Advances in Clinical and Experimental Medicine

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Advances in Clinical and Experimental Medicine

2025, vol. 34, nr 5, May, p. 831–845

doi: 10.17219/acem/187998

Publication type: review

Language: English

License: Creative Commons Attribution 3.0 Unported (CC BY 3.0)

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Gu Q, Zhang Y, He X. An umbrella analysis assessing the risk of acute kidney injury in COVID-19 patients. Adv Clin Exp Med. 2025;34(5):831–845. doi:10.17219/acem/187998

An umbrella analysis assessing the risk of acute kidney injury in COVID-19 patients

Qinyan Gu1,A, Yongzhen Zhang2,B,C, Xijun He3,D,E,F

1 Department of Emergency Medicine, The Second Affiliated Hospital of Soochow University, Suzhou, China

2 Intensive Care Unit, The Second Affiliated Hospital of Soochow University, Suzhou, China

3 Department of Emergency Medicine, The Affiliated Jiangyin Hospital of Nantong University, China

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Graphical abstracts

Abstract

A number of research studies have indicated a potential association between COVID-19 and acute kidney injury (AKI). However, the methodologies employed and the risk estimates derived from these studies vary. Therefore, an umbrella review of systematic reviews and meta-analyses was conducted to determine the incidence of AKI in COVID-19 patients and AKI-associated mortality. A complete literature search was undertaken in PubMed, Embase, Scopus, and the Cochrane Library. The methodological rigor of the included papers was evaluated using the Assessment of Multiple Systematic Reviews (AMSTAR-2) instrument. The pooled risk ratio (RR) and odds ratio (OR) of the included studies were calculated to establish the strength of the association between AKI cases and COVID-19 infections. This umbrella review included 20 studies. Two of the 20 studies assessed adult COVID-19 patient risk factors for AKI, 1 examined survival rates and 7 examined the incidence of AKI. The remaining 10 investigations revealed that patients with coronavirus were susceptible to AKI. The umbrella analysis comprised reviews that contained a range of 6 to 54 papers. The AMSTAR-2 ratings yielded a total of 14 studies deemed to be of high quality, with 6 studies classified as intermediate quality. Statistical analysis of included reviews revealed a 1.50 RR for AKI incidence in COVID-19 patients (95% confidence interval (95% CI): 1.40–1.60, I2 69%, p < 0.0001) and a 2.02 RR (95% CI: 1.79–2.29, I2 56%, p < 0.0001) for AKI-associated death. This umbrella review revealed that individuals infected with the novel coronavirus often develop AKI. SARS-CoV-2 infections were associated with AKI due to advanced age, male gender, coronary artery disease, diabetes, and hypertension. However, AKI and a renal replacement therapy (RRT) requirement independently predicted unfavorable COVID-19 results.

Key words: COVID-19, renal replacement therapy, chronic kidney disease, acute kidney injury, incidence of AKI

Introduction

The COVID-19 epidemic has developed into a disaster that affected healthcare systems all across the world. The SARS-CoV-2 virus, which causes COVID-19, was initially identified in Wuhan, China, in December 2019. Since then, it has rapidly spread across the world.1, 2 The World Health Organization (WHO) decided to officially classify COVID-19 as a pandemic in March 2020.3 The clinical trajectory of SARS-CoV-2 infections is exceptionally erratic and diverse, encompassing subclinical infection, asymptomatic infection, productive cough, dyspnea, fatigue, and imaging indications of pneumonia, as well as multi-organ systemic failure and mortality.4, 5 Several epidemiological studies have demonstrated that individuals with comorbidities such as diabetes, arterial hypertension, metabolic syndrome, and cardiovascular disease are more likely to manifest symptoms related to SARS-CoV-2 infections.6, 7, 8, 9 This is especially true for older patients. In addition to this, the probability of these patients acquiring a severe condition is significantly higher than in most patients.10

COVID-19 is known to cause deterioration in kidney function, in addition to the negative effects it has on the respiratory system. There is a significant relationship between acute kidney injury (AKI) and coronavirus infections,11 as seen in this correlation study. According to the findings of the research, AKI affects 5–15% of patients infected with SARS-CoV2 and is linked to a mortality rate of 70–90%.12 Systemic inflammatory responses are triggered when viruses such as influenza, SARS CoV-2, etc., infect and replicate in cells that are the focus of their infection, which ultimately leads to malfunction in a number of organs.13, 14

Hypoxemia, dehydration, underlying conditions, and the deleterious effects of drugs supplied to these patients15 are the leading causes of AKI. Several studies have documented the occurrence of AKI and other serious renal complications in hospitalized individuals with COVID-19.16, 17, 18, 19, 20 However, the epidemiological burden of AKI in people who have been infected with COVID-19 and the involvement of the kidney are still unknown and require additional investigation.

Despite the fact that a significant number of research studies have been conducted to investigate the connection between COVID-19 and AKI, the designs of these studies are extremely diverse and the risk estimations produced by these studies are quite diverse. Therefore, it is problematic to focus on the highest quality of evidence, the multitude of published meta-analyses and systematic reviews, the duplication of patient data, and the variety of evidence sources, as this could impede the identification and implementation of evidence-based strategies in medical practice. Consequently, it is a significant challenge to concentrate on the highest quality evidence. Therefore, we conducted umbrella review of systematic reviews and meta-analyses to synthesize findings from selected systematic reviews and meta-analyses21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40 concerning the effects of COVID-2019 on kidney health.

Objectives

The purpose of this umbrella analysis of systematic reviews and meta-analyses was to ascertain the frequency of AKI among COVID-19 patients and its correlation with disease severity and mortality.

Materials and methods

In accordance with the guidelines that were recently released,41 an umbrella review was carried out. We adhered to the Preferred Reporting Items for Overviews of Reviews (PRIOR) protocol42 when it came to the reporting process. Guidelines from the Assessing the Methodological Quality of Systematic Reviews (AMSTAR)43 were utilized to conduct a quality evaluation of the studies.

Eligibility criteria

For studies to be considered, they had to meet all of the following criteria. The criteria used to assess the impact of COVID-19 on kidney health and the risk of AKI and AKI-related mortality in COVID-19 patients were: (1) systematic reviews that incorporated individual participant meta-analyses or meta-analyses of meta-analyses; (2) included individuals who had been diagnosed with COVID-19; (3) reported incidence of AKI in COVID-19 patients; (4) examined any of the outcomes listed below in COVID-19 patients: i) the incidence of AKI; ii) odds ratio (OR) of AKI; iii) AKI-associated mortality; and iv) risk ratio (RR) of AKI; and (5) risk factors associated with AKI in COVID-19 patients. Bibliographic references that were obsolete, anecdotal or solely relied on expert assessments were excluded from the selection process. Furthermore, studies that were dependent on animal experiments or trials were excluded, along with those in which the authors lacked access to primary data and critical information. Furthermore, non-research publications, qualitative studies, studies involving patients with HIV and other systemic diseases, and papers published in languages other than English were likewise omitted.

Information sources

A search of the literature was carried out in a number of different databases, such as PubMed, Embase, Scopus, Web of Science, and the Cochrane Library. In accordance with the PICOS methodology, the key words were identified and checked to ensure that they were consistent throughout both the MEDLINE and Embase databases.

Search strategy

The search covered the years 2020–2023 and utilized specific key words such as “acute kidney injury” OR “AKI” OR “COVID-19” OR “kidney injury” OR “incidence of AKI” OR “prevalence of AKI” OR “RRT” OR “SARS-CoV2” OR “kidney replacement therapy” OR “kidney disease” OR “kidney injury” OR “chronic kidney disease” OR “CKD” OR “mortality” OR “fatality” OR “disease severity” OR “recovery” OR “risk of AKI” OR “kidney failure” OR “meta-analysis” OR “systematic review and meta-analysis” OR “systematic review”. The key words were identified and verified for consistency in both the MEDLINE and Embase databases, in accordance with the PICOS framework (Table 1). The aforementioned key words were entered into the Title (ti)-Abstract (abs)-keyword (key) field in the Scopus search. Cochrane search terms included “AKI” and “COVID-19 patients”. The PICO structure was applied to establish specific criteria for selection. “P” in this context represented patients infected with COVID-19, “I” denoted the incidence of AKI, “C” represented a control, and “O” comprised the clinical outcomes, specifically the incidence of AKI in COVID-19 patients and mortality. The research design incorporated in this study was limited to the implementation of systematic reviews and meta-analyses. The identification of relevant studies was conducted through an unbiased and thorough examination of the related literature by 2 researchers (Q.G. and Y.Z.). Additional relevant papers were identified by carefully screening the references listed in the final research for analysis.

Selection process

A first screening of the titles and abstracts of the publications that were acquired was followed by an examination of the complete texts of references that had the potential to be eligible. The screening procedure was carried out by 2 researchers, and in case of any inconsistencies, the decision regarding whether or not to include the material under consideration was made through discussion.

Data items

The data extraction process was carried out by 1 author, and 2 other authors subsequently verified the extracted information. Disputes were resolved through deliberation. Information pertinent to our study was selectively gathered regarding the incidence of AKI and mortality associated with AKI in COVID-19 patients from publications that met the inclusion criteria and contained data on multiple disorders. Initially, we gathered pertinent details from the eligible reviews, such as author information, publication year, journal of publication, study type, number of included studies, study aim, age of participants, search engines used, quality assessment tools used, primary outcomes, and study conclusions. Furthermore, to encompass the full geographic range of evidence, we collected data regarding the specific locations of the individual studies that were included in the relevant reviews. This involved gathering information about the countries where the research was carried out.

Study risk of bias assessment

Regarding methodological rigor, we collected data on whether the authors assessed this aspect of the studies included in each systematic review using a pre-validated instrument or a supplemental set of extracted questions. We documented the specific tool that was used, and the primary findings of the evaluation were categorized into 3 broad groups: studies that exhibited weak methodological rigor, studies that demonstrated a high level of methodological rigor, or studies that displayed intermediate or mixed patterns from the 2 above groups. If the answer was affirmative, we documented the specific tool that was used. The methodological rigor of the included systematic reviews was evaluated by 2 reviewers using the AMSTAR-2 program. Any differences were resolved with the assistance of a 3rd reviewer. AMSTAR-2 utilizes a checklist consisting of 16 items or domains, of which 7 are deemed crucial for ensuring the overall validity of a review. The essential domains to be accounted for are as follows: (1) ensuring protocol registration prior to commencing the review; (2) conducting a thorough and comprehensive literature search; (3) providing a rationale for excluding specific studies; (4) assessing the risk of bias in the included studies; (5) employing suitable statistical techniques for conducting a meta-analysis; (6) considering the influence of bias when interpreting the findings; and (7) evaluating the existence and consequences of publication bias. Finally, utilizing abstracts and a full-text analysis, we retrieved pertinent information regarding the primary conclusions drawn from each of the reviews included. Moreover, if the review involved multiple disease areas, we only selected the primary outcomes from the individual studies concerning the incidence of AKI in COVID-19 patients.

Statistical analyses

A descriptive analysis was conducted due to the substantial variability observed in the study designs, research inquiries, findings, and metrics. The methodological assessment, summary estimates, 95% confidence intervals (95% CIs), and heterogeneity estimates, as well as the characteristic information, were compiled for each of the included studies. The elevated risk of AKI in COVID-19 patients was documented in every single study that was included. However, because the strategies used were so different, the overall OR and RR of the studies were also calculated to evaluate how strongly the incidence of AKI was linked to coronavirus infections. The subjects’ health conditions (presence or absence of AKI) served as the basis for grouping the studies. An OR value higher than 1 was considered statistically significant and showed that COVID-19 patients were at high risk of AKI and AKI-associated mortality.

Results

Study selection

The process of selecting studies, in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines,44 has been presented in Figure 1. An electronic scanning technique was employed to perform an exhaustive search across multiple databases; this led to the identification of 315 articles that satisfied the inclusion criteria specified in the PICOS framework.45 Prior to screening, 44 duplicate documents were eliminated, bringing the total number of papers screened to 271. One hundred and thirty-one papers were subsequently excluded for having invalid titles and abstracts, and 140 records were requested for retrieval. Twenty-five records were not retrieved in their entirety; the eligibility of the remaining 115 reports was evaluated. Upon implementation of the inclusion-exclusion criteria, 95 articles were determined to be ineligible and were consequently excluded. The principal determinants leading to the exclusion of research studies were their failure to provide essential outcome measures, no access to the complete texts, unsuitable study designs, and being published in a language other than English. Finally, 20 systematic reviews and meta-analyses that satisfied the predetermined inclusion criteria and spanned the time period from 2020 to 2023 were incorporated into this umbrella review.

Characteristics of included reviews

The included studies were published from 2020 to 2023. The articles included in the study were retrieved from Scopus (n = 68), PubMed (n = 135), Embase (n = 45), and the Cochrane Library (n = 67). Among the 20 reviews that were included, 2 studies, Cai et al.22 and Hidayat et al.,26 investigated the risk factors associated with acute renal injury in adult patients with COVID-19, and 1 study, Ali et al.,21 discussed the survival rate in patients with AKI and COVID-19. The incidence of AKI in COVID-19 infections was reported in 7 additional studies.23, 32, 33, 34, 36, 39, 40 Individuals with coronavirus infections were found to have a higher risk of experiencing AKI, according to the remaining 10 investigations.24, 25, 27, 28, 29, 30, 31, 35, 37, 38All the reviews included in this analysis included articles without any geographical limitations. The evaluations included a range of study counts, varying from 6 to 54. Each of the 20 reviews involved data pooling, meta-analyses and qualitative analysis. Table 2 presents a comprehensive summary of the characteristics of the studies that were included in this umbrella review.

Methodological quality

Figure 2 provides a summary of the frequency of each AMSTAR2 rating for each domain across all of the evaluations. Table 3 shows the domain-specific methodological quality evaluations for the individual study. These evaluations are provided for each review. Twenty of the included studies21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40 addressed the review questions using the PICO elements, provided an explanation of their study design selection, compiled a list of excluded studies, evaluated their conclusions, employed appropriate statistical methods, assessed the possible impact of bias risk in the individual studies, and conducted a quantitative synthesis. Sixteen reviews21, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 39, 40 stated that the review methods were established prior to use and provided justification for substantial deviations from the protocol, while articles by Cai et al.22 and Chen et al.23 partially met this criterion, and papers by Lim et al.30 and Wang et al.38 failed to do so. Each of the studies included in the review provided a comprehensive account of the rationale behind the selection of study designs for inclusion. With the exception of Ali et al.,21 which could benefit from a more exhaustive search strategy, every article employed a comprehensive literature search approach. Six studies21, 24, 29, 30, 33, 37, 38 did not disclose their funding sources. All studies used appropriate methods for the statistical combination of the results. With the exception of Chen et al.,23 Hidayat et al.26 and Saghafi et al.,34 all other studies employed duplicate study selection; nevertheless, the methodology of Lim et al.30 and Wang et al.38 was also ambiguous, thus they received a partial yes. Likewise, with the exception of studies Ali et al.,21 Menon et al.32 and Zhou et al.,40 all remaining studies extracted data in duplicate; however, Saghafi et al.34 was also assessed as a partial affirmation. The research included in this study provides adequate summaries of the studies included and utilizes satisfactory techniques to evaluate the potential for bias. All studies, except Menon et al.,32 accounted for the possibility of bias in the individual studies when interpreting or analyzing the results, and provided a satisfactory explanation for and discussion of any heterogeneity seen in the results of the review, with the exception of Saghafi et al.,34 which partially satisfied this requirement. Based on the aforementioned evaluations, 14 of 20 studies22, 24, 25, 27, 28, 29, 31, 32, 33, 35, 36, 37, 38, 39 received a high overall assessment, whereas the remaining 621, 23, 26, 30, 34, 40 were deemed to be of moderate quality.

Characteristics of the patients included in the umbrella review

The present umbrella analysis analyzed a total of 20 selected systematic reviews and meta-analyses, encompassing an overall cohort of 3 and 17,538 COVID-19 patients, to assess the risk of AKI in these individuals. The COVID-19-infected participants analyzed in these studies had a high frequency of AKI (about 60%) and a high mortality rate (around 72%). The populations that were taken from the included studies came from a variety of nations, with the bulk of the research being conducted in countries with high or moderate incomes, including the UK, China, Taiwan, Kenya, Italy, Indonesia, the USA, South Korea, Brazil, Iran, and Switzerland. For the reviews that were included, the summary estimates of the occurrences of AKI in COVID-19 patients are presented in Table 4.

Statistical analysis of extracted data

Using the results extracted on the incidence of AKI in COVID-19 patients and associated mortality, the overall OR of the included studies was calculated to assess how strongly the incidence of AKI was linked with COVID-19. Figure 3 displays the forest plot for the RR of the incidence of AKI in COVID-19 patients. The pooled RR was 1.50 (95% CI: 1.40–1.60, I2 = 69%, p < 0.0001) with a heterogeneity of Tau2 0.07, χ2 60.60, degrees of freedom (df) = 19 and Z = 4.35. Figure 4 shows the pooled OR for AKI-associated mortality of COVID-19 patients with an OR of 2.02 (95% CI: 1.79–2.29, I2 = 56%, p < 0.0001) with a heterogeneity of Tau2 0.11, χ2 43.44, DF: 19, and Z = 4.89. The pooled RR and OR values were greater than 1, indicating a strong correlation between the incidence of AKI and COVID-19. This suggests that patients infected with COVID are at high risk of AKI and associated mortality.

Discussion

COVID-19, a coronavirus disease that predominantly impacts the respiratory system, has evolved into a global pandemic and is now widespread.46 Acute kidney injury, which carries an increased risk of mortality, has been documented as a severe complication of COVID-19. Kidney impairment can manifest in a wide range of ways, including a gradual deterioration of renal function or complete cessation of kidney activity. The term ’AKI’ denotes the sudden cessation of renal function.47, 48 The RIFLE classification is the optimal framework for defining AKI. The 3 progressive stages of AKI, as outlined in this system, are risk (class R), injury (class I) and failure (class F).49 An increasing body of data indicates that AKI, even when moderate and transitory, is linked to the onset of chronic renal illness and a higher likelihood of long-term death in COVID-19 patients.50, 51, 52 Moreover, acute renal damage imposes substantial economic burdens in addition to its detrimental health consequences, prolonged hospital stays, admission to an intensive care unit (ICU), and the necessity for renal replacement therapy (RRT).53, 54, 55

The present study identified a strong correlation between AKI and mortality in patients diagnosed with COVID-19. Additionally, the study identified key risk factors for AKI development in these patients.

The survival rate of patients with AKI and COVID-19 was determined by Ali et al.,21 who performed a comprehensive review and meta-analysis of 6 trials. No evidence of publication bias was found (Egger’s test: p < 0.05). Severe AKI was associated with a higher risk of mortality (95% CI: 3.08; 1.54–6.19). Cai et al.22 conducted a comprehensive review and meta-analysis of 38 studies involving 42,779 participants to assess the parameters linked to AKI in adult COVID-19 patients. The scientists discovered several important risk factors for AKI. These risk factors included advanced age (mean difference = 5.63), male gender (OR = 1.37), smoking (OR = 1.23), obesity (OR = 1.12), hypertension (OR = 1.85), diabetes (OR = 1.71), pneumopathy (OR = 1.36), cardiovascular disease (OR = 1.98), cancer (OR = 1.26), chronic kidney disease (CKD) (OR = 4.56), mechanical ventilation (OR = 8.61), and the use of vasopressors (OR = 8.33).

In a comprehensive review and meta-analysis of 20 articles involving 6,945 patients, Chen et al.23 examined the occurrence of AKI in individuals with COVID-19 infections. The occurrence of AKI in patients with COVID-19 was 8.9%, with a 95% CI of 4.6–14.5. The statistical heterogeneity of the studies was demonstrated by the fact that the I2 value was 97.8% and the p-value was less than 0.001. Acute kidney injury was claimed to have occurred in approx. 9/100 COVID-19 individuals, according to the analysis of Chen et al.23

In a comprehensive review and meta-analysis of 15 studies involving 5,832 patients, Cheruiyot et al.24 did a thorough review and meta-analysis of 15 studies with 5,832 patients to explore the association between AKI and adverse outcomes in COVID-19 patients. Acute kidney injury was found to be substantially linked with increased odds of COVID-19 severity (OR = 18.5; 95% CI: 8.99–38.08) and death (OR = 23.9; 95% CI: 18.84–30.31). With Cochran’s Q = 4.56, p = 0.47 and I2 = 0%, and Cochran’s Q = 6.21, p = 0.52 and I2 = 0%, respectively, for the 2 outcomes, it was concluded that AKI was associated with a poorer outcome in COVID-19 individuals.

Fabrizi et al.25 carried out a comprehensive review and meta-analysis of 39 clinical investigations, which included a total of 25,566 patients. There was a significant amount of variability (p = 0.0001) in the aggregated incidence of AKI across all of the trials, which was 0.154 (95% CI: 0.107; 0.201; p < 0.0001). This study did not find any instances of publication bias, as determined with Egger’s test (p = 0.11). The prevalence of COVID-19-positive individuals undergoing RRT was 0.043 (95% CI: 0.031–0.055; p < 0.0001). Acute kidney injury occurrence was significantly associated with age (p < 0.007) and arterial hypertension (p < 0.001) in hospitalized patients diagnosed with COVID-19.

Hidayat et al.26 conducted a meta-analysis of 30 studies involving 22,385 confirmed COVID-19 patients to examine the risk factors and clinical characteristics of AKI in COVID-19 patients. Patients diagnosed with AKI exhibited proteinuria (OR = 3.31; 2.59; 4.33) and hematuria (OR = 3.25; 2.59; 4.08), as well as the need for invasive mechanical ventilation (OR = 13.88; 8.23; 23.40). Diabetes, hypertension, ischemic cardiac disease, heart failure, CKD, chronic obstructive pulmonary disease (COPD), peripheral vascular disease, and a history of using nonsteroidal anti-inflammatory drugs (NSAIDs) are all factors that enhance the risk of AKI in male COVID-19 patients.

Hsiao et al.27 conducted a comprehensive study of 12 retrospective cohort studies, including 17,618 hospitalized patients with influenza and COVID-19. This study aimed to investigate the parallels and distinctions in acute renal impairment across patients with influenza and COVID-19. Patients with COVID-19 had a greater incidence of AKI compared to influenza patients with AKI (29.37% vs 20.98%, OR = 1.67, 95% CI: 1.56–1.80, p < 0.01, I2 = 92.42%), as well as a higher in-hospital mortality rate (30.95% vs 5.51%, OR: 8.16, 95% CI: 6.17–10.80, p < 0.01, I2 = 84.92%). Juarez et al.28 investigated 20 cohorts that included a total of 13,137 individuals. The majority of these patients were hospitalized and diagnosed with COVID-19. It was established that 17% of patients with AKI had developed severe COVID-19 infections, and 52% of those patients died. The prevalence of AKI was found to be 17%. Despite the fact that there was a significant amount of variation between studies and locales, AKI was found to be related to an elevated risk of mortality among COVID-19 patients (pooled OR = 15.27; 95% CI: 4.82–48.36). Their findings indicated that RRT was necessary for approx. 5% of all patients.

In a comprehensive study and meta-analysis, Lee et al.29 examined the increased risk of AKI in patients with coronavirus infection who were using renin–angiotensin–aldosterone pathway (RAAS) blockers. According to their analysis of 14 studies that included 17,876 patients, the utilization of RAAS blockers was substantially linked with an increased risk of AKI in hospitalized COVID-19 patients (OR = 1.68; 95% CI: 1.19–2.36). Regarding multi-organ failure, more notably AKI and the severity of COVID-19, Lim et al.30 carried out a comprehensive study that included 3,615 patients who were the participants of 15 different investigations. It was documented by the researchers that AKI was associated with a higher composite outcome (RR [7.68, 14.50], p < 0.001; I2: 0%), an increased mortality rate (RR: 13.38 [8.15, 21.95], p < 0.001; I2: 24%), severe COVID-19 (RR: 8.12 [4.43, 14.86], p < 0.001; I2: 0%), and the need for ICU treatment (RR: 5.90 [1.32, 26.35], p = 0.02; I2: 0%).

An investigation of the role that acute renal damage and CKD in the COVID-19 pandemic was the focus of a comprehensive review and meta-analysis that was carried out by Liu et al.31 The research project included a total of 36 trials and included 6,395 patients who were diagnosed with COVID-19. The severity group had significantly higher odds of having preexisting CKD (OR = 3.28), complications of AKI (OR = 11.02), abnormal serum creatinine (OR = 4.86), blood urea nitrogen (BUN; standard mead difference (SMD) = 1.95), and continuous RRT (OR = 23.63) compared to the non-severe group, according to the findings of their overall analysis.

Menon et al.32 conducted a study in which they investigated the relationship between AKI, the severity of the disease and mortality from COVID-19. A total of 14,415 patients participated in the trial, and they were divided into 20 different groups. There were 3,820 patients from the total who experienced AKI. This is equivalent to a pooled prevalence of 11% (95% CI: 0.07–0.15; p = 0.01; I2 = 98%). A pooled OR of 8.45 (95% CI: 5.56–12.56; p < 0.00001; I2 = 0%) suggested that there was a significant link between AKI and severe COVID-19 disease. Such a correlation was detected. Patients diagnosed with COVID-19 and experiencing AKI had a significantly elevated risk of mortality, as evidenced by an OR of 13.52 (95% CI: 5.43–33.67; p < 0.00001; I2 = 88%).

The incidence of AKI in adult patients who were hospitalized with COVID-19 was the focus of a comprehensive review and meta-analysis that was conducted by Passoni et al.33 Researchers examined information obtained from 28 studies that included a total of 18,043 adult patients diagnosed with COVID-19. According to their report, the overall incidence estimates for AKI were 9.2% (4.6–13.9), while the critical care unit incidence estimates were 32.6% (8.5–56.6). The estimated death rate from AKI was 50.4% (17–83.9), whereas the estimated incidence of patients requiring RRT was 3.2% (range: 1.1–5.4). Saghafi et al.34 focused on AKI in COVID-19 patients hospitalized in Iran. They performed a systematic review and meta-analysis of 4,069 verified cases, with ages ranging from 10 to 94, extracted from 22 distinct investigations. Acute kidney injury was shown to occur in 24% (95% CI: 17–31%) of hospitalized patients in Iran who were infected with COVID-19. Shao et al.35 conducted a study that established a correlation between severe infections, mortality and AKI in patients infected with COVID-19. The conclusions drawn were derived from the results of 40 studies comprising a total of 24,527 patients. They discovered that the frequency of AKI in individuals infected with COVID-19 was 10% (95% CI: 8–13%). Patients who were infected with COVID-19 had considerably greater rates of severe illness and mortality compared to those who were not infected with the virus (55.6% vs 17.7% and 63.1% vs 12.9%, respectively, all p < 0.01). In patients diagnosed with COVID-19, AKI was found to be a significant predictor of both death (OR = 14.63, 95% CI: 9.94–21.51, p-value < 0.00001) and severe infections (OR = 8.11, 95% CI: 5.01–13.13, p-value < 0.00001).

Silver et al.34 conducted a study comprised of 30,639 participants sourced from 54 distinct studies. The purpose of their investigation was to ascertain the incidence of AKI across hospitalized patients infected with COVID-19. The pooled prevalence of RRT was 9% (95% CI: 7–11%; I2 = 97%), and AKI occurred at a rate of 28% (95% CI: 22–34%; I2 = 99%).

Singh et al.37 conducted a study of the pertinent literature concerning the association between AKI and the severity of COVID-19 disease. These analyses encompassed a cohort of 39 investigations, which comprised 15,017 positive COVID-19 patients. The total prevalence of AKI was 11.6% (430/3693), concomitant CKD was 9.7% (1,342/13,728), and the utilization of RRT was 2.58% (102/3,946). Drawing from the aforementioned results, it was determined that the severity of COVID-19 disease was significantly related to concurrent CKD, AKI and RRT use.

A meta-analysis was undertaken by Wang et al.38 regarding the correlation between AKI and CKD and the sternness of illness and fatality among COVID-19 patients. The meta-analysis encompassed 42 studies comprising a total of 8,932 participants. In patients infected with COVID, AKI was linked to a significantly elevated probability of progression to severe disease (OR = 11.88, 95% CI: 9.29–15.19) or death (OR = 30.46, 95% CI: 18.33–50.59). To examine the association between RRT and AKI in patients inflicted with COVID-19, Yang et al.39 conducted a meta-analysis involving 21,531 patients. Acute kidney injury was observed in 12.3% (95% CI: 9.5–15.6%) of the total study population. Among the 1,745 patients who had passed away, the incidence was 42.0% (95% CI: 30.3–54.9%), while it was 38.9% (95% CI: 27.3–51.9%) among 290 kidney transplant patients and 39.0% (95% CI: 23.2–57.6%) among 565 ICU patients.

Chronic kidney disease and AKI in COVID-19 patients were the subject of the analysis conducted by Zhou et al.40 including 52 studies and a total of 31,164 individuals. It was established that the composite values for the prevalence of AKI were 11.46% (95% CI: 6.93–16.94%). Both the risk of mortality (45.79, 36.88–56.85; I2 = 17%) and the incidence of severe cases were substantially greater among patients with AKI (OR = 6.97; 95% CI: 3.53–13.75; interaction coefficient = 0%).

The statistical analysis of the current umbrella review demonstrates that patients infected with COVID-19 have an increased likelihood of developing AKI. The pooled RR of AKI incidence in COVID-19 patients is greater than 1, with an observed RR of 1.50 (95% CI: 1.40–1.60). Likewise, the probability of mortality associated with AKI is significantly increased in patients inflicted with COVID-19, as indicated by an OR value of 2.02 (95% CI: 1.79–2.29). Furthermore, the study revealed a correlation between AKI and an increased prevalence of CKD and mortality. Nevertheless, the majority of information was obtained from heterogeneous research of moderate quality. Therefore, it is imperative to conduct well-executed research endeavors covering a wider geographical area and conduct thorough systematic reviews accompanied by rigorous meta-analyses to obtain vital insights in this field.

Limitations

The present investigation is not without inherent limitations. It is crucial to acknowledge that while we adhered to recent guidelines concerning the optimal databases for umbrella reviews encompassing AKI, CKD, prognosis, aggravating variables, incidence/prevalence of AKI, and kidney transplant recipients infected with COVID-19, we might have overlooked other noteworthy considerations. These include the potential for CKD progression and non-recovery of AKI during post-acute COVID-19. Moreover, this umbrella review is primarily comprised of systematic reviews that include research articles exhibiting a moderate-to-high degree of bias. In addition, retrospective observational, cross-sectional and case-series research designs, which are all susceptible to residual confounding and influence temporal associations, provided the majority of the conclusions in these reviews. Furthermore, evaluations of the risk of bias indicated substantial variation in the quality of the studies, with specific interventions exhibiting particularly pronounced disparities in quality. Additionally, probability estimates could be affected by selection biases. Moreover, it is critical to acknowledge the potential existence of selection bias in this study, given that a substantial proportion of papers were excluded. Therapeutic possibilities for COVID-19 patients who suffered from kidney impairments were subsequently not examined, as this topic was outside the purview of the current umbrella review. To gain an improved comprehension of the overall incidence and possibility of AKI in COVID-19-infected patients, further research is required.

Conclusions

It is evident from the available evidence that AKI is a prevalent complication among individuals infected with COVID-19. Substantial risk factors associated with AKI in SARS-CoV-2-infected individuals included progressive age, male gender, coronary artery disease, hypertension, and diabetes. Acute kidney injury and the requirement for RRT were both autonomous predictors of adverse COVID-19 outcomes. It is critical to conduct additional research to ascertain the specific effects of different SARS-CoV-2 variants on the kidneys and the long-term prognosis of these individuals. As a result, future high-quality research studies must incorporate meticulous meta-analyses and systematic reviews to acquire insightful information in this area.

Tables


Table 1. Database search strategy

Database

Search strategy

Scopus

#1 “acute kidney injury” OR “AKI”, OR “COVID-19” OR “kidney injury” OR “incidence of AKI” OR “prevalence of AKI” OR “renal replacement therapy” OR “SARS-CoV2” OR “kidney replacement therapy” OR “kidney disease” OR “kidney injury” OR “chronic kidney disease”.

#2 “mortality” OR “fatality” OR “disease severity” OR “recovery” OR “risk of AKI” OR “kidney failure” OR “meta-analysis” OR “systematic review and meta-analysis”, OR “systematic review”.

#3 #1 AND #2

PubMed

#1 “acute kidney injury” OR “AKI” OR “COVID-19” [MeSH Terms]* OR “kidney injury” OR “incidence of AKI” [All Fields] OR “prevalence of AKI” OR “renal replacement therapy” OR “SARS-CoV2” OR “kidney replacement therapy” [All Fields] OR “kidney disease” OR “kidney injury” [All Fields] OR “chronic kidney disease” [All Fields]

#2 “mortality” OR “fatality” [MeSH Terms] OR “disease severity” OR “recovery” OR “risk of AKI” [All Fields] OR “kidney failure”, OR “meta-analysis”, OR “systematic review and meta-analysis” [All Fields], OR “systematic review” [All Fields].

#3 #1 AND #2

Embase

#1 “acute kidney injury”/exp$ OR “AKI”/exp OR “COVID-19”/exp OR “kidney injury”/exp OR “incidence of AKI”/exp OR “prevalence of AKI”/exp OR “renal replacement therapy”/exp OR “SARS-CoV2”/OR “kidney replacement therapy”/exp OR “kidney disease”/exp OR “kidney injury”/exp OR “chronic kidney disease”/exp

#2 “mortality”/exp OR “fatality”/exp OR “disease severity”/exp OR “recovery”/exp OR “risk of AKI”/exp OR “kidney failure”/exp OR “meta-analysis”/exp OR “systematic review and meta-analysis”/exp OR “systematic review”/exp

#3 #1 AND #2

Cochrane Library

#1 (acute kidney injury): ti, ab, kw@ OR (AKI): ti, ab, kw OR(COVID-19): ti, ab, kw OR (kidney injury): ti, ab, kw OR (incidence of AKI): ti, ab, kw OR (prevalence of AKI): ti, ab, kw OR (renal replacement therapy): ti, ab, kw OR (SARS-CoV2) OR (kidney replacement therapy): ti, ab, kw OR (kidney disease):OR (kidney injury):ti, ab, kw OR (chronic kidney disease): ti, ab, kw (word variations have been searched)

#2 (mortality): ti, ab, kw OR (fatality): ti, ab, kw OR (disease severity): ti, ab, kw OR (recovery): ti, ab, kw OR (risk of AKI): ti, ab, kw OR (kidney failure): ti, ab, kw OR (meta-analysis): ti, ab, kw OR (systematic review and meta-analysis): ti, ab, kw OR (systematic review) (word variations have been searched)

#3 #1 AND #2

* MeSH terms – Medical Subject Headings; $ exp – explosion in Emtree – searching of selected subject terms and related subjects; @ ti, ab, kw – either title or abstract or keyword fields.
Table 2. Characteristics of the included studies (all of them were systematic reviews and meta-analyses)

Study ID

Year of publication

Journal of publication

Country of study

Number of included studies

Aim of study

Age of participants

Search engines used

Quality assessment tool

Primary outcome

Conclusions

Ali et al.21

2020

Renal Failure

UK

6

Survival rate in acute kidney injury superimposed COVID-19 patients

>18 years

PubMed, MEDLINE, Embase, and Cochrane databases

NOS

mortality

Severe AKI in patients with COVID-19 is an ominous clinical predictor and is associated with high mortality.

Cai et al.22

2021

Frontiers in Medicine

China

38

Risk factors for acute kidney injury in adult patients with COVID-19

>16 years

PubMed, Embase, Web of

Science, the Cochrane Library, CNKI, VIP, and Wan Fang Data

NOS

prevalence of AKI

AKI is a common and serious complication of COVID-19.

Chen et al.23

2020

Critical Care

Taiwan

20

Incidence of acute kidney injury in COVID-19 infection

45–70 years

PubMed and Embase

incidence of AKI

COVID patients are at high risk of AKI.

Cheruiyot et al.24

2020

Acta Biomedica

Kenya

15

Acute kidney injury is associated with worse prognosis in COVID-19 patients

40–78 years

PubMed and CNKI

Methodological index for non-randomized studies

(MINORS) tool

mortality, prevalence of AKI

AKI is a relatively frequent manifestation in COVID-19 patients.

Fabrizi et al.25

2020

Pathogens

Italy

39

Acute kidney injury in COVID-19 patients

35–70 years

MEDLINE and manual searches

incidence of AKI (%), all-cause mortality

AKI is a common complication in hospitalized COVID-19-positive patients.

Hidayat et al.26

2023

Pathophysiology

Indonesia

30

Risk factors and clinical characteristics of acute kidney injury

in patients with COVID-19

35–90 years

PubMed and DOAJ databases

NIH quality assessment tools

AKI prevalence, mortality rate

AKI carries high morbidity and mortality in COVID-19.

Hsiao et al.27

2023

Frontiers in Medicine

USA

12

Acute kidney injury in patients with COVID-19

>18 years

PubMed, Embase and Cochrane databases

NOS

mortality, incidence of AKI

COVID-19 patients had higher risk of developing AKI.

Juarez et al.28

2020

Kidney International Reports

USA

20

Outcomes for patients with COVID-19 and acute kidney injury

45–71 years

MEDLINE, Embase, Scopus, and MedRxiv databases

Study Quality Assessment Tool for Case Series Studies

mortality, incidence of AKI

Kidney dysfunction is common among patients with COVID-19.

Lee et al.29

2021

Nature Scientific Reports

South Korea

16

Increased risk of acute kidney injury in coronavirus disease patients

35–90 years

PubMed, Embase, Scopus, and Cochrane databases

NOS

mortality, incidence of AKI

Coronavirus disease patients have high risk of AKI.

Lim et al.30

2020

Canadian Journal of Kidney Health and Disease

Indonesia

15

Acute kidney injury and severity of COVID-19

40–60 years

PubMed, Scopus, Europe PMC, and the Cochrane Central Database

NOS

mortality, incidence of AKI

High risk of AKI was associated with COVID-19 patients.

Liu et al.31

2021

PLoS One

China

36

The chronic kidney disease and acute kidney injury involvement in COVID-19 pandemic

30–90 years

PubMed, CNKI and WanFang databases

NOS

mortality, incidence of AKI

CKD and AKI are susceptible to occur in patients with severe COVID-19.

Menon et al.32

2021

The Cureus Journal of Medical Science

USA

20

The association of acute kidney injury with disease severity and mortality in COVID-19

43–72 years

PubMed, Embase, Google Scholar, and clinicaltrial.gov

NOS

mortality, incidence of AKI

AKI develops in a considerable number of COVID-19 patients, and the condition is significantly associated with adverse outcomes in patients with COVID-19.

Passoni et al.33

2022

Nefrologia

Brazil

28

Occurrence of acute kidney injury in adult patients hospitalized with COVID-19

>18 years

PubMed, Embase, Web of Science, Scopus, and Lilacs

Joanna Briggs Institute’s critical

appraisal tool

mortality, incidence of AKI

The occurrence of AKI is frequent among adult patients hospitalized with COVID-19.

Saghafi et al.34

2021

Journal of Renal Injury Prevention

Iran

22

Acute kidney injury in hospitalized COVID-19 patients

10–94 years

Web of Science,

PubMed, Embase, Scopus, and Google Scholar databases

mortality, incidence of AKI

AKI is prevalent in hospitalized COVID-19 patients.

Shao et al.35

2020

Pharmacological Research

China

40

Acute kidney injury in patients with COVID-19

23–80 years

PubMed, Web of Science, ScienceDirect, MedRxiv and COVID-19, academic research communication platforms

fatality, incidence of AKI

AKI is a crucial complication in patients with COVID 19.

Silver et al.36

2020

Kidney Medicine

China

54

The prevalence of acute kidney injury in patients hospitalized with COVID-19 infection

45–70 years

MEDLINE, Embase, Cochrane Library, and a registry of preprinted studies

NIH Quality Assessment Tool for Case Series Studies

prevalence, mortality of AKI

Risk of AKI was higher in critically ill COVID-19 patients.

Singh et al.37

2021

Clinical and Experimental Medicine

Switzerland

29

Kidney disease and COVID-19 disease severity

40–80 years

PubMed, Web of Science, Scopus, and MedRxiv

NOS

prevalence, mortality of AKI

COVID-19 patients are at high risk of AKI.

Wang et al.38

2021

Kidney and Blood Pressure Research

China

42

The involvement of acute kidney injury in disease severity and mortality in patients with COVID-19

40–70 years

PubMed, Embase, Cochrane Library, medRxiv, Social Science Research Network, and Research Square databases

NOS

mortality and prevalence of AKI

AKI was associated with higher risks of severity and mortality in COVID-19 patients.

Yang et al.39

2021

International Immunopharmacology

China

58

Acute kidney injury and renal replacement therapy in COVID-19 patients

40–75 years

PubMed, Embase, Web of Science, medRxiv, and bioRxiv databases

NOS

mortality and prevalence of AKI

AKI and RRT use among COVID-19 patients represent a major public health concern.

Zhou et al.40

2021

Frontiers in Medicine

China

37

Chronic kidney diseases and acute kidney injury in patients with COVID-19

>18 years

PubMed, Embase, bioRxiv, and medRxiv

NOS

prevalence, mortality of AKI

AKI is associated with COVID-19 prognosis.

DOAJ – Directory of Open Access Journals; CNKI – China National Knowledge Infrastructure; NOS – Newcastle–Ottawa Scale; AKI – acute kidney injury; NIH – National Institutes of Health; CKD – chronic kidney injury; RRT – renal replacement therapy.
Table 3. Methodological assessment of the studies was conducted using the Assessment of Multiple Systematic Reviews (AMSTAR-2) evaluation

Study ID

Q1

Q2

Q3

Q4

Q5

Q6

Q7

Q8

Q9

Q10

Q11

Q12

Q13

Q14

Q15

Q16

Overall assessment

Ali et al. [2020]21

Y

Y

Y

PY

Y

N

Y

Y

Y

N

Y

Y

Y

Y

Y

N

moderate

Cai et al. [2021]22

Y

PY

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

high

Chen et al. [2020]23

Y

PY

Y

Y

N

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

high

Cheruiyot et al. [2020]24

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

N

high

Fabrizi et al. [2020]25

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

N

high

Hidayat et al. [2023]26

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

high

Hsiao et al. [2023]27

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

high

Juarez et al. [2020]28

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

high

Lee et al. [2021]29

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

N

high

Lim et al. [2020]30

Y

N

Y

Y

PY

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

N

moderate

Liu et al. [2021]31

Y

Y

Y

Y

Y

Y

Y

PY

Y

Y

Y

Y

Y

Y

Y

N

high

Menon et al. [2021]32

Y

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

Y

PY

Y

Y

N

moderate

Passoni et al. [2022]33

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

N

high

Saghafi et al. [2021]34

Y

Y

Y

Y

N

PY

Y

Y

Y

Y

Y

Y

Y

PY

Y

N

moderate

Shao et al. [2020]35

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

high

Silver et al. [2020]36

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

high

Singh et al. [2021]37

Y

Y

Y

Y

Y

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

N

high

Wang et al. [2021]38

Y

N

Y

Y

PY

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

N

moderate

Yang et al. [2021]39

Y

Y

Y

Y

Y

Y

Y

PY

Y

Y

Y

Y

Y

Y

Y

N

high

Zhou et al. [2020]40

Y

Y

Y

Y

Y

N

Y

Y

Y

Y

Y

Y

PY

Y

Y

N

moderate

AMSTAR-2 overall assessment rating
1. High – the review accurately and comprehensively summarizes the studies on the topic.
2. Moderate – the review has multiple problems but no major ones. It may accurately summarize study outcomes.
3. Low – the review has a critical flaw and may not provide an accurate and comprehensive summary of the studies that address the question of interest.
4. Critically low – the review has multiple critical flaws and should not be relied on.

Questions:
N – no; PY – partial yes, Y – yes.
Q1: Did the research questions and inclusion criteria for the review include the components of PICO?
Q2: Did the report of the review contain an explicit statement that the review methods were established prior to the conduct of the review and did the report justify any significant deviations from the protocol?
Q3: Did the review authors explain their selection of the study designs for inclusion in the review?
Q4: Did the review authors use a comprehensive literature search strategy?
Q5: Did the review authors perform study selection in duplicate?
Q6: Did the review authors perform data extraction in duplicate?
Q7: Did the review authors provide a list of excluded studies and justify the exclusions?
Q8: Did the review authors describe the included studies in adequate detail?
Q9: Did the review authors use a satisfactory technique for assessing the risk of bias (RoB) in individual studies that were included in the review?
Q10: Did the review authors report on the sources of funding for the studies included in the review?
Q11: If meta-analysis was performed did the review authors use appropriate methods for statistical combination of results?
Q12: If meta-analysis was performed, did the review authors assess the potential impact of RoB in individual studies on the results of the meta-analysis or other evidence synthesis?
Q13: Did the review authors account for RoB in individual studies when interpreting/discussing the results of the review?
Q14: Did the review authors provide a satisfactory explanation for, and discussion of, any heterogeneity observed in the results of the review?
Q15: If they performed quantitative synthesis did the review authors carry out an adequate investigation of publication bias (small study bias) and discuss its likely impact on the results of the review?
Q16: Did the review authors report any potential sources of conflict of interest, including any funding they received for conducting the review?
Table 4. Summary estimates of the included studies

Study ID

Outcome

Number of studies

OR (95% CI)

I2 [%]

p-heterogeneity

Ali et al.21

RR

6

3.08 (1.54–6.19)

90

<0.001

Cai et al.22

OR

38

1.37 (1.25–1.49)

40

<0.001

Chen et al.23

I (%)

20

8.9 (4.6–14.5)

97.8

<0.001

Cheruiyot et al.24

OR

15

23.9 (18.84–30.31)

0

0.47

Fabrizi et al.25

OR

39

15.4 (11.4–20.99)

97.26

<0.001

Hidayat et al.26

OR

30

3.24 (2.20–4.79)

74

<0.001

Hsiao et al.27

OR

12

1.67 (1.56–1.80)

92.42

<0.01

Juarez et al.28

OR

20

15.27 (4.82–48.36)

97.9

<0.001

Lee et al.29

OR

16

1.68 (1.19–2.36)

79.65

<0.01

Lim et al.30

RR

15

13.38 (8.15, 21.95)

24

<0.001

Liu et al.31

OR

36

13.29 (4.69–41.26)

0

<0.001

Menon et al.32

I (%)

20

11 (0.07–0.15)

98

<0.01

Passoni et al.33

I (%)

28

50.4 (17.0–83.9)

98.9

<0.005

Saghafi et al.34

I (%)

22

24 (17–31%)

97

<0.01

Shao et al.35

OR

40

14.63 (9.94–21.51)

55

<0.00001

Silver et al.36

I (%)

54

28 (22–34)

99

<0.001

Singh et al.37

OR

29

8.28 (4.42–15.52)

73

<0.00001

Wang et al.38

OR

42

30.46 (18.33–50.59)

98.3

<0.001

Yang et al.39

I (%)

58

12.3 (9.5–15.6)

97

<0.001

Zhou et al.40

I (%)

37

11.43 (6.93–16.94)

95

<0.001

# RR – relative risk of AKI; OR – odds ratio of AKI; I2 [%] – percentage of incidence of AKI; AKI – acute kidney injury; 95% CI – 95% confidence interval.

Figures


Fig. 1. Flowchart of the study selection
Fig. 2. Frequency of the risk of bias for Assessment of Multiple Systematic Reviews (AMSTAR-2) parameters
Fig. 3. Forest plot for relative risk (RR) of acute kidney injury (AKI) in COVID-19 patients
Fig. 4. Forest plot for odds ratio (OR) of mortality due to acute kidney injury (AKI) in COVID-19 patients

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