Literature DB >> 34526806

Hypophosphatemia at Admission is Associated with Increased Mortality in COVID-19 Patients.

Ruoran Wang1, Min He1,2, Yan Kang1,2.   

Abstract

BACKGROUND: Electrolyte disturbances are commonly observed in patients with coronavirus disease 2019 (COVID-19) and associated with outcome in these patients. Our study was designed to examine whether hypophosphatemia is associated with mortality in COVID-19 patients.
METHODS: Patients diagnosed with COVID-19 and hospitalized in Renmin Hospital of Wuhan University between January 30 and February 24, 2020 were included in this study. Patients were divided into two groups, a hypophosphatemia group and a non-hypophosphatemia group, based on a serum phosphate level of 0.8 mmol/L. Logistic regression was performed to analyze the relationship between hypophosphatemia and mortality. A locally weighted scatterplot smoothing (LOWESS) curve was plotted to show the detailed association between mortality rate and serum phosphate level. A Kaplan-Meier survival curve was drawn to compare the difference in cumulative survival between the two groups.
RESULTS: Hypophosphatemia at admission occurred in 33 patients, with an incidence of 7.6%. The hypophosphatemia group had a significantly higher incidence of respiratory failure (54.5% vs 32.6%, p=0.013) and mortality (57.6% vs 15.2%, p<0.001). Multivariate logistic regression indicated that age (OR=1.059, p<0.001), oxygen saturation (OR=0.733, p<0.001), white blood cells (OR=1.428, p<0.001), lymphocytes (OR=0.075, p<0.001) and hypophosphatemia (OR=3.636, p=0.015) were independently associated with mortality in the included patients. The hypophosphatemia group had significantly shorter survival than the non-hypophosphatemia group (p<0.001).
CONCLUSION: Hypophosphatemia at admission is associated with increased mortality in COVID-19 patients. More attention and medical care should be given to COVID-19 patients with hypophosphatemia at admission.
© 2021 Wang et al.

Entities:  

Keywords:  COVID-19; hypophosphatemia; mortality; serum phosphate

Year:  2021        PMID: 34526806      PMCID: PMC8435477          DOI: 10.2147/IJGM.S319717

Source DB:  PubMed          Journal:  Int J Gen Med        ISSN: 1178-7074


Introduction

Since the outbreak of coronavirus disease 2019 (COVID-19), more than 139 million people have been confirmed as having been infected and nearly 3 million infected individuals have died. As a severe public health issue, the COVID-19 pandemic has placed a massive burden on the global economy and medical resources. It has been demonstrated that dehydration and electrolyte disturbances commonly occur and may be associated with severity of the disease and the prognosis of COVID-19 patients.1–3 Several studies have found that hyperkalemia, hypokalemia, hyponatremia and hypocalcemia were associated with increased mortality rates in COVID-19 patients.4–10 Compared with those who had normal levels of electrolytes, patients who developed electrolyte imbalances such as hyponatremia, hypokalemia, hypochloremia and hypocalcemia usually had more severe disease and were more likely to receive mechanical ventilation.2,7–9,11–13 However, despite its being a widely observed electrolyte disturbance in hospitalized patients, hypophosphatemia was not investigated in COVID-19 patients. Previous studies have discovered that the incidence of hypophosphatemia ranged from 15.4% to 71.6% in a variety of patients, including critically ill children and adults, patients with acute kidney injury and those with massive burns.14–21 The correlation between increased mortality and occurrence of hypophosphatemia was also confirmed in these studies. We designed this study to explore the incidence of hypophosphatemia at admission in COVID-19 patients and to verify whether hypophosphatemia was associated with mortality in COVID-19 patients.

Materials and Methods

Patients

Patients with confirmed COVID-19 who were hospitalized in Renmin Hospital of Wuhan University between January 30 and February 24, 2020 were eligible for this study. Patients who did not have complete records of the required variables were excluded. The diagnosis of COVID-19 was based on positive results of COVID-19 RNA in samples of nasopharyngeal swabs acquired once patients were admitted to the hospital. The severity of disease in COVID-19 patients was judged based on the “Diagnosis and Treatment Protocol for Novel Coronavirus Infection-Induced Pneumonia version 8” in China. This guideline divides patients into four groups: mild type, common type, severe type and critical type. Our hospital gives priority to the treatment of severe and critical patients. When there are spare beds, non-severe patients can be received. Therefore, patients included in this study were mainly severe and critical patients.

Data Collection

Records of clinical and laboratory variables were collected from the electronic medical record (EMR) system of Renmin Hospital of Wuhan University. Comorbidities, including hypertension, chronic obstructive pulmonary disease (COPD), diabetes mellitus, chronic liver disease and malignancy, were recorded. Laboratory tests of the first blood sample, obtained when patients were admitted to hospital, were presented. In this study, patients were divided into two groups, the hypophosphatemia group and non-hypophosphatemia group, based on the criterion baseline serum phosphate level below 0.8 mmol/L.20 Hyperphosphatemia was generally confirmed when the serum phosphate level was above 1.6 mmol/L. However, since only six included patients were confirmed to have hyperphosphatemia, we did not divide these patients into another hyperphosphatemia group but included them in the non-hypophosphatemia group. Only patients who had fully recovered from COVID-19 could be discharged from hospital. Therefore, the primary outcome of this study was in-hospital mortality. Patients were followed up until 1 month after discharge. This study obtained approval from the ethics committee of Renmin Hospital of Wuhan University and West China Hospital of Sichuan University. Informed consent of included COVID-19 patients was signed by the patients or their legal representatives. We designed and conducted this study according to the Declaration of Helsinki.

Statistical Analysis

The Kolmogorov–Smirnov test was performed to test the normality of variables. We presented normally distributed variables and non-normally distributed variables as mean ± standard deviation and median (interquartile range), respectively. Categorical variables were presented in the form of counts (percentage). Student’s t-test and Mann–Whitney U-test were, respectively, conducted to analyze the differences in normally distributed variables and non-normally distributed variables between the hypophosphatemia group and non-hypophosphatemia group. To compare differences in categorical variables between the two groups, the chi-squared test or Fisher’s exact test was performed. The Kaplan–Meier method was utilized to compare the difference in survival between the hypophosphatemia group and non-hypophosphatemia group. Univariate logistic regression was first performed to find potential risk factors for mortality in the included COVID-19 patients. Factors with statistical significance (p<0.2) were then included in the multivariate logistic regression using the backward stepwise method. Odds ratios (ORs) and 95% confidence intervals (Cls) of statistically significant risk factors were also presented. The detailed relationship between serum phosphate level and mortality rate was illustrated using a locally weighted scatterplot smoothing (LOWESS) curve, which is a powerful polynomial regression tool to view the non-linear relationship between two-dimensional variables. Spearman’s rank correlation was performed to analyze the relationship between the serum phosphate level and other variables. A two-sided p-value <0.05 was considered to be of statistical significance. We utilized SPSS 22.0 for Windows software (IBM Corp., Armonk, NY, USA) and R (version 3.6.1; R Foundation) to perform statistical analyses and draw the figures.

Results

Baseline Characteristics of Included COVID-19 Patients

In total, 435 COVID-19 patients were included in this study and were divided into the hypophosphatemia group and non-hypophosphatemia group based on the serum phosphate level at admission. Hypophosphatemia at admission occurred in 33 patients, with an incidence of 7.6% (Table 1). Compared with the non-hypophosphatemia group, the hypophosphatemia group had significantly higher age (67 vs 56 years, p<0.001). Hypertension was the most common comorbidity, with a rate of 18.6% in included patients. The hypophosphatemia group had a higher percentage of complicated chronic liver disease than the non-hypophosphatemia group (12.1% vs 3.5%, p=0.039). Symptoms, including fever (77.7%), cough (56.3%), dyspnea (34.4%) and fatigue (33.3%), were all usually observed among the included patients. Dyspnea was more generally observed in the hypophosphatemia group than the non-hypophosphatemia group (54.5% vs 32.6%, p=0.013). Compared with the non-hypophosphatemia group, the hypophosphatemia group had significantly higher levels of WBCs (p=0.020), neutrophils (p=0.003) and AST (p=0.002), and lower levels of lymphocytes (p<0.001), platelets (p=0.017) and albumin (p<0.001). Regarding the severity of disease in the included patients, the percentage of severe and critical patients was higher in the hypophosphatemia group. Moreover, the hypophosphatemia group had a significantly higher incidence of both respiratory failure during the hospitalization (54.5% vs 32.6%, p=0.013) and mortality (57.6% vs 15.2%, p<0.001). Both the length of hospital stay (8 vs 9 days, p=0.028) and course of the disease (16 vs 20 days, p=0.046) were shorter in the hypophosphatemia group. The cumulative survival until the end of follow-up was significantly shorter in the hypophosphatemia group than in the non-hypophosphatemia group (χ2=49.177, p<0.001).
Table 1

Baseline Characteristics of Included Patients

VariablesTotal Patients (n=435)Non-Hypophosphatemia (n=402, 92.4%)Hypophosphatemia (n=33, 7.6%)p
Age (years)57 (41–68)56 (39–67)67 (63–76)<0.001
Male200 (46.0%)187 (46.5%)13 (39.4%)0.428
Comorbidity
 Hypertension81 (18.6%)71 (17.7%)10 (30.3%)0.091
 Diabetes mellitus26 (6.0%)23 (5.7%)3 (9.1%)0.435
 COPD24 (5.5%)20 (5.0%)4 (12.1%)0.099
 Chronic liver disease18 (4.1%)14 (3.5%)4 (12.1%)0.039
 Malignancy6 (1.4%)4 (1.0%)2 (6.1%)0.069
Signs and symptoms
 Fever338 (77.7%)310 (77.1%)28 (84.8%)0.285
 Cough245 (56.3%)229 (57.0%)16 (48.5%)0.347
 Dyspnea149 (34.3%)131 (32.6%)18 (54.5%)0.013
 Fatigue145 (33.3%)133 (33.1%)12 (36.4%)0.703
 Diarrhea34 (7.8%)30 (7.5%)4 (12.1%)0.312
Oxygen saturation (%)99.0 (99.0–99.0)99.0 (99.0–99.0)99.0 (92.5–99.0)
Laboratory results
 WBCs (×109/L)5.76 (4.25–7.81)5.70 (4.22–7.65)7.24 (5.41–8.64)0.020
 Neutrophils (×109/L)3.79 (2.59–5.98)3.66 (2.55–5.59)6.09 (3.77–6.63)0.003
 Lymphocytes (×109/L)1.14 (0.81–1.56)1.18 (0.88–1.59)0.77 (0.52–0.96)<0.001
 Monocytes (×109/L)0.44 (0.30–0.61)0.45 (0.32–0.61)0.37 (0.26–0.50)0.061
 Platelets (×109/L)215 (158–273)217 (161–278)180 (141–231)0.017
 Hemoglobin (g/L)127 (115–138)127 (115–138)127 (112–135)0.223
 Albumin (g/L)37.2±4.637.4±4.534.0±4.4<0.001
 Immunoglobulin (g/L)24.1 (21.7–27.5)24.0 (21.7–27.4)24.9 (22.4–28.4)0.391
 ALT (U/L)25 (16–39)25 (16–39)26 (18–39)0.478
 AST (U/L)26 (19–38)25 (19–37)39 (24–66)0.002
 Serum creatinine (µmol/L)59 (49–72)59 (50–72)58 (42–69)0.202
 Phosphate (mmol/L)1.11 (0.96–1.25)1.13 (0.99–1.28)0.73 (0.64–0.78)<0.001
Severity0.008
 Mild17 (3.9%)16 (4.0%)1 (3.0%)
 Moderate124 (28.5%)122 (30.3%)2 (6.1%)
 Severe160 (36.8%)144 (35.8%)16 (48.5%)
 Critical134 (30.8%)120 (29.9%)14 (42.4%)
Days from illness onset to admission (days)10 (7–13)10 (7–13)11 (7–12)0.803
Outcome
 Length of hospital stay (days)9 (5–14)9 (5–14)8 (3–11)0.028
 Course of disease (days)20 (15–26)20 (15–27)16 (14–22)0.046
 Respiratory failure149 (34.3%)131 (32.6%)18 (54.5%)0.013
 Mortality80 (18.4%)61 (15.2%)19 (57.6%)<0.001

Abbreviations: COPD, chronic obstructive pulmonary disease; WBC, white blood cell; ALT, alanine aminotransferase; AST, aspartate aminotransferase.

Baseline Characteristics of Included Patients Abbreviations: COPD, chronic obstructive pulmonary disease; WBC, white blood cell; ALT, alanine aminotransferase; AST, aspartate aminotransferase.

Association Between Hypophosphatemia and Mortality in COVID-19 Patients

Univariate logistic regression analysis showed that age, male gender, history of hypertension, COPD, oxygen saturation, WBCs, lymphocytes, platelets, albumin, AST, serum creatinine, severity and hypophosphatemia were potentially associated with mortality (Table 2). However, after adjusting for confounding effects, only age, oxygen saturation, WBCs, lymphocytes and hypophosphatemia were independently associated with mortality in multivariate logistic regression analysis.
Table 2

Univariate and Multivariate Logistic Regression Analysis for the Association Between Hypophosphatemia and Mortality in Included COVID-19 Patients

VariablesUnadjusted AnalysisAdjusted Analysis
OR95% ClpOR95% Clp
Age (years)1.0881.064–1.112<0.0011.0591.030–1.088<0.001
Male1.6591.017–2.7050.042
Hypertension4.1632.427–7.140<0.001
Diabetes mellitus1.6960.688–4.1820.252
COPD6.0682.608–14.119<0.001
Chronic liver disease2.3180.843–6.3740.103
Malignancy4.5710.905–23.0810.066
Oxygen saturation0.7410.678–0.808<0.0010.7330.645–0.834<0.001
WBCs1.3651.256–1.484<0.0011.4281.277–1.597<0.001
Neutrophils1.0020.996–1.0090.496
Lymphocytes0.0370.016–0.083<0.0010.0750.026–0.220<0.001
Monocytes0.5230.175–1.5630.246
Platelets0.9910.987–0.994<0.001
Hemoglobin1.0050.990–1.0190.534
Albumin0.7660.713–0.824<0.001
Immunoglobulin1.0310.985–1.0790.192
ALT1.0050.998–1.0110.163
AST1.0221.012–1.031<0.001
Serum creatinine1.0111.005–1.0170.001
Hypophosphatemia7.5873.612–15.936<0.0013.6361.285–10.2880.015
Severity<0.001
Mild1Reference
Moderate5.38×1070.999
Severe4.86×1080.998
Critical6.63×1080.998

Abbreviations: COPD, chronic obstructive pulmonary disease; WBC, white blood cell; ALT, alanine aminotransferase; AST, aspartate aminotransferase.

Univariate and Multivariate Logistic Regression Analysis for the Association Between Hypophosphatemia and Mortality in Included COVID-19 Patients Abbreviations: COPD, chronic obstructive pulmonary disease; WBC, white blood cell; ALT, alanine aminotransferase; AST, aspartate aminotransferase. The LOWESS smoothed fit curve visually presented the correlation between the serum phosphate level and mortality rate of the included COVID-19 patients (Figure 1). As shown, the mortality rate gradually increased with decreasing serum phosphate level, especially when serum phosphate was lower than 1.0 mmol/L. In addition, the survival of the non-hypophosphatemia group was significantly longer than that of the hypophosphatemia group (p<0.001) (Figure 2).
Figure 1

Relationship between serum phosphate level and mortality rate, using the LOWESS curve.

Figure 2

Differences in cumulative survival between hypophosphatemia group and non-hypophosphatemia group analyzed by the Kaplan–Meier method (χ2=49.177, p<0.001).

Relationship between serum phosphate level and mortality rate, using the LOWESS curve. Differences in cumulative survival between hypophosphatemia group and non-hypophosphatemia group analyzed by the Kaplan–Meier method (χ2=49.177, p<0.001).

Correlation Between Serum Phosphate Level and Other Factors

Spearman correlation analysis indicated that the serum phosphate level was negatively and moderately correlated with age (r=−0.319, p<0.001) (Figure 3A), and positively and moderately correlated with lymphocyte count (r=0.343, p<0.001) (Figure 3B). Other factors did not show significant associations with serum phosphate level (Table 3).
Figure 3

(A) Linear relationship between age and serum phosphate level. (B) Linear relationship between lymphocyte count and serum phosphate level.

Table 3

Correlation Between Serum Phosphate and Other Factors

Variablesrp
Age−0.319<0.001
Male−0.0410.390
Hypertension−0.1000.037
Diabetes mellitus−0.0250.602
COPD−0.0650.174
Chronic liver disease0.0160.737
Malignancy−0.0330.490
Oxygen saturation0.1160.016
WBCs−0.0610.206
Neutrophils−0.1420.003
Lymphocytes0.343<0.001
Monocytes0.1090.024
Platelets0.230<0.001
Hemoglobin0.1060.027
Albumin0.296<0.001
Immunoglobulin0.0010.978
ALT0.0020.960
AST−0.1340.005
Serum creatinine0.0200.683
Severity−0.1130.018

Abbreviations: COPD, chronic obstructive pulmonary disease; WBC, white blood cell; ALT, alanine aminotransferase; AST, aspartate aminotransferase.

Correlation Between Serum Phosphate and Other Factors Abbreviations: COPD, chronic obstructive pulmonary disease; WBC, white blood cell; ALT, alanine aminotransferase; AST, aspartate aminotransferase. (A) Linear relationship between age and serum phosphate level. (B) Linear relationship between lymphocyte count and serum phosphate level.

Discussion

The incidence of hypophosphatemia at admission in the COVID patients included in this study was 7.6%, which was lower than the incidence of hypophosphatemia previously reported in other kinds of critically ill patients. This difference could be attributable to the characteristics of COVID-19 itself and the severity of the disease in these patients. Among 141 mildly or moderately ill patients, only three of them had hypophosphatemia at admission, which significantly decreased the overall incidence of hypophosphatemia in the included patients. This result was consistent with the findings of one previous study, which indicated that low serum phosphorus could discriminate severe or critical from other COVID-19 patients with good specificity, and detect confirmed patients among all included individuals with an improved area under the receiver operating characteristics curve (AUC).22 The results of other studies on COVID-19 also showed that confirmed patients had lower serum phosphorus levels than healthy controls, and severe or critical patients had lower phosphorus than moderate patients.23,24 In addition, the serum phosphorus level was lower in non-survivors than in survivors of COVID-19, although without reaching statistical significance.25,26 According to the conclusions of previous research, the main risk factors and underlying mechanisms responsible for hypophosphatemia are malnutrition, massive energy consumption, excessive losses from the intestinal tract and kidneys, and respiratory alkalosis.27–30 Firstly, inadequate dietary intake and increased protein and energy consumption could decrease the total storage of phosphorus in the body and therefore put the body at high risk of hypophosphatemia. It has been demonstrated that hypophosphatemia is associated with lower levels of protein intake, albumin, creatinine, hemoglobin, body mass index, fat tissue index and lean tissue index, which indicate poor nutritional status.16 One study even found that hypophosphatemia was associated with an 86.4% possibility of malnutrition in elderly hospitalized patients.31 In addition, systemic inflammation and cytokine storm in critically ill patients can consume large amounts of energy and stimulate catabolic metabolism.32–35 During severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) infection, the immune cells consume a lot of ATP to facilitate resistance to viral invasion and damage.36 As an essential component in the synthesis and regeneration of ATP, phosphorus will also be depleted without an abundant supply. Although phosphate can be released from bone reserves and muscle storage by the stimulation of released cytokines, excessive catabolism in the muscles will lead to the breakdown of muscle cells and the eventual release of intracellular phosphate into the extracellular space.37 This mechanism may explain the occurrence of rhabdomyolysis and the prevalence of muscle soreness and fatigue in COVID-19 patients.38 Secondly, gastrointestinal and renal tissue may be damaged by the cytokine storm and overactivated immune inflammatory response, which could, in turn, impede the reabsorption of phosphate.39 The widespread intestinal dysfunction and acute kidney injury seen in COVID-19 patients may be another risk factor for hypophosphatemia.40–43 In addition, common digestive symptoms, such as diarrhea and vomiting, will also result in high levels of nutrient wastage. Thirdly, hyperventilation is another possible risk factor for hypophosphatemia. Respiratory alkalosis caused by hyperventilation is accompanied by increased intracellular pH, which could upregulate the activity of phosphofructokinase and glycolysis. Phosphate would consequently be transferred from the extracellular space into the cytoplasm for this activity.30 Respiratory failure is a common complication among COVID-19 patients and many patients need respiratory support, with usage rates ranging from 14% to 81.7%.44–47 COVID-19 patients who develop respiratory failure usually undergo a process of compensatory hyperventilation with respiratory alkalosis before decompensation of respiration.48 This was confirmed in our study, where the hypophosphatemia group had a significantly higher incidence of respiratory failure during hospitalization. Our study confirmed that hypophosphatemia was a risk factor for mortality in COVID-19 patients, with the hypophosphatemia group having a shorter cumulative survival than the non-hypophosphatemia group. The association between hypophosphatemia and poor outcome was probably mediated by the risk factors for hypophosphatemia mentioned in the previous paragraph. As a result of insufficient nutrient uptake and excessive energy consumption and catabolism, malnutrition was prevalent in COVID-19 patients and has been verified to be correlated with poor prognosis in these patients.49–54 In addition, the cellular ATP depletion, which may be reflected by the low serum phosphorus level, could influence the normal function of immune cells and impair the ability of the immune system to defend against attack by the virus. The correlation between immune dysfunction and hypophosphatemia was indicated by the positive and moderate association between lymphocyte count and serum phosphate level in our study. Furthermore, the hypophosphatemia attributable to losses from intestinal and renal tissue may indicate the severity of the cytokine storm and systemic inflammation among COVID-19 patients. And, undoubtedly, initially symptomized as hyperventilation with respiratory alkalosis, respiratory failure indicates a critical condition in COVID-19 patients and subsequent adverse progress. Consequently, maintaining the homeostasis of phosphorus is necessary to prevent adverse progress in COVID-19 patients. Adequate supplementation with phosphate and other nutrients may decrease the probability of hypophosphatemia and improve the prognosis of these patients. There has been one study exploring the effect of combined supplements of vitamin D3, magnesium and vitamin B12 on the outcome of COVID-19 patients.55 Patients receiving combined supplements were less likely than controls to require oxygen support (17.6% vs 61.5%) and intensive care unit support (5.9% vs 30.8%). Vitamin D plays a significant role in enhancing absorption from the intestinal tract and reducing kidney loss of phosphate and magnesium. One study on children with COVID-19 children also discovered that the vitamin D level was moderately associated with the serum phosphorus level (r=0.364, p=0.020).23 Previous studies have confirmed the efficacy and safety of intravenous phosphate administration for correcting hypophosphatemia.56–60 One study demonstrated that extemporarily prepared phosphate buffer, administered via a nasogastric tube, could successfully correct the hypophosphatemia in non-surgical critically ill patients, without adverse effects.61 However, it is still unknown whether direct phosphate supplementation could effectively correct the hypophosphatemia and improve the prognosis of COVID-19 patients. In addition, the detailed dose and appropriate timing of phosphate administration in these patients is worth investigating in a future trial. In addition to medicinal supplements, available phosphate derived from dietary food intake and appropriate and timely respiratory management could avoid the development of hypophosphatemia, to some extent. There were several limitations in this observational study. Firstly, this study was conducted in a single medical center, so selection bias could not be avoided. A further multicenter study with a larger sample size could be designed to verify our findings. Secondly, the occurrence of hyperphosphatemia at admission was scarce in the included COVID-19 patients, so we could not analyze the relationship between hyperphosphatemia and outcome in COVID-19 patients. Therefore, we incorporated these patients into the non-hypophosphatemia group. Thirdly, we only recorded the serum phosphate level obtained from tests of the first blood sample at admission. Hence, hypophosphatemia that developed during hospitalization could not be collected to analyze the relationship between subsequent low serum phosphate levels and mortality of the included patients. Future studies illustrating the tendency for serum phosphate fluctuation after admission would be worth performing in COVID-19 patients. Finally, the duration from illness onset to hospital admission in this study was 10 (7–13) days, which means that patients probably progress into the hyperinflammatory phase. However, the majority of COVID-19 patients in the present study did not have such a long duration from illness onset to hospital admission (usually less than 7 days). Thus, the hypophosphatemia at admission may not reliably reflect the initial status of infected patients and therefore the conclusions of this study should be interpreted with caution.

Conclusions

Although not a universally occurring electrolyte disturbance, hypophosphatemia is associated with increased mortality in COVID-19 patients. COVID-19 patients with hypophosphatemia at admission should be paid more attention to monitor the disease progression.
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2.  The role of electrolyte imbalances in predicting the severity of COVID-19 in the hospitalized patients: a cross-sectional study.

Authors:  Fatemeh Yasari; Meshkat Akbarian; Atefeh Abedini; Maryam Vasheghani
Journal:  Sci Rep       Date:  2022-08-30       Impact factor: 4.996

3.  Phosphate and IL-10 concentration as predictors of long-covid in hemodialysis patients: A Brazilian study.

Authors:  Hugo L Corrêa; Lysleine A Deus; Thaís B Araújo; Andrea L Reis; Carlos E N Amorim; André B Gadelha; Rafael L Santos; Fernando S Honorato; Daisy Motta-Santos; Carmen Tzanno-Martins; Rodrigo V P Neves; Thiago S Rosa
Journal:  Front Immunol       Date:  2022-09-30       Impact factor: 8.786

  3 in total

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