Prevalence and Predictive Value of Anemia and Dysregulated Iron Homeostasis in Patients with COVID-19 Infection
Open accessAbstract
Infections with SARS-CoV-2 can result in severe clinical manifestations. As such patients present with systemic inflammation, we studied the prevalence and predictive value of anemia of inflammation (AI) or functional iron deficiency (FID), originating from immune-mediated alterations of iron homeostasis. Within this retrospective analysis of 259 hospitalized patients with COVID-19, we found that, upon admission, 24.7% were anemic, with the majority suffering from AI (68.8%). Anemia was associated with a significantly higher in-hospital mortality (OR 3.729 (95%CI 1.739–7.995), p = 0.001) but not an increased frequency of intensive care unit (ICU) admission or need for mechanical ventilation. FID was present in 80.0% of patients upon admission, linked to more advanced inflammation and associated with significantly longer hospital stay. Notably, a ferritin/transferrin ratio > 10 predicted a five-fold higher risk of ICU admission and an eight-fold higher risk of the need for mechanical ventilation. Anemia and alterations of iron homeostasis are highly prevalent in hospitalized COVID-19 patients. Iron metabolism biomarkers and hemoglobin can contribute to risk stratification of patients, as initial anemia is associated with increased mortality, whereas alterations of iron homeostasis with a higher ferritin/transferrin ratio reflect more advanced inflammation and predicts subsequent insufficient pulmonary oxygenation with the need for ICU admission and mechanical ventilation.
AI snapshot
Written from the paper’s full text.
TL;DR
In 259 hospitalized patients with PCR-confirmed COVID-19, anemia on admission was present in 24.7% and was associated with higher in-hospital mortality, while functional iron deficiency was very common and linked to more advanced inflammation. A ferritin/transferrin ratio >10 predicted substantially higher risk of ICU admission and mechanical ventilation.
Key findings
- Among 259 patients, 64 (24.7%) were anemic on admission: mild in 38 (14.7%), moderate in 21 (8.1%), and severe in 5 (1.9%); most anemic patients had anemia of inflammation (68.8%). Anemia was associated with higher in-hospital mortality (OR 3.729, 95%CI 1.739–7.995, p = 0.001; adjusted OR 5.063, 95%CI 1.260–20.345, p = 0.022), but not with ICU admission (OR 0.867, 95%CI 0.424–1.774, p = 0.696) or mechanical ventilation (OR 1.259, 95%CI 0.569–2.788, p = 0.570).
- Iron metabolism biomarkers were available for 222 patients; 194 (88.2%) had abnormal iron homeostasis, and 176 (79.3%) had functional iron deficiency (FID). FID was associated with poorer clinical condition and longer hospital stay, but not with increased in-hospital death, ICU admission, or mechanical ventilation.
- A ferritin/transferrin ratio >10 (n = 37) versus ≤10 (n = 185) predicted higher risk of ICU admission (OR 5.702, 95%CI 2.625–12.388, p < 0.001) and need for mechanical ventilation (OR 8.054, 95%CI 3.369–19.249, p < 0.001), and was associated with longer hospital stay (rs = 0.259, p < 0.001).
- Elevated ferritin was associated with ICU admission (OR 2.780, 95%CI 1.874–4.124, p < 0.001) and mechanical ventilation (OR 3.497, 95%CI 2.124–5.757, p < 0.001); low transferrin was also reported as associated with ICU admission (OR 0.059, 95%CI 0.015–0.226, p < 0.001) and mechanical ventilation (OR 0.079, 95%CI 0.018–0.337, p = 0.001).
Methods
- Retrospective analysis of 259 patients with PCR-confirmed SARS-CoV-2 infection requiring hospitalization at Innsbruck University Hospital (n = 129) or Hospital St. Vinzenz Zams (n = 130) between 25 February and 20 May 2020.
- Blood samples were taken at baseline (day 1 ± 1); outcomes recorded included fatal events, ICU admission, and need/duration of invasive ventilation. Anemia was defined by WHO hemoglobin thresholds, and iron status was classified using transferrin saturation and ferritin.
- Statistical analysis used Shapiro–Wilk, Mann–Whitney U, Kruskal–Wallis, Pearson chi-square, logistic regression, and Spearman rank correlation; p < 0.05 was considered significant.
Limitations
- The paper states that this was a retrospective observational analysis, so results do not prove causality; iron metabolism variables were not available for all patients, suggesting selection bias and a smaller multivariate sample; hemoglobin as a continuous variable was not significant in multivariate regression, suggesting possible residual confounding for anemia classification; and regional economic/social conditions limit unrestricted generalization.
- The text also makes evident that the study was conducted in a single region (Tyrol) and that pre-existing anemia was not analyzed as a risk factor for COVID-19 infection or fatal course, which the authors note as a future analysis need.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 17 cited sources checked · 0 supported · 0 flagged
- Findingown data
Low transferrin levels upon admission were associated with increased need for mechanical ventilation in hospitalized COVID-19 patients (OR 0.079, 95%CI 0.018-0.337, p=0.001).
“and the need for mechanical ventilation (OR 0.079 (95%CI 0.018–0.337), p = 0.001, Table S1).”
Quote in the paperSubstantial claim - Findingown data
Functional iron deficiency was present in approximately 80% of hospitalized COVID-19 patients upon admission.
“FID was present in 80.0% of patients upon admission”
- Also stated in: § 3.3. Disturbances of Iron Homeostasis in Patients with COVID-19 Infection · plain
“the majority of those had functional iron deficiency (FID, n = 176, 79.3%; Table S2).”
Quote in the paperSubstantial claim - Also stated in: § 3.3. Disturbances of Iron Homeostasis in Patients with COVID-19 Infection · plain
- Findingown data
Initial anemia was not associated with increased risk of ICU admission in hospitalized COVID-19 patients (OR 0.867, 95%CI 0.424-1.774, p=0.696).
“no significant correlations were found between initial anemia and the risk of ICU admission (OR 0.867 (95%CI 0.424−1.774), p = 0.696, Table 3)”
Quote in the paperSubstantial claim - Findingown data
A ferritin/transferrin ratio >10 was associated with a higher risk of ICU admission compared to a ratio ≤10 in hospitalized COVID-19 patients (OR 5.702, 95%CI 2.625-12.388, p<0.001).
“A ferritin/transferrin ratio > 10 (n = 37) well discriminated patients with a higher risk of ICU admission (OR 5.702 (95%CI 2.625–12.388), p < 0.001, Figure 1c”
Quote in the paperSubstantial claim - Findingown data
Ferritin levels positively correlated with CRP, IL-6, and PCT levels in hospitalized COVID-19 patients.
“ferritin levels positively correlated with CRP (rs = 0.567, p < 0.001), IL-6 (rs = 0.552, p < 0.001) and PCT levels (rs = 0.442, p < 0.001)”
Quote in the paperSubstantial claim
- Findingown data
Low transferrin levels upon admission were associated with longer hospital stay in hospitalized COVID-19 patients (rs=−0.286, p<0.001).
“low Tf levels upon admission but not a low TfS were associated with a longer hospital stay (rs = −0.286, p < 0.001)”
Quote in the paperSubstantial claim - Findingown data
Transferrin levels and transferrin saturation negatively correlated with CRP, IL-6, and PCT levels in hospitalized COVID-19 patients.
“while Tf levels and the TfS negatively correlated with CRP (Tf: rs = −0.672, p < 0.001; TfS: rs = −0.315, p < 0.001), IL-6 (Tf: rs = −0.634, p < 0.001; TfS: rs = −0.270, p = 0.001) and PCT levels (Tf: rs = −0.477, p < 0.001; TfS: rs = −0.253, p = 0.001).”
Quote in the paperSubstantial claim - Findingown data
Patients with anemia of inflammation had the highest CRP and IL-6 levels compared to patients with iron deficiency anemia or unclassified/multifactorial anemia.
“patients with AI had the highest CRP (8.69 mg/dL, p < 0.001) and IL-6 levels (82.7 ng/L, p = 0.007) when compared to patients with IDA (0.12 mg/dL, 3.4 ng/L, respectively) or unclassified/multifactorial anemia (7.79 mg/dL, 70.3 ng/L, respectively).”
Quote in the paperSubstantial claim - Findingown data
Anemia upon admission was associated with significantly higher in-hospital mortality in hospitalized COVID-19 patients (unadjusted OR 3.729, 95%CI 1.739-7.995, p=0.001; adjusted OR 5.063, 95%CI 1.260-20.345, p=0.022).
“Anemia was associated with a significantly higher in-hospital mortality (OR 3.729 (95%CI 1.739–7.995), p = 0.001)”
- Also stated in: § 3.2. Anemia in Patients with COVID-19 Infection · plain
“anemia upon admission was associated with a significantly higher mortality during hospitalization (OR 3.729 (95%CI 1.739−7.995), p = 0.001, Table 2) even when adjusted for age, comorbidities, eGFR, white blood cells count and PCT levels in logistic regression analysis (OR 5.063 (95%CI 1.260−20.345), p = 0.022, Table 2—Multivariate Model I).”
Quote in the paperSubstantial claim - Also stated in: § 3.2. Anemia in Patients with COVID-19 Infection · plain
- Findingown data
Moderate or serious anemia was associated with significantly higher in-hospital mortality in multivariate logistic regression analysis (OR 13.323, 95%CI 2.139-82.999, p=0.006).
“only moderate/serious anemia was associated with a significantly higher mortality during hospitalization in multivariate logistic regression analysis (OR 13.323 (95%CI 2.139−82.999), p = 0.006, Table 2—Multivariate Model II).”
Quote in the paperSubstantial claim - Findingown data
Low transferrin levels upon admission were associated with increased risk for ICU admission in hospitalized COVID-19 patients (OR 0.059, 95%CI 0.015-0.226, p<0.001).
“an increased risk for ICU admission (OR 0.059 (95%CI 0.015−0.226), p < 0.001, Table 3)”
Quote in the paperSubstantial claim - Findingown data
Among hospitalized patients with COVID-19, 24.7% (64/259) had anemia upon admission.
“upon admission, 24.7% were anemic”
- Also stated in: § 3.2. Anemia in Patients with COVID-19 Infection · plain
“Among the 259 hospitalized patients with COVID-19 infection, 64 (24.7%) had anemia upon admission.”
Quote in the paperSubstantial claim - Also stated in: § 3.2. Anemia in Patients with COVID-19 Infection · plain
- Findingown data
An elevated ferritin/transferrin ratio was associated with longer hospital stays in hospitalized COVID-19 patients (rs=0.259, p<0.001).
“An elevated ferritin/transferrin ratio was also associated with longer hospital stays (rs = 0.259, p < 0.001).”
Quote in the paperSubstantial claim - Findingown data
Functional iron deficiency was associated with longer hospital stay in hospitalized COVID-19 patients.
“The presence of FID was associated with significantly poorer clinical conditions and a longer hospital stay”
Quote in the paperSubstantial claim - Findingown data
Elevated ferritin levels were associated with increased need for mechanical ventilation in hospitalized COVID-19 patients (OR 3.497, 95%CI 2.124-5.757, p<0.001).
“and the need for mechanical ventilation (OR 3.497 (95%CI 2.124−5.757), p < 0.001, Table S1).”
Quote in the paperSubstantial claim - Findingown data
A ferritin/transferrin ratio >10 was associated with a higher risk of need for mechanical ventilation compared to a ratio ≤10 in hospitalized COVID-19 patients (OR 8.054, 95%CI 3.369-19.249, p<0.001).
“for need of mechanical ventilation (OR 8.054 (95%CI 3.369−19.249), p < 0.001, Table S1, Figure 1d compared to patients with a ferritin/transferrin ratio ≤ 10 (n = 185).”
Quote in the paperSubstantial claim - Findingown data
Elevated ferritin levels were associated with increased risk for ICU admission in hospitalized COVID-19 patients (OR 2.780, 95%CI 1.874-4.124, p<0.001).
“an increased risk for ICU admission (OR 2.780 (95%CI 1.874−4.124), p < 0.001, Table 3)”
Quote in the paperSubstantial claim - Findingown data
Hemoglobin levels were significantly correlated with CRP levels in hospitalized COVID-19 patients (rs=−0.163, p=0.009).
“hemoglobin levels were only significantly correlated with CRP levels (rs = −0.163, p = 0.009)”
Quote in the paperSubstantial claim - Findingown data
Initial anemia was not associated with increased need for mechanical ventilation in hospitalized COVID-19 patients (OR 1.259, 95%CI 0.569-2.788, p=0.570).
“or the need for mechanical ventilation (OR 1.259 (95%CI 0.569−2.788), p = 0.570, Table S1).”
Quote in the paperSubstantial claim - Findingown data
Elevated ferritin levels were associated with longer hospital stays in hospitalized COVID-19 patients (rs=0.251, p<0.001).
“elevated ferritin levels were associated with longer hospital stays (rs = 0.251, p < 0.001)”
Quote in the paperSubstantial claim - Findingown data
Patients with functional iron deficiency had significantly higher CRP, IL-6, and PCT levels compared to patients with absolute iron deficiency or no iron deficiency.
“patients with FID had significantly higher CRP, IL-6 and PCT levels when compared to patients with absolute ID or no ID (Table S2).”
Quote in the paperSubstantial claim - Findingown data
Anemia upon admission was associated with longer hospital stay in hospitalized COVID-19 patients.
“those who were anemic upon admission tended to have a longer hospital stay (Table 1)”
- Also stated in: § 4. Discussion · plain
“anemia is associated with longer hospital stays, poor clinical conditions and poor survival.”
Quote in the paperSubstantial claim - Also stated in: § 4. Discussion · plain
- Findingown data
Most anemic hospitalized COVID-19 patients had anemia of inflammation (68.8%).
“with the majority suffering from AI (68.8%)”
- Also stated in: § 3.2. Anemia in Patients with COVID-19 Infection · plain
“Most of the anemic patients suffered from AI (68.8%)”
Quote in the paperSubstantial claim - Also stated in: § 3.2. Anemia in Patients with COVID-19 Infection · plain
- Findingown data
Low transferrin saturation was not associated with longer hospital stay in hospitalized COVID-19 patients.
“low Tf levels upon admission but not a low TfS were associated with a longer hospital stay”
Quote in the paperSubstantial claim - Findingown data
The percentage of patients with anemia progressively increased during hospitalization, reaching 68.8% at day 7 of admission.
“The percentage of patients with anemia progressively increased during hospitalization (68.8% at day 7 of admission).”
Quote in the paperNot a substantial claim - Findingown data
Upon admission, 194 patients (88.2%) had an abnormal iron homeostasis.
“Upon admission, 194 patients (88.2%) had an abnormal iron homeostasis”
Quote in the paperSubstantial claim - Interpretationown data
Iron metabolism biomarkers and hemoglobin can contribute to risk stratification of patients with COVID-19.
“Iron metabolism biomarkers and hemoglobin can contribute to risk stratification of patients, as initial anemia is associated with increased mortality, whereas alterations of iron homeostasis with a higher ferritin/transferrin ratio reflect more advanced inflammation and predicts subsequent insufficient pulmonary oxygenation with the need for ICU admission and mechanical ventilation.”
Quote in the paperSubstantial claim - Interpretationown data
A ferritin/transferrin ratio is a robust and easily available marker for risk stratification at hospital admission of patients with SARS-CoV-2 infection.
“We also introduced a ferritin/transferrin ratio which seems to be a robust and easily available marker for risk stratification at hospital admission of patients with SARS-CoV-2 infection.”
Quote in the paperSubstantial claim - Premisecitation
Ferritin is an acute phase protein induced by several cytokines such as interferon-gamma or IL-6.
“ferritin as an acute phase protein which is induced by several cytokines such as interferon-gamma or IL-6, two major drivers of macrophage activation and lung injury [22].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [22] McGonagle, 2020, The Role of Cytokines including Interleukin-6 in COVID-19 induced Pneumonia and Macrophage Activation Syndrome-Like Disease, Autoimmun. Rev. source
Not checked in the free run.
- Premisecitation
Infection triggered macrophage iron retention as a host defense mechanism to withhold the nutrient iron from invading microbes.
“infection triggered macrophage iron retention as a host defense mechanism to withhold the nutrient iron from invading microbes [24,25,26]”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [24] Ganz, 2015, Iron homeostasis in host defence and inflammation, Nat. Rev. Immunol. source
Not checked in the free run.
- cites [25] Nairz, 2018, Iron and innate antimicrobial immunity-Depriving the pathogen, defending the host, J. Trace Elem. Med. Biol. source
Not checked in the free run.
- cites [26] Nairz, M., and Weiss, G. (2020). Iron in infection and immunity. Mol. Asp. Med., 100864. source
Not checked in the free run.
- May combine two claims. 16
- Classified as probably not a substantial claim. 6
- The quote only partly states this claim. 1
May combine two claims.
Findingown dataFunctional iron deficiency was not linked to increased risk of in-hospital death, ICU admission, or need for mechanical ventilation in hospitalized COVID-19 patients.
“but was not linked to an increased risk of in-hospital death, ICU admission or the need for mechanical ventilation (Table 2 and Table 3 and Table S1).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataNo significant relations were found between mortality rate and elevated ferritin levels, low transferrin levels, or low transferrin saturation in hospitalized COVID-19 patients.
“no significant relations were found between mortality rate and elevated ferritin levels, low Tf levels, or low TfS (Table 2).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataCRP levels were highly correlated with IL-6 and PCT levels, and IL-6 levels were correlated with PCT levels in hospitalized COVID-19 patients.
“CRP levels were high significantly correlated to IL-6 levels (rs = 0.757, p < 0.001) and PCT levels (rs = 0.677, p < 0.001), and IL-6 levels also significantly correlated with PCT levels (rs = 0.650, p < 0.001).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAnemic patients had significantly higher CRP, IL-6, and PCT levels than non-anemic patients.
“anemic patients had significantly higher CRP, IL-6 and PCT levels (Table 1).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAnemic patients were older, had reduced renal function, and had significantly higher levels of inflammatory markers such as CRP or IL-6.
“Patients with anemia were older, had a reduced renal function, and had significantly higher levels of inflammatory markers such as CRP or IL-6 (Table 1).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataSerum iron concentration and transferrin, but not transferrin saturation, were significantly lower in anemic subjects whereas ferritin levels were not different.
“serum iron concentration and transferrin (Tf), but not TfS, were significantly lower in anemic subjects whereas ferritin levels were not different (Table 1).”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataAnemia and alterations of iron homeostasis are highly prevalent in hospitalized COVID-19 patients.
“Anemia and alterations of iron homeostasis are highly prevalent in hospitalized COVID-19 patients.”
- Also stated in: § 5. Conclusions · plain
“anemia, and specifically AI, is prevalent in patients with severe COVID-19 disease”
Quote in the paperSubstantial claim- Also stated in: § 5. Conclusions · plain
May combine two claims.
Interpretationown dataAnemia, and specifically anemia of inflammation, is prevalent in patients with severe COVID-19 disease and is associated with an unfavorable outcome.
“The results of our study indicate that anemia, and specifically AI, is prevalent in patients with severe COVID-19 disease and is associated with an unfavorable outcome.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataA higher ferritin/transferrin ratio reflects more advanced inflammation and predicts subsequent insufficient pulmonary oxygenation with the need for ICU admission and mechanical ventilation in patients with COVID-19.
“a ferritin/transferrin ratio > 10 predicted a five-fold higher risk of ICU admission and an eight-fold higher risk of the need for mechanical ventilation.”
- Also stated in: § 5. Conclusions · plain
“A higher ferritin/transferrin ratio reflects more advanced inflammation and predicts subsequent insufficient pulmonary oxygenation with the need for ICU admission and mechanical ventilation.”
Quote in the paperSubstantial claim- Also stated in: § 5. Conclusions · plain
May combine two claims.
Study design and conductown dataIron metabolism variables were not available for all patients included in the study, depicting a probable selection bias and resulting in a smaller sample size in the multivariate analysis.
“we did not have iron metabolism variables available for all patients included in the study, depicting a probable selection bias and resulting in a smaller sample size in the multivariate analysis.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataHemoglobin as a continuous variable was not a significant predictor in multivariate regression analysis, depicting the possibility of residual confounding for anemia classification.
“Hemoglobin as a continuous variable was not a significant predictor in multivariate regression analysis, depicting the possibility of residual confounding for anemia classification.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). The quote only partly states this claim.
PremisecitationAltered iron homeostasis with more advanced inflammation promotes lung injury and respiratory failure.
“the latter promoting lung injury and respiratory failure [22,23].”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [22] McGonagle, 2020, The Role of Cytokines including Interleukin-6 in COVID-19 induced Pneumonia and Macrophage Activation Syndrome-Like Disease, Autoimmun. Rev. source
Not checked in the free run.
- cites [23] Channappanavar, 2017, Pathogenic human coronavirus infections: Causes and consequences of cytokine storm and immunopathology, Semin. Immunopathol. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenBlood samples were analyzed by fully automated tests in the laboratories of the hospitals, which undergo regular quality control.
“Blood samples were taken from patients at baseline (day 1 ± 1) and were analyzed by fully automated tests in the laboratories of the hospitals, which undergo regular quality control.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationA ferritin/transferrin ratio can discriminate well between true and functional iron deficiency and identify iron deficiency anemia in non-inflammatory subjects with borderline ferritin levels.
“previous observations indicating that a ferritin/transferrin ratio can discriminate well between true and FID [18] and identify IDA in non-inflammatory subjects with borderline ferritin levels [19]”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [18] Theurl, 2006, Dysregulated monocyte iron homeostasis and erythropoietin formation in patients with anemia of chronic disease, Blood source
Not checked in the free run.
- cites [19] Castel, 2012, The transferrin/log(ferritin) ratio: A new tool for the diagnosis of iron deficiency anemia, Clin. Chem. Lab. Med. source
Not checked in the free run.
May combine two claims.
PremisecitationIn COVID-19 patients, elevated ferritin levels were related to disease severity, development of acute respiratory distress syndrome, and death.
“In COVID-19 patients, elevated ferritin levels were related to disease severity, development of acute respiratory distress syndrome (ARDS) and death [5,7,8].”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [5] Zhou, 2020, Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: A retrospective cohort study, Lancet source
Not checked in the free run.
- cites [7] Wu, 2020, Risk Factors Associated With Acute Respiratory Distress Syndrome and Death in Patients With Coronavirus Disease 2019 Pneumonia in Wuhan, China, JAMA Intern. Med. source
Not checked in the free run.
- cites [8] Henry, 2020, Hematologic, biochemical and immune biomarker abnormalities associated with severe illness and mortality in coronavirus disease 2019 (COVID-19): A meta-analysis, Clin. Chem. Lab. Med. (CCLM) source
Not checked in the free run.
May combine two claims.
PremisecitationInflammation leads to typical alterations of iron homeostasis hallmarked by increased iron acquisition and retention within macrophages along with reduced intestinal iron absorption.
“Inflammation leads to typical alterations of iron homeostasis hallmarked by increased iron acquisition and retention within macrophages along with reduced intestinal iron absorption [9].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [9] Theurl, 2009, Regulation of iron homeostasis in anemia of chronic disease and iron deficiency anemia: Diagnostic and therapeutic implications, Blood source
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationThe presence of anemia has been linked to an unfavorable clinical course of many diseases, including infections or inflammatory disorders.
“The presence of anemia has been linked to an unfavorable clinical course of many diseases, including infections or inflammatory disorders [12,13,14,15,16].”
Quote in the paperSubstantial claim0 of 5 sources checked- cites [12] Cappellini, 2017, Iron deficiency across chronic inflammatory conditions: International expert opinion on definition, diagnosis, and management, Am. J. Hematol. source
Not checked in the free run.
- cites [13] Wouters, 2019, Association of anemia with health-related quality of life and survival: A large population-based cohort study, Haematologica source
Not checked in the free run.
- cites [14] Weiss, 2013, Anaemia in inflammatory rheumatic diseases, Nat. Rev. Rheumatol. source
Not checked in the free run.
- cites [15] Kurz, 2020, Anaemia, iron status, and gender predict the outcome in patients with chronic heart failure, ESC Heart Fail. source
Not checked in the free run.
- cites [16] Wong, M.M.Y., Tu, C., Li, Y., Perlman, R.L., Pecoits-Filho, R., Lopes, A.A., Narita, I., Reichel, H., Port, F.K., and Sukul, N. (2019). Anemia and iron deficiency among chronic kidney disease Stages 3–5ND patients in the Chronic Kidney Disease Outcomes and Practice Patterns Study: Often unmeasured, variably treated. Clin. Kidney J., 1–12. source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningAs it is in the nature of a retrospective analysis, these results do not prove any causality.
“As it is in the nature of a retrospective analysis, these results do not prove any causality.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningRegional economic/social conditions must be taken into account when interpreting the results, so the findings do not allow unrestricted generalization for all COVID-19 patients.
“regional economic/social conditions must be taken into account when interpreting the results, which is why the findings do not allow unrestricted generalization for all COVID-19 patients.”
Quote in the paperNot a substantial claim
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In SARS-CoV-2 infection, hyperferritinemia was frequently observed and linked to a more severe clinical course of COVID-19.
“This is found in multiple diseases and infections of any kind including the recently emerging pathogen SARS-CoV-2 where hyperferritinemia was frequently observed and linked to a more severe clinical course of COVID-19 [152], and persisting alterations of iron homeostasis were associated with prolonged pathologic inflammation and impaired lung function [153].”
From Iron in immune cell function and host defense (2021) · cites this paper as [152]
Hyperferritinemia is related to increased mortality in COVID-19.
“The latter is related to increased mortality in COVID-19.”
Disturbances of iron homeostasis are a frequent feature of COVID-19, most prominently reflected by high incidence of hyperferritinemia.
“One of these features is the frequent emergence of disturbances of iron homeostasis in COVID-19, most prominently reflected by the high incidence of hyperferritinemia [1, 14, 28].”
Over 80% of hospitalized patients with COVID-19 presented with inflammation-driven imbalances of iron homeostasis upon admission, which predicted an adverse clinical course.
“Of importance, over 80% of hospitalized patients with COVID-19 presented with inflammation-driven imbalances of iron homeostasis upon admission, which predicted an adverse clinical course [14].”
Cites
Zhou, F., Yu, T., Du, R., Fan, G., Liu, Y., Liu, Z., Xiang, J., Wang, Y., Song, B., Gu, X., et al. (2020) · The Lancet · doi:10.1016/s0140-6736(20)30566-3 · Cited by 27,263 · see citing works
Wang, D., Hu, B., Hu, C., Zhu, F., Liu, X., Zhang, J., Wang, B., Xiang, H., Cheng, Z., Xiong, Y., et al. (2020) · JAMA · doi:10.1001/jama.2020.1585 · Cited by 20,148 · see citing works
La certeza de lo impredecible: Cultura Educación y Sociedad en tiempos de COVID19
Martínez González, M. (2020) · DSPACE System - Metalibrary (University of the Coast) · Cited by 18,463 · see citing works
Wu, Z., & McGoogan, J. M. (2020) · JAMA · doi:10.1001/jama.2020.2648 · Cited by 17,016 · see citing works
Yang, X., Yu, Y., Xu, J., Shu, H., Xia, J., Liu, H., Wu, Y., Zhang, L., Yu, Z., Fang, M., et al. (2020) · The Lancet Respiratory Medicine · doi:10.1016/s2213-2600(20)30079-5 · Cited by 10,066 · see citing works
Wu, C., Chen, X., Cai, Y., Xia, J., Zhou, X., Xu, S., Huang, H., Zhang, L., Zhou, X., Du, C., et al. (2020) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2020.0994 · Cited by 8,249 · see citing works
Channappanavar, R., & Perlman, S. (2017) · Seminars in Immunopathology · doi:10.1007/s00281-017-0629-x · Cited by 2,524 · see citing works
Autopsy Findings and Venous Thromboembolism in Patients With COVID-19
Wichmann, D., Sperhake, J., Lütgehetmann, M., Steurer, S. A., Edler, C., Heinemann, A., Heinrich, F., Mushumba, H., Kniep, I., Schröder, A. S., et al. (2020) · Annals of Internal Medicine · doi:10.7326/m20-2003 · Cited by 2,271 · see citing works
Henry, B. M., de Oliveira, M. H. S., Benoit, S., Plebani, M., & Lippi, G. (2020) · Clinical Chemistry and Laboratory Medicine (CCLM) · doi:10.1515/cclm-2020-0369 · Cited by 1,964 · see citing works
Bi, Q., Wu, Y., Mei, S., Ye, C., Zou, X., Zhang, Z., Liu, X., Wei, L., Truelove, S., Zhang, T., et al. (2020) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(20)30287-5 · Cited by 1,960 · see citing works
McGonagle, D., Sharif, K., O'Regan, A., & Bridgewood, C. (2020) · Autoimmunity Reviews · doi:10.1016/j.autrev.2020.102537 · Cited by 1,654 · see citing works
Weiss, G., Ganz, T., & Goodnough, L. T. (2019) · Blood · doi:10.1182/blood-2018-06-856500 · Cited by 1,219 · see citing works
Self-citationElevated levels of IL-6 and CRP predict the need for mechanical ventilation in COVID-19
Herold, T., Jurinovic, V., Arnreich, C., Lipworth, B. J., Hellmuth, J. C., von Bergwelt-Baildon, M., Klein, M., & Weinberger, T. (2020) · Journal of Allergy and Clinical Immunology · doi:10.1016/j.jaci.2020.05.008 · Cited by 1,161 · see citing works
Iron homeostasis in host defence and inflammation
Ganz, T., & Nemeth, E. (2015) · Nature Reviews Immunology · doi:10.1038/nri3863 · Cited by 843 · see citing works
Camaschella, C. (2019) · Blood · doi:10.1182/blood-2018-05-815944 · Cited by 702 · see citing works
Wolf, M. S., Serper, M., Opsasnick, L. A., O’Conor, R. M., Curtis, L. M., Benavente, J. Y., Wismer, G. A., Batio, S., Eifler, M. R., Zheng, P., et al. (2020) · Annals of Internal Medicine · doi:10.7326/m20-1239 · Cited by 563 · see citing works
Cappellini, M. D., Comin‐Colet, J., de Francisco, A., Dignass, A., Doehner, W., Lam, C. S., Macdougall, I. C., Rogler, G., Camaschella, C., Kadir, R., et al. (2017) · American Journal of Hematology · doi:10.1002/ajh.24820 · Cited by 502 · see citing works
Anemia at older age: etiologies, clinical implications, and management
Stauder, R., Valent, P., & Theurl, I. (2018) · Blood · doi:10.1182/blood-2017-07-746446 · Cited by 479 · see citing works
Viral infection and iron metabolism
Drakesmith, H., & Prentice, A. (2008) · Nature Reviews Microbiology · doi:10.1038/nrmicro1930 · Cited by 469 · see citing works
Theurl, I., Aigner, E., Theurl, M., Nairz, M., Seifert, M., Schroll, A., Sonnweber, T., Eberwein, L., Witcher, D. R., Murphy, A. T., et al. (2009) · Blood · doi:10.1182/blood-2008-12-195651 · Cited by 421 · see citing works
Self-citationKoskenkorva-Frank, T. S., Weiss, G., Koppenol, W. H., & Burckhardt, S. (2013) · Free Radical Biology and Medicine · doi:10.1016/j.freeradbiomed.2013.09.001 · Cited by 406 · see citing works
Self-citationIron in infection and immunity
Nairz, M., & Weiss, G. (2020) · Molecular Aspects of Medicine · doi:10.1016/j.mam.2020.100864 · Cited by 359 · see citing works
Self-citationTheurl, I., Mattle, V., Seifert, M., Mariani, M., Marth, C., & Weiss, G. (2006) · Blood · doi:10.1182/blood-2005-08-3364 · Cited by 188 · see citing works
Wouters, H. J. C. M., van der Klauw, M. M., de Witte, T., Stauder, R., Swinkels, D. W., Wolffenbuttel, B. H. R., & Huls, G. (2019) · Haematologica · doi:10.3324/haematol.2018.195552 · Cited by 157 · see citing works
Anaemia in inflammatory rheumatic diseases
Weiss, G., & Schett, G. (2013) · Nature Reviews Rheumatology · doi:10.1038/nrrheum.2012.183 · Cited by 146 · see citing works
Wong, M. M. Y., Tu, C., Li, Y., Perlman, R. L., Pecoits-Filho, R., Lopes, A. A., Narita, I., Reichel, H., Port, F. K., Sukul, N., et al. (2020) · Clinical Kidney Journal · doi:10.1093/ckj/sfz091 · Cited by 140 · see citing works
Iron and innate antimicrobial immunity-depriving the pathogen, defending the host
Nairz, M., Dichtl, S., Schroll, A., Haschka, D., Tymoszuk, P., Theurl, I., & Weiss, G. (2018) · Journal of Trace Elements in Medicine and Biology · doi:10.1016/j.jtemb.2018.03.007 · Cited by 123 · see citing works
Self-citationAnaemia, iron status, and gender predict the outcome in patients with chronic heart failure
Kurz*†, K., Lanser†, L., Seifert, M., Kocher, F., Pölzl, G., & Weiss*, G. (2020) · ESC Heart Failure · doi:10.1002/ehf2.12755 · Cited by 77 · see citing works
Self-citationRoy, N. B. A., Telfer, P. T., Eleftheriou, P., et al. (2020) · British Journal of Haematology · doi:10.1111/bjh.16687 · Cited by 51 · see citing works
The transferrin/log(ferritin) ratio: A new tool for the diagnosis of iron deficiency anemia
Castel, R., Tax, M. G. H. M., Droogendijk, J., Leers, M. P. G., Beukers, R., Levin, M.-D., Sonneveld, P., & Berendes, P. B. (2012) · Clinical Chemistry and Laboratory Medicine · doi:10.1515/cclm-2011-0594 · Cited by 41 · see citing works
Established and Emerging Concepts to Treat Imbalances of Iron Homeostasis in Inflammatory Diseases
Petzer, V., Theurl, I., & Weiß, G. (2018) · Pharmaceuticals · doi:10.3390/ph11040135 · Cited by 41 · see citing works
Gorbunov, N. V., McFaul, S. J., Albert, S. V., Morrissette, C., Zaucha, G. M., & Nath, J. (2004) · Critical Care Medicine · doi:10.1097/01.ccm.0000120051.79520.b6 · Cited by 27 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Iron in immune cell function and host defense
Haschka, D., Hoffmann, A., & Weiss, G. (2021) · Seminars in Cell & Developmental Biology · doi:10.1016/j.semcdb.2020.12.005 · Cited by 188 · see citing works
Sonnweber, T., Boehm, A., Sahanic, S., Pizzini, A., Aichner, M., Sonnweber, B., Kurz, K., Koppelstätter, S., Haschka, D., Petzer, V., et al. (2020) · Respiratory Research · doi:10.1186/s12931-020-01546-2 · Cited by 177 · see citing works
Self-citationThe Role of Nutrition in COVID-19 Susceptibility and Severity of Disease: A Systematic Review
James, P. T., Ali, Z., Armitage, A. E., Bonell, A., Cerami, C., Drakesmith, H., Jobe, M., Jones, K. S., Liew, Z., Moore, S. E., et al. (2021) · The Journal of Nutrition · doi:10.1093/jn/nxab059 · Cited by 147 · see citing works
Raiten, D. J., Combs, G. F., Steiber, A. L., & Bremer, A. A. (2021) · Advances in Nutrition · doi:10.1093/advances/nmab046 · Cited by 33 · see citing works
“There are many reasons to assume that SARS-CoV-2 infection might lead to anemia, not the least of which is that it clearly causes a profound inflammatory response that could result in a functional (nonnutritional) iron deficiency and concomitant adverse functional outcomes (56, 57).”
Background
- Authors
- Bellmann-Weiler, R., Lanser, L., Barket, R., Rangger, L., Schapfl, A., Schaber, M., Fritsche, G., Wöll, E., & Weiss, G.
- Affiliations
- Department of Internal Medicine II, Infectious Disease, Immunology, Rheumatology, Medical University of Innsbruck, 6020 Innsbruck, Austria
- Innsbruck Medical University (AT)
- Department of Internal Medicine, St. Vinzenz Krankenhaus Betriebs GmbH, 6511 Zams, Austria
- Corresponding author
- Weiss, Günter
- Venue
- Journal of Clinical Medicine
- Publisher
- MDPI AG
- Published
- 2020-07-29
- Volume
- 9
- Issue
- 8
- Pages
- 2429
- ISSN
- 2077-0383 (ISSN-L)
- PMC
- PMC7464087
- OpenAlex
- W3045604366
- Cited by
- 244
- References
- 32
- Citations by year
- 2026: 9 · 2025: 15 · 2024: 33 · 2023: 44 · 2022: 72 · 2021: 58 · 2020: 13
- FWCI
- 29.53
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Journal of Clinical Medicine (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Health Sciences › Medicine › Hematology › Iron Metabolism and Disorders
- Health Sciences › Medicine › Infectious Diseases › COVID-19 Clinical Research Studies
- Health Sciences › Medicine › Hematology › Erythropoietin and Anemia Treatment
- Keywords
- COVID-19 pandemic, anemia of chronic disease, functional iron deficiency, iron homeostasis, in-hospital mortality, intensive care unit admission, mechanical ventilation, systemic inflammation, risk stratification, hospitalized patients
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-07.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-07.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review