mortality. Brazilian Journal of Infectious Diseases. 2021;25:101569. doi:10.1016/j.bjid.2021.101569
- Liu QQ, Cheng A, Wang Y, Li H, Hu L, Zhao X, et al. Cytokines and their relationship with the severity and prognosis of coronavirus disease 2019 (COVID-19): a retrospective cohort study. BMJ open. 2020;10(11):e041471. doi:10.1136/bmjopen-2020-041471
- Liu L, Zheng Y, Cai L, Wu W, Tang S, Ding Y, et al. Neutrophil‐to‐lymphocyte ratio, a critical predictor for assessment of disease severity in patients with COVID‐19. International journal of laboratory hematology. 2021;43(2):329-35. doi:10.1111/ijlh.13374
- Luo M, Liu J, Jiang W, Yue S, Liu H, Wei S. IL-6 and CD8+ T cell counts combined are an early predictor of in-hospital mortality of patients with COVID-19. JCI insight. 2020;5(13): e139024. doi:10.1172%2Fjci.insight.139024
- Mahmood N, Riaz Z, Tariq H, Altaf F, Sattar A, Ijaz S, et al. White blood count and inflammatory markers in the patients with COVID-19 infection and severity of illness. The Professional Medical Journal. 2022;29(12):1755-9. doi:10.29309/TPMJ/2022.29.12.7226
- Merza MY, Hwaiz RA, Hamad BK, Mohammad KA, Hama HA, Karim AY. Analysis of cytokines in SARS-CoV-2 or COVID-19 patients in Erbil city, Kurdistan Region of Iraq. Plos one. 2021;16(4):e0250330. doi:10.1371/journal.pone.0250330
- Martinez Mesa A, Cabrera César E, Martín-Montañez E, Sanchez Alvarez E, Lopez PM, Romero-Zerbo Y, et al. Acute lung injury biomarkers in the prediction of COVID-19 severity: Total thiol, ferritin and lactate dehydrogenase. Antioxidants. 2021;10(8):1221. doi:10.3390/antiox10081221
- Adnan Mezher M, Bahjat Alrifai S, Mahmood Raoof W. Analysis of proinflammatory cytokines in COVID-19 patients in Baghdad, Iraq. Archives of Razi Institute. 2023;78(1):305-13. doi:10.22092/ari.2022.359356.2411
- Milenkovic M, Hadzibegovic A, Kovac M, Jovanovic B, Stanisavljevic J, Djikic M, et al. D-dimer, CRP, PCT, and IL-6 levels at admission to ICU can predict in-hospital mortality in patients with COVID-19 pneumonia. Oxidative medicine and cellular longevity. 2022;2022. doi:10.1155/2022/8997709
- Mizrak S, Ozdemir A, Aladag E, Tayyar N. The roles of bun/d-dimer and bun/lactate ratios in indicating mortality in intensive care patients with COVID-19. Annals of Clinical and Analytical Medicine. 2022:1224-8. doi:10.4328/ACAM.21260
- Fathy MM, Aljarallah AN, Doudar NA, Ryad HR, Senosy SA, Ahmed DM, et al. Neutrophil-and platelet-lymphocyte ratios as valuable prognostic biomarkers in ICU COVID-19 patients. Egyptian Journal of Medical Research. 2023;4(4):78-93. doi:10.21608/ejmr.2022.138155.1229
- Mohammadshahi J, Ghobadi H, Matinfar G, Boskabady MH, Aslani MR. Role of lipid profile and its relative ratios (cholesterol/HDL-C, triglyceride/HDL-C, LDL-C/HDL-C, WBC/HDL-C, and FBG/HDL-C) on admission predicts in-hospital mortality COVID-19. Journal of Lipids. 2023;2023. doi:10.1155/2023/6329873
- Moisa E, Corneci D, Negoita S, Filimon CR, Serbu A, Negutu MI, et al. Dynamic changes of the neutrophil-to-lymphocyte ratio, systemic inflammation index, and derived neutrophil-to-lymphocyte ratio independently predict invasive mechanical ventilation need and death in critically ill COVID-19 patients. Biomedicines. 2021;9(11):1656. doi:10.3390/biomedicines9111656
- Monserrat J, Gómez-Lahoz A, Ortega MA, Sanz J, Muñoz B, Arévalo-Serrano J, et al. Role of innate and adaptive cytokines in the survival of COVID-19 patients. International journal of molecular sciences. 2022;23(18):10344. doi:10.3390/ijms231810344
- Morfi CW, Sabri YS, Mizarti D. Differences in IL-6 Levels Based on Clinical Severity and Outcome of COVID-19 Patients at Dr. M. Djamil Hospital. Respiratory Science. 2023;4(1):1-4. doi:10.36497/respirsci.v4i1.94
- Mortaz E, Jamaati H, Roofchayee ND, Sheikhzade H, Mirenayat M, Sadeghi M, et al. Decreased serum levels of angiotensin converting enzyme (ACE) 2 and enhanced cytokine levels with severity of COVID-19: normalisation upon disease recovery. Heliyon. 2022;8(2): e08957. doi:10.1016/j.heliyon.2022.e08957
- Mureșan AV, Hălmaciu I, Arbănași EM, Kaller R, Arbănași EM, Budișcă OA, et al. Prognostic nutritional index, controlling nutritional status (CONUT) score, and inflammatory biomarkers as predictors of deep vein thrombosis, acute pulmonary embolism, and mortality in COVID-19 patients. Diagnostics. 2022;12(11):2757. doi:10.3390/diagnostics12112757
- Naqvi SS, Phulpoto AH, Memon AQ, Channo MA, Mangi MR, Maher A. Association of mortality and raised inflammatory markers such as serum LDH, serum ferritin and CRP in hospitalized patient with COVID-19 infection. P J M H S. 2021; 42:17-84. doi: N/A
- Avila-Nava A, Cortes-Telles A, Torres-Erazo D, López-Romero S, Aké RC, Solis AL. Serum IL-6: A potential biomarker of mortality among SARS-CoV-2 infected patients in Mexico. Cytokine. 2021;143:155543. doi:10.1016/j.cyto.2021.155543
- NAZNIN L, GITI S, KHAN A, AKTER Y, PARVIN M, SULTANA S. Evaluation of Serum Ferritin in Hospitalized Patients with COVID-19 as A Potential Biomarker for Assessing COVID-19 Severity. Journal of Bangladesh College of Physicians and Surgeons. 2021;39(4):220-24. doi:10.3329/jbcps.v39i4.55942
- Nazri NA, Azman WN, Musa N, Ismail TS, Harun A, Yaacob NM, et al. C-reactive Protein, Albumin, Urea, CRP/Albumin Ratio, and Urea/Albumin Ratio: A Retrospective Evaluation in COVID-19 Patients. Malaysian Journal of Medicine & Health Sciences. 2023;19(6):164-70. doi:10.47836/mjmhs.19.6.22
- Marzieh N, Khojasteh SS, Majid NA. Evaluation of serum levels of IL-6 and adiponectin in COVID-19 patients and their relationship with disease severity. Инфекция и иммунитет. 2022;12(3):511-8. doi:10.15789/2220-7619-eos-1783
- Nurhayatun E, Prabowo NA, Harioputro DR, Putranto W, Indarto D, Purwanto B. Neutrophil to lymphocyte ratio and Hs-CRP predict mortality in COVID-19 patients. Advances in Health Sciences Research; Proceedings of the 4th International Conference on Sustainable Innovation 2020–Health Science and Nursing (ICoSIHSN 2020). 2021;33: 80-82. doi:10.2991/ahsr.k.210115.016
- Oguz EG, Yeter HH, Akcay OF, Besli S, Selen T, Derici U, et al. Predictive value of neutrophil‐to‐lymphocyte ratio in terms of need for intensive care unit and mortality in maintenance hemodialysis patients with COVID‐19. Hemodialysis International. 2022;26(3):377-85. doi:10.1111/hdi.13001
- Oliveira DC, Spiri BS, Schluga YC, Justus JL, Lopes Neto FD, Azambuja AP. Evaluation of lymphocyte count, T-cell subsets and neutrophil-to-lymphocyte ratio as early predictors for severity and outcome of COVID-19 disease-a report from a highly complex hospital in Brazil. Hematology, Transfusion and Cell Therapy. 2023; 45:330-7. doi:10.1016/j.htct.2022.05.007
- Olivieri F, Sabbatinelli J, Bonfigli AR, Sarzani R, Giordano P, Cherubini A, et al. Routine laboratory parameters, including complete blood count, predict COVID-19 in-hospital mortality in geriatric patients. Mechanisms of Ageing and Development. 2022; 204:111674. doi:10.1016/j.mad.2022.111674
- Onuk S, Sipahioğlu H, Karahan S, Yeşiltepe A, Kuzugüden S, Karabulut A, et al. Cytokine levels and severity of illness scoring systems to predict mortality in COVID-19 infection. Healthcare .2023;11 (3):387. doi:10.3390/healthcare11030387
- Tural Onur S, Altın S, Sokucu SN, Fikri BI, Barça T, Bolat E, et ak. Could ferritin level be an indicator of COVID‐19 disease mortality?. Journal of medical virology. 2021;93(3):1672-7. doi:10.1002/jmv.26543
- Özdemir S, Algin A. Evaluation of the ability of the C-reactive protein-to-albumin ratio to predict short-term mortality in patients with COVID-19. Journal of Clinical Medicine of Kazakhstan. 2021;18(6):35-9. doi:10.23950/jcmk/11324
- Özdemir S, Altunok İ. Comparison of the predictive ability of the blood urea nitrogen/albumin, C-reactive protein/albumin, and lactate/albumin ratios for short-term mortality in SARS-CoV-2-infected patients. Avicenna Journal of Medicine. 2023;13(01):043-8. doi:10.1055/s-0043-1761471
- Ozdin M, Kaya H, Gulacti U, Lok U, Kafadar H, Yucetas C. The diagnostic value of neutrophil to lymphocyte ratio in determining the severity of COVID-19. IMC J Med Sci. 2022;16(1):1-7. doi:10.55010/imcjms.16.001
- Ozger HS, Karakus R, Kuscu EN, Bagriacik UE, Oruklu N, Yaman M, et al. Serial measurement of cytokines strongly predict COVID-19 outcome. PloS one. 2021;16(12):e0260623. doi:10.1371/journal.pone.0260623
- Ozsurekci Y, Aykac K, Er AG, Halacli B, Arasli M, Oygar PD, et al. Predictive value of cytokine/chemokine responses for the disease severity and management in children and adult cases with COVID‐19. Journal of medical virology. 2021;93(5):2828-37. doi:10.1002/jmv.26683
- Pál K, Molnar AA, Huțanu A, Szederjesi J, Branea I, Timár Á, et al. Inflammatory biomarkers associated with in-hospital mortality in critical COVID-19 patients. International Journal of Molecular Sciences. 2022;23(18):10423. doi:10.3390/ijms231810423
- Ergenç H, Ergenç Z, Usanmaz M, Gozdas HT. C-reactive protein and neutrophil–lymphocyte ratio as predictors of mortality in coronavirus disease 2019. Revista da Associação Médica Brasileira. 2021;67:1498-502. doi:10.1590/1806-9282.20210679
- Paranga TG, Pavel-Tanasa M, Constantinescu D, Plesca CE, Petrovici C, Miftode IL, et al. Comparison of C-reactive protein with distinct hyperinflammatory biomarkers in association with COVID-19 severity, mortality and SARS-CoV-2 variants. Frontiers in immunology. 2023; 14:1213246. doi:10.3389/fimmu.2023.1213246
- Parimoo A, Biswas A, Baitha U, Gupta G, Pandey S, Ranjan P, et al. Dynamics of inflammatory markers in predicting mortality in COVID-19. Cureus. 2021;13(10):19080. doi:10.7759%2fcureus.19080
- Peng F, Yi Q, Zhang Q, Deng J, Li C, Xu M, et al. Performance of D-dimer to lymphocyte ratio in predicting the mortality of COVID-19 patients. Frontiers in Cellular and Infection Microbiology. 2022; 12:1053039. doi:10.3389/fcimb.2022.1053039
- Phan F, Boussouar S, Lucidarme O, Zarai M, Salem JE, Kachenoura N, et al. Cardiac adipose tissue volume and IL-6 level at admission are complementary predictors of severity and short-term mortality in COVID-19 diabetic patients. Cardiovascular diabetology. 2021;20:1-10. doi:10.1186/s12933-021-01327-1
- Pirsalehi A, Salari S, Baghestani A, Vahidi M, Khave LJ, Akbari ME, et al. Neutrophil-to-lymphocyte ratio (NLR) greater than 6.5 may reflect the progression of COVID-19 towards an unfavorable clinical outcome. Iranian Journal of Microbiology. 2020;12(5):466. doi:10.18502%2Fijm.v12i5.4609
- Pramana IM, Herawati S, Purnamasidhi CA, Mulyantari NK, Lestari AW, Wande IN. Eosinophil count, neutrophil-to-lymphocyte ratio, and pentraxin-3 level as predictors of clinical severity in SARS-CoV-2 patients. Bali Journal of Anesthesiology. 2022;6(1):21-5. doi:10.4103/bjoa.bjoa_122_21
- Prebensen C, Lefol Y, Myhre PL, Lüders T, Jonassen C, Blomfeldt A, et al. Longitudinal whole blood transcriptomic analysis characterizes neutrophil activation and interferon signaling in moderate and severe COVID-19. Scientific reports. 2023;13(1):10368. doi:10.1038/s41598-023-37606-y
- Putra YA, Mutiara M. The Difference Coagulopathy Factor and Interleukin-6 between Survival and Non-survival Patients COVID-19. Open Access Macedonian Journal of Medical Sciences. 2022;10(B):873-6. doi:10.3889/oamjms.2022.9112
- Rahayu R, Winarto W, Nasihun T. Interleukin-6 and C-reactive Protein on Admission as Predictor of Mortality in Severe COVID-19 Patients: A Retrospective Cohort Study. Open Access Macedonian Journal of Medical Sciences. 2022;10(B):227-31. doi:10.3889/oamjms.2022.7968
- Rai DK, Ranjan A, Pandey SK, Vardhan H. Association of inflammatory markers, neutrophil-lymphocyte ratio, and D-dimer with mortality in COVID-19 infection: A hospital-based retrospective analysis. Journal of Applied Sciences and Clinical Practice. 2023;4(2):79-85. doi:10.4103/jascp.jascp_4_22
- Raman N, Kv P, Ashta KK, Vardhan V, Thareja S, Kumar A. Ferritin and hemoglobin as predictors of fatal outcome in COVID-19: two sides of the same coin. J Assoc Physicians India. 2021;69(8):11-2. doi: N/A
- Rasyid H, Sangkereng A, Harjianti T, Soetjipto AS. Impact of age to ferritin and neutrophil‐lymphocyte ratio as biomarkers for intensive care requirement and mortality risk in COVID‐19 patients in Makassar, Indonesia. Physiological Reports. 2021;9(10):e14876. doi:10.14814/phy2.14876
- Rehman HU, Nukrich RS, Ahmed MA, Dilawar SM, Shalim E. Evaluation of Neutrophil Percentage to Albumin Ratio as Predictor of Mortality in Patients with Covid-19. Pakistan Journal of Medical & Health Sciences. 2023;17(02):327. doi:10.53350/pjmhs2023172327
- Rizo-Tellez SA, Mendez-Garcia LA, Rivera-Rugeles AC, Miranda-Garcia M, Manjarrez-Reyna AN, Viurcos-Sanabria R, et al. The combined use of cytokine serum values with laboratory parameters improves mortality prediction of COVID-19 patients: The interleukin-15-to-albumin ratio. Microorganisms. 2021;9(10):2159. doi:10.3390/microorganisms9102159
- Ortega-Rojas S, Salazar-Talla L, Romero-Cerdán A, Soto-Becerra P, Díaz-Vélez C, Urrunaga-Pastor D, et al. The neutrophil-to-lymphocyte ratio and the platelet-to-lymphocyte ratio as predictors of mortality in older adults hospitalized with COVID-19 in Peru. Disease Markers. 2022;2022. doi:10.1155/2022/2497202
- Moreira-Rosário A, Marques C, Pinheiro H, Araújo JR, Ribeiro P, Rocha R, Mota I, et al. Gut microbiota diversity and C-reactive protein are predictors of disease severity in COVID-19 patients. Frontiers in Microbiology. 2021; 12:705020. doi:10.3389/fmicb.2021.705020
- Sakthivadivel V, Bohra GK, Maithilikarpagaselvi N, Khichar S, Meena M, Palanisamy N, et al. Association of Inflammatory Markers with COVID-19 outcome among hospitalized patients: experience from a tertiary healthcare Center in Western India. Maedica. 2021;16(4):620. doi:10.26574%2fmaedica.2021.16.4.620
- Salehi H, Pakzad B, Salehi M, Abbasi S, Salehi MM, Naeini MK. C-reactive protein, D-dimer, erythrocyte sedimentation rate, and troponin in intensive care unit patients with COVID-19 in Iran. Journal of Research in Medical Sciences. 2023;28(1):56. doi:10.4103/jrms.jrms_352_22
- Saputra K, Tavianto D, Pison OM. Comparison Between C-Reactive Protein and D-Dimer Serum in Pneumonia Phase as the Predictors of COVID-19 Patients' Mortality. Malaysian Journal of Medicine & Health Sciences. 2023;19(5):102-7. doi:10.47836/mjmhs19.5.15
- Sari ND, Serin I, Bakir A, Alacam S. Could serum thrombocyte/lymphocyte (TLR), neutrophil/lymphocyte (NLR) and neutrophil/albumin (NAR) ratios be indicators of hospitalization and mortality in COVID-19? Iran J Microbiol. 2022 Dec;14(6):913-20. doi:10.18502%2Fijm.v14i6.11266
- Sarraf S, Singapurwala M, Jain H, Singh R, Julka A. Role of Inflammatory Markers in Predicting Severity in COVID-19 Patients at Tertiary Care Hospital, Ujjain (MP). J. Pulmonol. Respir. Res. 2023; 7:4-9. doi:10.29328/journal.jprr.1001043
- Satilmis D, Yildiz E, Cevik E. Prognostic values of urea/lymphocyte and LDH/lymphocyte ratios for predicting mortality in COVID-19 patients. Frontiers in Emergency Medicine. 2023;7(3):e24. doi:10.18502/fem.v7i3.13820
- Satış H, Özger HS, Yıldız PA, Hızel K, Gulbahar Ö, Erbaş G, et al. Prognostic value of interleukin-18 and its association with other inflammatory markers and disease severity in COVID-19. Cytokine. 2021; 137:155302. doi:10.1016/j.cyto.2020.155302
- Saylik F, Akbulut T, Kaya S. Can C-reactive protein to albumin ratio predict in-hospital death rate due to COVID-19 in patients with hypertension?. Angiology. 2021;72(10):947-52. doi:10.1177/00033197211012145
- Selanno Y, Widaningsih Y, Esa T, Arif M. Analysis of neutrophil lymphocyte ratio and absolute lymphocyte count as predictors of severity of COVID-19 patients. Indonesian Journal of Clinical Pathology and Medical Laboratory. 2021;27(2):184-9. doi:10.24293/ijcpml.v27i2.1738
- Senol A. The ability of D-dimer, albumin, and D-Dimer/albumin ratio to predict in-hospital mortality and intensive care unit admission in COVID-19 patients admitted to the emergency department. Bratislava Medical Journal/Bratislavske Lekarske Listy. 2022;123(12):908. doi:10.4149/bll_2022_145
- Serin I, Sari ND, Dogu MH, Acikel SD, Babur G, Ulusoy A, et al. A new parameter in COVID-19 pandemic: initial lactate dehydrogenase (LDH)/Lymphocyte ratio for diagnosis and mortality. Journal of infection and public health. 2020;13(11):1664-70. doi:10.1016/j.jiph.2020.09.009
- Sai SS, Vijeth KV, Hemalatha AS. Differential white blood cell count predicting severity and mortality in patients with COVID-19. The Journal of Association of Chest Physicians. 2021;9(2):59-64. doi:10.4103/jacp.jacp_3_21
- Seyfi S, Azadmehr A, Ezoji K, Nabipour M, Babazadeh A, Saleki K, et al. Mortality in ICU COVID-19 Patients Is Associated with Neutrophil-to-Lymphocyte Ratio (NLR): Utility of NLR as a Promising Immunohematological Marker. Interdisciplinary Perspectives on Infectious Diseases. 2023;2023. doi:10.1155/2023/9048749
- Shalaby HM, Abd ElMaksoud SS, Ezzelregal HG, Salem DD. Assessment of interleukin-6 role in detecting coronavirus disease 2019 severity, mortality, and its control: A cohort study. The Egyptian Journal of Chest Diseases and Tuberculosis. 2023;72(2):183-90. doi:10.4103/ecdt.ecdt_75_22
- Shamseldeen AM, Fawzy A, Soliman S, Hegazy EA, Rashed L, Hosny H, et al. Inflammatory biomarkers and severity of COVID-19: Cross sectional study among Egyptian patients. Egyptian Journal of Immunology. 2022;29(2):96-105. doi: N/A
- Sharif-Askari FS, Sharif-Askari NS, Hafezi S, Mdkhana B, Alsayed HA, Ansari AW, et al. Interleukin-17, a salivary biomarker for COVID-19 severity. PloS one. 2022;17(9):e0274841. doi:10.1371/journal.pone.0274841
- Shetty BA, Shilpa TA, Rajanna AH, Ravi K, Rao M, Bhat B. Association of neutrophil-lymphocyte ratio with clinical outcome of COVID-19 patients: A prospective study. APIK Journal of Internal Medicine. 2021;9(4):215-20. doi:10.4103/ajim.ajim_43_21
- Shokri‐Afra H, Moradi M, Musavi H, Moradi‐Sardareh H, Moradi Poodeh B, Kazemi Veisari A, et al. Serum calprotectin can indicate current and future severity of COVID‐19. Journal of Clinical Laboratory Analysis. 2023;37(1): e24809. doi:10.1002/jcla.24809
- Shrivastava S, Chelluboina S, Jedge P, Doke P, Palkar S, Mishra AC, et al. Elevated levels of neutrophil activated proteins, alpha-defensins (DEFA1), calprotectin (S100A8/A9) and myeloperoxidase (MPO) are associated with disease severity in COVID-19 patients. Frontiers in Cellular and Infection Microbiology. 2021; 11:751232. doi:10.3389/fcimb.2021.751232
- Singh Y, Singh A, Rudravaram S, Soni KD, Aggarwal R, Patel N, et al. Neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio as markers for predicting the severity in covid-19 patients: a prospective observational study. Indian Journal of Critical Care Medicine: Peer-reviewed, Official Publication of Indian Society of Critical Care Medicine. 2021;25(8):847. doi:10.5005%2Fjp-journals-10071-23906
- Smail SW, Babaei E, Amin K, Abdulahad WH. Serum IL-23, IL-10, and TNF-α predict in-hospital mortality in COVID-19 patients. Front Immunol. 2023; 14:1145840. doi:10.3389/fimmu.2023.1145840
- Smail SW, Babaei E, Amin K. Hematological, inflammatory, coagulation, and oxidative/antioxidant biomarkers as predictors for severity and mortality in COVID-19: a prospective cohort-study. International Journal of General Medicine. 2023:565-80. doi:N/A
- Solimando AG, Susca N, Borrelli P, Prete M, Lauletta G, Pappagallo F, et al. Short-term variations in neutrophil-to-lymphocyte and urea-to-creatinine ratios anticipate intensive care unit admission of COVID-19 patients in the emergency department. Frontiers in Medicine. 2021; 7:625176. doi:10.3389/fmed.2020.625176
- Hernández-Solis A, Güemes-González AM, Ruiz-Gómez X, Álvarez-Maldonado P, Castañeda-Casimiro J, Flores-López A, et al. IL-6, IL-10, sFas, granulysin and indicators of intestinal permeability as early biomarkers for a fatal outcome in COVID-19. Immunobiology. 2022;227(6):152288. doi:10.1016/j.imbio.2022.152288
- Suastika NK, Suega K. Diagnostic value of neutrophil to lymphocyte ratio for assessing the disease severity in covid-19 patients. Eastern Journal of Medicine. 2021;26(2):199-203. doi:10.5505/ejm.2021.35761
- Suhartono S, Wijaya I, Dalimoenthe NZ. The correlation of neutrophil-to-lymphocyte ratio (NLR) and monocytes-to-lymphocytes ratio (MLR) with disease severity in hospitalized patients with Coronavirus disease 2019 (COVID-19). Bali Medical Journal. 2021;10(2):653-8. doi:10.15562/bmj.v10i2.2434
- Sukrisman L, Sinto R. Coagulation profile and correlation between D-dimer, inflammatory markers, and COVID-19 severity in an Indonesian national referral hospital. Journal of International Medical Research. 2021;49(11):03000605211059939. doi:10.1177/03000605211059939
- Suliman L, Elwasefy M, Farrag NS, Tawab HA, Abdelwahab HW. The platelet-to-lymphocyte ratio versus neutrophil-to-lymphocyte ratio in prediction of COVID-19 outcome. Pulmonologiya. 2022;32(6):849-53. doi:10.18093/0869-0189-2022-32-6-849-853
- Szabo R, Petrisor C, Bodolea C, Simon R, Maries I, Tranca S, et al. Hyperferritinemia, low circulating iron and elevated hepcidin may negatively impact outcome in COVID-19 patients: A pilot study. Antioxidants. 2022;11(7):1364. doi:10.3390/antiox11071364
- Taghiloo S, Soltanshahi M, Aliyali M, Abedi S, Mehravaran H, Ajami A, et al. Cytokine profiling in Iranian patients with COVID-19; association with clinical severity. Iranian Journal of Immunology. 2021;18(1):54-64. doi:10.22034/iji.2021.87630.1810
- SALEH MA, TAMIM HH, MARAWAN M, SAMEH A, SELIM M. TNF-a and IL-10 Serum Levels in COVID-19 Patients and their Relation to Disease Severity. The Medical Journal of Cairo University. 2022;90(9):1459-67. doi:10.21608/mjcu.2022.264601
- Tang Y, Sun J, Pan H, Yao F, Yuan Y, Zeng M, et al. Aberrant cytokine expression in COVID-19 patients: Associations between cytokines and disease severity. Cytokine. 2021; 143:155523. doi:10.1016/j.cyto.2021.155523
- Tanrıverdi M, Gündoğdu N, Benlier N, Yıldırım M, Çeliktürk H, Özkur HA, et al. Could ischemia-modified albumin levels predict the severity of disease in SARS-CoV-2 infection?. The Journal of Infection in Developing Countries. 2023;17(08):1055-62. doi:10.3855/jidc.17456
- Taşkin Ö, Yilmaz A, Soylu VG, Demir U, Inan FÇ. Ferritin/albumin ratio could be a new indicator of COVID-19 disease mortality. The Journal of Infection in Developing Countries. 2023;17(01):37-42. doi:10.3855/jidc.17409
- Tawfik H, AbdelKader R. The predictive role of red cell distribution width, neutrophil-lymphocyte ratio and platelet lymphocyte ratio on mortality in COVID-19 patients admitted to intensive care units. The Egyptian Journal of Geriatrics and Gerontology. 2022;9(1):56-67. doi:10.21608/ejgg.2022.237005
- Rizo-Téllez SA, Méndez-García LA, Flores-Rebollo C, Alba-Flores F, Alcántara-Suárez R, Manjarrez-Reyna AN, et al. The neutrophil-to-monocyte ratio and lymphocyte-to-neutrophil ratio at admission predict in-hospital mortality in Mexican patients with severe SARS-CoV-2 infection (Covid-19). Microorganisms. 2020;8(10):1560. doi:10.3390/microorganisms8101560
- Terra PO, Donadel CD, Oliveira LC, Menegueti MG, Auxiliadora‐Martins M, Calado RT, et al. Neutrophil‐to‐lymphocyte ratio and D‐dimer are biomarkers of death risk in severe COVID‐19: a retrospective observational study. Health Science Reports. 2022;5(2):e514. doi:10.1002/hsr2.514
- Thungthienthong M, Vattanavanit V. Platelet-to-White blood cell ratio as a predictor of mortality in patients with severe COVID-19 pneumonia: A retrospective cohort study. Infection and drug resistance. 2023:445-55. doi: N/A
- Escamilla Tilch M, López Dawn LL, Balderrama A, Ramírez Bernal F, Aceves Poveda B, Díaz Quiroz G, et al. Inflammatory and Tissue Damage Biomarkers Progression as Mortality Prognosis in Patients with Covid-19 Disease. Journal of Cardio-Thoracic Medicine. 2021;9(4):878-83. doi: N/A
- Tjahyadi RM, Astuti T, Listyoko AS. COVID-19: Correlation between CRP and LDH to disease severity and mortality in hospitalized COVID-19 patients. Medica Hospitalia: Journal of Clinical Medicine. 2020;7(1A):144-9. doi:10.36408/mhjcm.v7i1A.467
- Topcu H, Arik YE. The importance of D-dimer, ferritin, CRP and lymphocyte values in determining mortality in COVID-19 disease in Turkey. Clin. lab. 2022;68:2274-80. doi:10.7754/Clin.Lab.2021.210720
- Torun A, Çakırca TD, Çakırca G, Portakal RD. The value of C-reactive protein/albumin, fibrinogen/albumin, and neutrophil/lymphocyte ratios in predicting the severity of COVID-19. Revista da Associação Médica Brasileira. 2021;67:431-6. doi:10.1590/1806-9282.20200883
- Turda Ü, Deligöz Ö, Ekinci O. The Effect of CRP/Albumin, Platelet/Lymphocyte, SOFA, and APACHE II in Predicting Mortality in Covid-19 Patients in Intensive Care Unit. Age. 2023; 30:69-9. doi:10.14744/GKDAD.2023.63383
- Uzum Y, Turkkan E, UZUM Y, TURKKAN E. Predictivity of CRP, albumin, and CRP to albumin ratio on the development of intensive care requirement, mortality, and disease severity in COVID-19. Cureus. 2023;15(1):33600. doi:10.7759/cureus.33600
- Vadi S, Pednekar A, Bajpe S, Sonawane S, Shinde S, Vaishnav Y, et al. Association of Dynamic Changes in Illness Severity Scores Biochemical and Inflammatory Markers with Outcomes in Invasively Ventilated COVID-19 in Resource-limited Settings: A Time-course Study. Indian Journal of Respiratory Care. 2023;12(3):222-9. doi:10.5005/jp-journals-11010-1053
- Vaseie M, Amini M. Comparative Study of the Findings of the First Complete Blood Cell Count in Determining the Outcome of Patients with Covid-19: A Cross-Sectional Study. Journal of Police Medicine. 2022;11(1):1-10. doi:10.30505/11.1.32
- Vastani ZF, Ahmadi A, Abounoori M, Ardeshiri MR, Masoumi E, Ahmadi I, et al. Interleukin‐29 profiles in COVID‐19 patients: Survival is associated with IL‐29 levels. Health Science Reports. 2022;5(2): e544. doi:10.1002%2Fhsr2.544
- Tamayo-Velasco A, Martinez-Paz P, Penarrubia-Ponce MJ, De la Fuente I, Pérez-González S, Fernández I, et al. HGF, IL-1α, and IL-27 are robust biomarkers in early severity stratification of COVID-19 patients. Journal of clinical medicine. 2021;10(9):2017. doi:10.3390/jcm10092017
- Visuddho V, Subagjo A, Setyoningrum RA, Rosyid AN. Predictive accuracy of blood inflammatory markers on COVID-19 mortality. Journal of Ideas in Health. 2021;4(Special4):623-9. doi:10.47108/jidhealth.Vol4.Iss4.196
- Abensur Vuillaume L, Le Borgne P, Alamé K, Lefebvre F, Bérard L, Delmas N, et al. Neutrophil-to-lymphocyte ratio and early variation of NLR to predict in-hospital mortality and severity in ED patients with SARS-CoV-2 infection. Journal of Clinical Medicine. 2021;10(12):2563. doi:10.3390/jcm10122563
- Wang X, Li X, Shang Y, Wang J, Zhang X, Su D, et al. Ratios of neutrophil-to-lymphocyte and platelet-to-lymphocyte predict all-cause mortality in inpatients with coronavirus disease 2019 (COVID-19): a retrospective cohort study in a single medical centre. Epidemiology & Infection. 2020;148:e211. doi:10.1017/s0950268820002071
- Yağcı S, Serin E, Acicbe Ö, Zeren MI, Odabaşı MS. The relationship between serum erythropoietin, hepcidin, and haptoglobin levels with disease severity and other biochemical values in patients with COVID‐19. International Journal of Laboratory Hematology. 2021;43:142-51. doi:10.1111/ijlh.13479
- Yılmaz E, Ak R, Doğanay F. Usefulness of the neutrophil-to-lymphocyte ratio in predicting the severity of COVID-19 patients: a retrospective cohort study. São Paulo Medical Journal. 2021;140:81-6. doi:10.1590/1516-3180.2021.0298.R1.27052021
- Yurt NS, Metin OC. Ferritin/lymphocyte percentage ratio to predict the severity and mortality of COVID-19. Malawi Medical Journal. 2023;35(3):183-9. doi:10.4314/mmj.v35i3.8
- Zakeri A, Faraone A, Matin S. Does procalcitonin play a role as a predictor of in-hospital mortality among COVID-19 patients admitted to intensive care unit?. Journal of Parathyroid Disease. 2022;10(1):e9144. doi:10.34172/jpd.2022.9144
- Soltani-Zangbar MS, Parhizkar F, Ghaedi E, Tarbiat A, Motavalli R, Alizadegan A, et al. A comprehensive evaluation of the immune system response and type-I Interferon signaling pathway in hospitalized COVID-19 patients. Cell Communication and Signaling. 2022;20(1):106. doi:10.1186/s12964-022-00903-6
- Zhang JN, Gao Y, Wang XT, Li NN, Du X, Tang YJ, et al. Lymphocyte–C-reactive protein ratio can differentiate disease severity of COVID-19 patients and serve as an assistant screening tool for hospital and ICU admission. Frontiers in immunology. 2022; 13:957407. doi:10.3389/fimmu.2022.957407
- Zhao K, Huang J, Dai D, Feng Y, Liu L, Nie S. Serum iron level as a potential predictor of coronavirus disease 2019 severity and mortality: a retrospective study. Open forum infectious diseases. 2020;7 (7): ofaa250). doi:10.1093/ofid/ofaa250
- Zhou C, Chen Y, Ji Y, He X, Xue D. Increased serum levels of hepcidin and ferritin are associated with severity of COVID-19. Medical science monitor: international medical journal of experimental and clinical research. 2020;26:e926178-1. doi:10.12659%2FMSM.926178
- Zhu B, Feng X, Jiang C, Mi S, Yang L, Zhao Z, et al. Correlation between white blood cell count at admission and mortality in COVID-19 patients: a retrospective study. BMC infectious diseases. 2021;21:1-5. doi:10.1186/s12879-021-06277-3
- Zope R, Kate P, Jaison J, Saraf S, Bhide S, Gupta D. Evaluation of WBC Parameters and Their Significance in COVID-19 Patients in Western Maharashtra, India. Medical Laboratory Journal. 2022;16(6):1-7. doi:N/A
- Cecconi M, Piovani D, Brunetta E, Aghemo A, Greco M, Ciccarelli M, et al. Early predictors of clinical deterioration in a cohort of 239 patients hospitalized for Covid-19 infection in Lombardy, Italy. Journal of clinical medicine. 2020;9(5):1548. doi:10.3390/jcm9051548
- Wang F, Yang Y, Dong K, Yan Y, Zhang S, Ren H, et al. Clinical characteristics of 28 patients with diabetes and COVID-19 in Wuhan, China. Endocrine Practice. 2020;26(6):668-74. doi:10.4158/EP-2020-0108
- Luo X, Zhou W, Yan X, Guo T, Wang B, Xia H, et al. Prognostic value of C-reactive protein in patients with coronavirus 2019. Clinical Infectious Diseases. 2020 Oct 15;71(16):2174-9. doi:10.1093/cid/ciaa641
- Wybranowski T, Napiórkowska M, Bosek M, Pyskir J, Ziomkowska B, Cyrankiewicz M, et al. Study of albumin oxidation in COVID-19 pneumonia patients: Possible mechanisms and consequences. International Journal of Molecular Sciences. 2022;23(17):10103. doi:10.3390/ijms231710103
- Baig MA, Raza MM, Baig M, Baig MU. Serum albumin levels monitoring in ICU in early days and mortality risk association in patients with moderate to severe COVID-19 pneumonia. Pakistan Journal of Medical Sciences. 2022;38(3Part-I):612. doi:10.12669%2Fpjms.38.3.4154
- Huang J, Cheng A, Kumar R, Fang Y, Chen G, Zhu Y, et al. Hypoalbuminemia predicts the outcome of COVID‐19 independent of age and co‐morbidity. Journal of medical virology. 2020;92(10):2152-8. doi:10.1002/jmv.26003
- Wang L. C-reactive protein levels in the early stage of COVID-19. Medecine et maladies infectieuses. 2020;50(4):332-4. doi:10.1016/j.medmal.2020.03.007
- Rose-John S, Winthrop K, Calabrese L. The role of IL-6 in host defence against infections: immunobiology and clinical implications. Nature Reviews Rheumatology. 2017;13(7):399-409. doi:10.1038/nrrheum.2017.83
- Velazquez-Salinas L, Verdugo-Rodriguez A, Rodriguez LL, Borca MV. The role of interleukin 6 during viral infections. Frontiers in microbiology. 2019;10:445678. doi:10.3389/fmicb.2019.01057
- Aziz M, Fatima R, Assaly R. Elevated interleukin‐6 and severe COVID‐19: a meta‐analysis. Journal of medical virology. 2020;92(11):2283. doi:10.1002%2Fjmv.25948
- Gómez-Pastora J, Weigand M, Kim J, Wu X, Strayer J, Palmer AF, et al. Hyperferritinemia in critically ill COVID-19 patients–is ferritin the product of inflammation or a pathogenic mediator?. Clinica Chimica Acta; International Journal of Clinical Chemistry. 2020; 509:249. doi:10.1016%2Fj.cca.2020.06.033
- Henry BM, De Oliveira MH, Benoit S, Plebani M, Lippi G. Hematologic, biochemical and immune biomarker abnormalities associated with severe illness and mortality in coronavirus disease 2019 (COVID-19): a meta-analysis. Clinical Chemistry and Laboratory Medicine (CCLM). 2020;58(7):1021-8. doi:10.1515/cclm-2020-0369
This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.