| Literature DB >> 34763125 |
Abstract
Impaired glucose regulation (IGR) is common world-wide, and is correlated with Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) the virus that causes Coronavirus disease 2019 (COVID-19). However, no systematic reviews are available on the topic, and little is known about the strength of the evidence underlying published associations. The current systematic review identified consistent, reproducible associations but several limitations were observed including: (1) a consistent lack of robust confounder adjustment for risk factors collected prior to infection; (2) lack of data on insulin resistance or glycemia measures [Hemoglobin A1c (HbA1c) or glucose]; (3) few studies considering insulin resistance, glucose or HbA1c values in the clinically normal range as a predictor of SARS-CoV-2 risk; (4) few studies assessed the role of IGR as a risk factor for infection among initially uninfected samples; (5) a paucity of population-based data considering SARS-CoV-2 as a risk factor for the onset of IGR. While diabetes status is a clear predictor of poor prognosis following a SARS-CoV-2 infection, causal conclusions are limited. It is uncertain whether interventions targeting dysglycemia to improve SARS-CoV-2 outcomes have potential to be effective, or if risk assessment should include biomarkers of diabetes risk (ie, insulin and glucose or HbA1c) among diabetes-free individuals. Future studies with robust risk factor data collection, among population-based samples with pre-pandemic assessments will be important to inform these questions.Entities:
Mesh:
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Year: 2021 PMID: 34763125 PMCID: PMC8575538 DOI: 10.1016/j.trsl.2021.11.002
Source DB: PubMed Journal: Transl Res ISSN: 1878-1810 Impact factor: 7.012
PUBMED search equation
| 1. severe acute respiratory syndrome coronavirus 2 |
| "sars cov 2"[MeSH Terms] OR "sars cov 2"[All Fields] OR "severe acute respiratory syndrome coronavirus 2"[All Fields] |
| 2. SARS COV 2 |
| "sars cov 2"[MeSH Terms] OR "sars cov 2"[All Fields] OR "sars cov 2"[All Fields] |
| 3. COVID 19 |
| "covid 19"[MeSH Terms] |
| 4. Equation: 1 OR 2 OR 3 |
| 5. Prediabetes |
| "prediabetic state"[MeSH Terms] OR ("prediabetic"[All Fields] AND "state"[All Fields]) OR "prediabetic state"[All Fields] OR "prediabetes"[All Fields] OR "prediabetic"[All Fields] OR "prediabetics"[All Fields] |
| 6. Insulin resistance |
| "insulin resistance"[MeSH Terms] OR ("insulin"[All Fields] AND "resistance"[All Fields]) OR "insulin resistance"[All Fields] |
| 7. Glucose |
| "glucose"[MeSH Terms] OR "glucose"[All Fields] OR "glucoses"[All Fields] OR "glucose s"[All Fields] |
| 8.Hemoglobin A1C |
| "glycated hemoglobin a"[MeSH Terms] OR "glycated hemoglobin a"[All Fields] OR ("hemoglobin"[All Fields] AND "a1c"[All Fields]) OR "hemoglobin a1c"[All Fields] |
| 9. Diabetes Mellitus |
| "diabetes mellitus"[MeSH Terms] OR ("diabetes"[All Fields] AND "mellitus"[All Fields]) OR "diabetes mellitus"[All Fields] |
| 10. Equation 5 OR 6 OR 7 OR 8 OR 9 |
| 11. Equation: 4 AND 10 |
Fig 1Study selection flow diagram.
Summary of studies assessing the association between diabetes mellitus and SARS-CoV-2 infection and/or COVID-19 outcomes
| Study | Country | N | Mean Age±SD (range) | Male (%) | Study Design | Diabetes Assessment | Outcome | SARS-CoV-2 Assessment | Study population | Adjustments | Measure of Association (95% Confidence Interval) |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Population based studies | |||||||||||
| Woolcott | Mexico | 757,210 | 44 (33–56) | 52% | Cohort study | Self-reported | COVID-19 mortality within 28 days of evaluation | Positive RT-PCR | ≥20 years, viral respiratory disease symptoms, screened for SARS-CoV-2 via the System of Epidemiological Surveillance of Viral Respiratory Disease from Jan-Nov, 2020 | 1,2,5,6a,6c,6d, 6e,6h,19 | HR 1.49 (1.47–1.52)-Overall HR 1.66 (1.58–1.74) Outpatients HR 1.14 (1.12–1.16) Hospitalized |
| Barron | UK | 61,414,470 | 41±23 | 50% | Cohort study | EHR | COVID-related in-hospital mortality | Positive antigen test or if negative, COVID-19 reported as cause of death | All individuals registered with a general practice in England, alive on Feb 16, 2020 | 1,2,4,7-9 | OR 2·86 (2·58-3·18)-T1DM OR 1·80 (1·75-1·86)-T2DM |
| Dennis | UK | 19,256 | 67 | 60% | Cohort study | England Surveillance System (CHESS) | In-hospital mortality | Positive RT-PCR of nasopharyngeal and/or oropharyngeal swabs | Hospitalization due to COVID-19 requiring admission to a high dependency unit (HDU) or intensive care unit (ICU) from March- July 2020, excluding pregnancy | 1-5,6(a-h) | HR 1.23, (1.14, 1.32) |
| McGurnaghan | UK | 5,463,300 | NR | NR | Cohort study | National Diabetes Register | Fatal or critical care unit-treated COVID-19 | Positive RT-PCR test, a hospital discharge code for COVID-19, or COVID-19 code on death certificate | Total Scottish population at the start of the pandemic on Mar 1, 2020 | 1,2 | OR 1·39 (1·30–1·49)-Overall OR 2·39 (1·81–3·16)-T1DM OR 1·36 (1·27–1·46)-T2DM |
| Silverii | Italy | 4,969,000 | NR | NR | Cohort study | Italian SARS-CoV-2+ Surveillance System | COVID-19 prevalence by diabetes status | testing method not specified | Total population of Sicily | 1,2 | RR 0.92 (0.79-1.09) |
| 159 | 73±13 | COVID-19 mortality | All SARS-CoV-2 positive cases | 1,2 | RR 4.5 (3.55-5.71)-DM | ||||||
| CDC COVID-19 Response Team | USA | 7,162 | NR | NR | MMWR Report | Documented in case report form | COVID-19 | Laboratory confirmed COVID-19 | Data of COVID-19 cases reported | 1 | Prevalence n(%) 784, (10.9) |
| Collard | Netherlands | 1604 | 66±15 | 61% | Cohort study | EHR/ antidiabetic medication | Mortality during first 21 days following admission | Positive | Multi-center, Dutch CovidPredict cohort | 1,2,5,6d,19 | HR 1.93 (1.43-2.62)-≥2 antidiabetic HR 1.25(0.9-1.74)-1 antidiabetic. (Ref- No Diabetes) |
| Altunok | Turkey | 722 | 57±15 | 51% | Cohort study | NR | Mortality | Positive nasopharyngeal RT-PCR with chest CT findings compatible with COVID-19 pneumonia | Single center, patients with laboratory and chest CT confirmed COVID-19 pneumonia b/w Mar-May, 2020 | None | OR-1.97 (0.71-5.41) |
| Klonoff | USA | 1544 | 64±16 | 54% | Cohort study | Severe hyperglycemia: BG>13.88 mmol/L | Mortality | COVID-19–positive laboratory test | Multi-center, patients with COVID-19 from Glytec national database from 91 hospitals in 12 states. | 1,2,10,13,15 | Severe hyperglycemia Non-ICU: HR 7.17 (2.62–19.62)-day 2-3 glucose HR 1.46 (0.68-3.14)- glucose on admission ICU: HR 1.40 (0.53–3.69)-day 2-3 glucose HR 3.14 (1.44-6.88)- glucose on admission Ref: BG <7.77 mmol/L (140 mg/dL) |
| Liu | China | 77 | 64±4 | 62% | Cohort study | HbA1c ≥6.5% | Mortality | Positive RT–PCR | Hospitalized patients with confirmed COVID‐19-identified as severe cases or critically ill cases at admission. | 1,14,18,20,24 | HR 1.57 (1.15–2.15) |
| Liu, Ye | China | 233 | 64 | 49% | Cohort study | Self-reported/HbA1c on admission ≥ 48 mmol/mol | Mortality | Two clinical manifestations of COVID-19 and positive RT-PCR nasopharyngeal samples | Single center study, patients admitted from Jan-Apr, 2020 | None | Diabetes: HR 2.64 (1.14-6.11) Hba1c ≥ 6.5% HR 5.80 (1.32, 25.53) Ref: Hba1c 5.7-6.4% FPG ≥ 7.0 HR 12.64 (2.93, 54.48) 5.6-6.9 HR 3.49 (0.73, 16.82) Ref:≤ 5.5 |
| Li | China | 453 | 61 (49-68) | 57%-known DM 61%-newly diagnosed | Cohort study | H/O Diabetes, fasting glucose ≥7mmol/L and/or HbA1c ≥6.5% on admission | Mortality | Exposure to confirmed SARS-CoV-2 infection or to Wuhan Huanan seafood market | Patients admitted with laboratory‐confirmed SARS‐Cov‐2 infection from Jan-Mar, 2020. | 1,2,19,47-53 | Newly diagnosed diabetes HR 5.63 (1.22-26) Known diabetes HR 8.76 (1.78-43.2) |
| Sourij | Austria | 238 | 71±13 | 64% | Cohort study | Diabetes diagnosed according to the Austrian Diabetes Association guidelines. | Mortality | Positive throat swab for SARS‐CoV‐2 | Patients with diabetes hospitalized with COVID-19. | None | OR 1.85 (0.66‐5.16) -T2DM OR 0.46 (0.44‐4.90) -T1DM |
| Mamtani | USA | 403 | 55 | 68% | Cohort study | Hyperglycemia: [one blood glucose value ≥7.78 mmol/L during hospitalization. Diabetes: HbA1c ≥6.5% | Mortality | Positive PCR for the RdRp and N genes | Single center, COVID-19 patients hospitalized from March-May 2020 | 1,27-32 | Diabetes/no-hyperglycemia OR 5.97 (0.32–111.8) Diabetes/hyperglycemia OR 17.06 (3.46–84.1). (Ref: No Diabetes/No hyperglycemia) |
| Nafakhi | Iraq | 192 | 60±10 | 43% | Cohort study | HbA1c >6.5%, h/o diabetes, on antidiabetic medication | COVID-19 pneumonia related length of ICU stay, hospital stay, lung injury, in-hospital death | Positive RT-PCR -nasopharyngeal swab and clinical symptoms of COVID-19 along with CT scan to assess pneumonia severity | Single center, patients diagnosed with COVID-19 pneumonia at the outpatient clinic or admitted from Aug-Oct 2020 | 1,20,27,41% | Insulin use OR 0.4(0.3-5)-lung injury Metformin use OR 0.1(0.1–0.6)-in hospital death OR -0.3(0.2–4)- length of ICU stay OR -0.4(0.2–3)-Length of hospital stay DDP-4 OR -0.3(0.2-3)- length of ICU stay |
| Al-Salameh | France | 433 | 72±14-DM 71±16-non-DM | 55% | Cohort study | EHR, HbA1c ≥48 mmol/mol on admission | Primary endpoint: admission to ICU and/or death. | Positive RT-PCR-nasopharyngeal swab | Single center, patients hospitalized with COVID-19 | 1,2,5,6a,6,c, 6d,6e,6i, 11,12,13, 15,16,17,21,22 | OR 1.12 (0.66-1.90)- Primary endpoint OR: 2.06 (1.09-3.92)-ICU admission HR 0.73 (0.40-1.34)- Mortality |
| Fox | USA | 355 | 66 ± 14 | 51% | Cohort study | Patients on antidiabetic medication prior to admission | Composite outcome of inpatient mortality, need for renal replacement therapy/hemodialysis, intubation, and vasopressors | Positive RT-PCR-nasopharyngeal swab | Single-center, COVID-19 positive patients, admitted from Mar-Apr 2020 | 1,2,3,15,6b-e,6i-k | OR 1.4 (0.84 to 2.31) |
| Kim | USA | 2,491 | 62 (50-75) | 53% | Cohort study | EHR | a) In-hospital mortality b) ICU admission | Resided in a predefined surveillance catchment area; positive SARS-CoV-2 test within 14 days prior to/during hospitalization | Coronavirus Disease 2019-Associated Hospitalization Surveillance Network | a)1,2,3,4,5,6c-h,19,22. b)1,2,3,4,5,6c-h 6l-m,19 | a) Risk ratio 1.19 (1.01–1.40) in-hospital mortality b) Risk ratio: 1.13 (1.03–1.24)-ICU admission |
| Orioli | Belgium | 345 | 69 ± 14 | 48% | Cohort study | Known or newly diagnosed diabetes (HbA1c ≥ 6.5% on admission) | Mortality | Positive RT-PCR and/or SARS-CoV-2 pneumonia on admission (infiltrates on either chest x-ray or chest-CT) | Single center study, patients with known or newly diagnosed diabetes and confirmed COVID-19 from Mar-May,2020 | 6d,54,55 | HR 0.43 (CI 0.16–1.17) |
| Tchang | USA | 3,533 | 65(53‐77) | 59% | Cohort study | EHR/ HbA1c ≥ 6.5%. | Composite outcome: ICU admission, invasive mechanical ventilation, or in‐hospital mortality | Positive RT-PCR | Patients admitted to New York Presbyterian hospital network, between Mar-May 2020 | 1,2,3,6a,6c,6d,6e,19 | HR 1.15 (1.01‐1.30) |
| Wang | China | 2433 | 60(50–68) | 50% | Cohort study | EHR | Disease progression and mortality | Positive RT-PCR or serum IgM-IgG antibody detection | Single center study of all COVID-19 positive between Feb-Apr, 2020 | 1,17,18,20,27, 30,32,34,36,37@. 1,32,34a,38@@ | Blood glucose (Ref: 3.9–6.1 mmol/L) Outcome of Disease progression@ > 6.1 mmol/L HR 1.58 (1.25-1.98) < 3.9 mmol/L HR 1.65 (0.97-2.81) Outcome of mortality @@ > 6.1 mmol/L HR 3.22 (1.54-6.73) < 3.9 mmol/L HR 7.31 (0.00, inf) |
| Wang | China | 605 | 59(47-68) | 53% | Cohort study | EHR/FBG≥7.0 mmol/L | 28-day mortality and in hospital complications | Positive RT-PCR | Multicenter study, Patients hospitalized with COVID-19 from Jan-Feb 2020 | 1,2,40$ | 28-day mortality$ HR 2.30 [1.49-3.55) 28-day in hospital complications |
| Petrilli | USA | 2741 | 63(51-74) | 61% | Cohort study | EHR | critical illness, defined as a composite of care in the ICU, use of mechanical ventilation, discharge to hospice, or death | Positive RT-PCR | Patients tested for SARS-Cov-2 between Mar-Apr 2020 | 1,2,3,4,14, 15,17,19,20, 24,34b,38,44 | OR 1.38 (1.17 to 1.62) (Unadjusted) OR 1.23(0.99-1.5) (Adjusted) |
| Cheng | China | 407 | 48 | 48% | Cohort study | Fasting glucose ≥ 7.0 mmol/L; 2 hr PP/random glucose ≥ 11.1 mmol/L | ICU admission, Invasive ventilation | Positive RT-PCR in suspected cases with H/O contact with the Wuhan area or with confirmed cases in the last 14 days)/ fever and/or respiratory tract symptoms /radiological features of pneumonia | Multicenter study, patients admitted from Jan-April 2020 | 1 and 23** | ICU admission OR 0.04 (0.00- 0.99)-Preadmission metformin use ** OR 1.02 (0.98–1.05)-Preadmission insulin OR 0.53 (0.18–1.61)-In-hospital metformin OR 1.02 (0.98–1.05)-In-hospital insulin Invasive ventilation |
| Gregory | USA | 6,451 | T1DM 37(21–51) | T1DM-42% T2DM-56% | Cohort study | T1DM-H/O autoantibodies or required multiple daily injections. T2DM-on antidiabetic medications | Hospitalization and illness severity | Positive RT-PCR | Epic Clarity data warehouse (houses entire EHR at VUMC, a network of 137 primary care, urgent care, and hospital facilities b/w Mar-Aug 2020. | 1,2,3,6c,15,19 | Hospitalization OR 3.90 (1.75–8.69) - T1DM OR 3.36 (2.49–4.55) -T2DM (Ref- No Diabetes) Illness severity OR 3.35 (1.53–7.33)- T1DM OR 3.42 (2.55–4.58)- T2D (Ref- No Diabetes) |
| Vargas-Vázquez | Mexico | 317 | 57(47–64) | NR | Cohort study | DM: previous diagnosis and/or treatment with glucose-lowering agents. Undiagnosed: if HbA1c ≥6.5% De novo/ intrahospital hyperglycemia if FPG ≥140 mg/dL without diabetes and normal HbA1c | Severe COVID-19: composite of death/ICU admission/mechanical ventilation | Positive RT-PCR | Hospitalized patients from a Mexico City reference center | 1,2,15,26 | UndIagnosed T2DM OR: 7.91 (2.59-28.07) Previously diagnosed T2DM OR:3.14 (1.12 10.31) De novo-OR 4.36 (1.53 to 13.67) but not associated with mortality after covariate adjustment |
| Koh | Singapore | 1,042 | 39±11 | 95% | Cohort study | EHR, HbA1c ≥6.5% | 4 outcomes: a) Severe COVID‐19 [SpO2 ≤93% on room air, respiratory rate ≥30 24 or need for ICU care] b) Dyspnea c) ICU admission. d) length of stay | Positive RT‐PCR throat/nasopharyngeal swab | Single center study with patients admitted from Feb-May 2020 | 1,2,15,17,42 | a) HR: 2.71 (1.34–5.47) b) HR 2.34 (1.13–4.88) c) 6.15 (1.99–19.05) d)1.70 (0.51–2.88) |
| Mithal | India | 401 | 54(19–92) | 69% | Cross-sectional study | H/O diabetes or HbA1c ≥ 6.5%. | a) ICU admission b) mortality c) COVID-19 disease severity score (using WHO ordinal scale for clinical improvement) | Positive RT-PCR-nasopharyngeal swab | Single center, patients hospitalized with COVID-19 | None | DM versus no DM a)24.3 vs 12.3%, p-0.002 b)6.3 vs 1.4%, p-0.015 c)20.1 vs 9%, p-0.002. Baseline Hba1c (n = 331) with severity scores (r = 0.136, p = 0.013). |
| Tang | China | 197 | 66(7–76) | 61% | Cohort study | Not reported | Disease aggravation | Positive RT-PCR/serum IgM-IgG antibody | Single center, patients hospitalized with COVID-19 from Jan-Mar 2020. | 1,2,6c,11,14, 17,18,20,24, 27,33-39 | 27/88 (30.7%) with disease aggravation were diabetic OR 8.31(2.92–23.6) |
| Zhang | China | 312 | 57 (38-66) | 45% | Cohort study | FPG ≥7.0 mmol/L/self-reported physician-diagnosed diabetes/anti-diabetic medication use. Newly diagnosed diabetes: Patients with no H/O diabetes with FPG ≥7.0 mmol/L at hospital admission | a) composite end-point events (including mechanical ventilation, admission to intensive care unit, or death) b)mortality c)mechanical ventilation | Positive RT-PCR/serum IgM-IgG antibody | Multicenter study, Patients hospitalized with COVID-19 from Jan-Mar 2020 | 1,2,12,43-46 | a) HR 2.18 (0.89–5.31) b) HR 6.87 (1.92–24.58) c)2.31 (0.76–7.03) |
| Zheng | China | 71 | 63±10-DM 54±14-no DM | 64%-DM 38%-no DM | Cohort study | EHR | a) CD4+ T cell% b) CD8+ T cell %. c)IL-6, IL-2, IL-10, and INF-γ d) average hospitalization days | Positive RT-PCR -throat swab/CT findings of COVID-19/SARS-CoV-2 IgM/IgG antibody | Single center study, with COVID positive inpatients from Feb-Mar 2020 | 15 | a)51.75 ± 4.45 |
ARDS, Acute respiratory distress syndrome;
Adjustments: 1=Age; 2=Sex; 3=Race; 4=Ethnicity; 5=Obesity; 6=Comorbidities; 6a=chronic respiratory disease 6b=Asthma; 6c=HT; 6d=chronic heart disease/cardiovascular disease/CAD; 6e=chronic renal disease;
6f=chronic liver disease; 6g=chronic neurological disease; 6h=Immunosuppression; 6i=COPD; 6j=heart failure; 6k=Atrial fibrillation; 6l=hematological disorders; 6m=rheumatologic/autoimmune disorder;
7=deprivation; 8=geographical region; 9=previous hospital admissions with coronary heart disease, cerebrovascular disease, or heart failure; 10=History of diabetes; 11=LFT; 12=eGFR; 13=glucose on admission;
14=NT‐proBNP (per 100 pg/mL); 15=BMI; 16=History of cancer;17=CRP; 18=LDH (per 100 U/L); 19=smoking; 20=Lymphocyte count (per 1 × 109/L); 21=WBC count; 22=Treatment with ACE/ARB's; 23=blood glucose;
24=Serum ferritin (per 100 μg/L); 25=HbA1c; 26=Number of comorbidities; 27=Differential neutrophil count; 28=Hematuria; 29=Initial serum globulin (g/L); 30=Fever with chills; 31=Marijuana use;
32=Platelet count (x109 cells/L); 33=CD3, CD4, CD8; 34=Coagulation function (34a, Fbg; 34b, D dimer); 35=IL-6; 36=Chest distress/dyspnea/chest tightness; 37=BUN; 38=Creatinine kinase; 39=CTnI;
40=CRB-65 measures the severity of pneumonia on a 0 to 4 scale; 41=QTc prolongation; 42=≥2 comorbidities; 43=Prothrombin time; 44=Procalcitonin; 45=aspartate aminotransferase (AST);
46=hospital; 47=systolic blood pressure; 48=total cholesterol; 49=antihypertensive drugs, lipid-lowering agents; 50=admission to ICU; 51=invasive mechanical ventilation;
52=glucose-lowering medication before and during hospital admission; 53=corticosteroid use; 54=cognitive impairment;55=Area of lung injury>50%
Median (IQR);
composite of risk factors including diabetes was the exposure; % adjustment with each outcome based on P < 0.05
versus no DM P < 0.05
versus IFG P < 0.05;
Summary of studies assessing the association between non-diabetic impaired glucose regulation and SARS-CoV-2 infection and/or COVID-19 outcomes
| Study | Country | N | Mean Age±SD (range) | Male (%) | Study design | Prediabetes/IFG assessment | Outcome | SARS-CoV-2 Assessment | Study population | Adjustments | Measure of Association (95% Confidence Interval) |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Mamtani | USA | 403 | 55 | 68% | Cohort study | Hyperglycemia [atleast one blood glucose ≥7.78 mmol/L during hospitalization with no history of diabetes | Mortality | Positive PCR for the RdRp and N genes. | Single center study, COVID-19 patients hospitalized from March-May 2020 | 1,27-32 | OR 21.94 (4.04–119.0) |
| Wang | China | 605 | 59 (47-68) | 53% | Cohort study | EHR/FBG 6.1-6.9 mmol/l | 28-day mortality and in hospital complications | Laboratory-confirmed in accordance with the interim guidance formulated by the WHO | Multicenter study, Patients hospitalized with COVID-19 from Jan-Feb 2020 | 1,2,40$ | 28-day in hospital complications OR: 2.61 (1.64, 4.41) 28-day mortality$ HR 1.71 (0.99, 2.94) Ref:FBG <6.1 mmol/l |
| Zhang | China | 312 | 57 (38-66) | 45% | Cohort study | IFG - glucose b/w 5.6 -6.9 mmol/L. | a) composite end-point events (including mechanical ventilation, admission to ICU/death) b)mortality c)mechanical ventilation | Positive RT-PCR of nasopharyngeal swab | Multicenter study, Patients hospitalized with COVID-19 from Jan-Mar 2020 | 1,2,11,12, 43-46 | |
| Sourij | Austria | 238 | 71±13 | 64% | Cohort study | HbA1c 39-46 mmol/mol | Mortality | Positive throat swab for SARS‐CoV‐2 | Hospitalized, with COVID-19, and either diabetes/ prediabetes | None | Prediabetes: 14.9% versus Diabetes:26.7% (p=0.128) |
| Li | China | 453 | 61 (49-68) | 53% | Cohort study | Hyperglycemia (fasting glucose 5.6-6.9 mmol/L and/or HbA1c 5.7-6.4%) | Mortality | Exposure to confirmed SARS-CoV-2 infection or to the Wuhan Huanan seafood | Patients admitted with lab‐confirmed SARS‐Cov‐2 infection from Jan-Mar 2020. | 1,2,19,47-53 | HR: 2.64 (0.50-14) |
| Ren | China | 151 | 59±16 | 52% | Cohort study | EHR-Triglyceride and glucose index (TyG)-marker for insulin resistance | Severe covid 19 infection and mortality | Severe: 1. respiratory rate > 30/min, 2. oxygen saturation ≤ 93%, 3. PaO2/FiO2, 4. Patients developed either with shock, or respiratory failure requiring mechanical ventilation, or combined with the other organ failure admission to ICU | Hospitalized with COVID-19, from Jan-Feb,2020 | 1,2,17,26, 31 | OR 2.9 (1.2-6.3)- severity OR 2.9 (1.2-6.7)-for mortality |
| Vargas-Vázquez | Mexico | 317 | 57 (47–64) | NR | Cohort study | using HbA1c ADA criteria | Severe COVID-19: composite of death, ICU admission or mechanical ventilation | Positive RT-PCR | Hospitalized patients from a Mexico City reference center | 1,2,15,26 | OR 3.25 (1.20-10.46) |
| Koh | Singapore | 1,042 | 39±11 | 95% | Cohort study | EHR, HbA1c 5.7–6.4% | Severe COVID-19 | Positive RT‐PCR throat/nasopharyngeal swab | Single center study with patients admitted from Feb-May,2020 | 1,2,15,17, 42 | HR: 0.49 (0.11–2.24) |
| Zheng | China | 71 | 61±14(IFG) 54±14(no DM) | 44% (IFG) 38% (no DM) | Cohort study | EHR | Hospitalization days, mortality | Positive RT-PCR -throat swab or typical CT findings of COVID-19 or SARS-CoV-2 IgM/IgG antibody | Single center study, with COVID positive inpatients from Feb-Mar 2020 | 15 | IFG no different than normal for hospitalization days, or mortality. |
Adjustments: 1=Age; 2=Sex; 3=Race; 4=Ethnicity; 5=Obesity; 6=Comorbidities; 6a=chronic respiratory disease 6b=Asthma; 6c=HT; 6d=chronic heart disease/cardiovascular disease/CAD; 6e=chronic renal disease;
6f=chronic liver disease; 6g=chronic neurological disease; 6h=Immunosuppression; 6i=COPD; 6j=heart failure; 6k=Atrial fibrillation; 6l=hematological disorders; 6m=rheumatologic/autoimmune disorder;
7=deprivation; 8=geographical region; 9=previous hospital admissions with coronary heart disease, cerebrovascular disease, or heart failure; 10=History of diabetes; 11=LFT; 12=eGFR; 13=glucose on admission;
14=NT‐proBNP (per 100 pg/mL); 15=BMI; 16=History of cancer;17=CRP; 18=LDH (per 100 U/L); 19=smoking; 20=Lymphocyte count (per 1 × 109/L); 21=WBC count; 22=Treatment with ACE/ARB's; 23=blood glucose;
24=Serum ferritin (per 100 μg/L); 25=Hba1c; 26=Number of comorbidities; 27=Differential neutrophil count; 28=Hematuria; 29=Initial serum globulin (g/L); 30=Fever with chills; 31=Marijuana use;
32=Platelet count (x109 cells/L); 33=CD3, CD4, CD8; 34=Coagulation function (34a,Fbg; 34b,D dimer); 35=IL-6; 36=Chest distress/dyspnea/chest tightness; 37=BUN; 38=Creatinine kinase; 39=CTnI;
40=CRB-65 measures the severity of pneumonia on a 0 to 4 scale; 41=QTc prolongation; 42=≥2 comorbidities; 43=Prothrombin time; 44=Procalcitonin; 45=aspartate aminotransferase (AST);
46=hospital; 47=systolic blood pressure; 48=total cholesterol; 49=antihypertensive drugs, lipid-lowering agents; 50=admission to ICU; 51=invasive mechanical ventilation;
52=glucose-lowering medication before and during hospital admission ; 53=corticosteroid use; 54=cognitive impairment;55=Area of lung injury>50%
Median (IQR).
Fig 2Directed Acyclic Graph summarizing possible causal pathways linking behaviors, biomarkers, IGR, comorbidities to SARS-CoV-2 infection and severity.