Association of Anemia with Clinical Symptoms Commonly Attributed to Anemia—Analysis of Two Population-Based Cohorts
Abstract
:1. Introduction
2. Materials and Methods
2.1. Design and Sample
2.2. Outcomes, Predictors, and Statistical Analysis
3. Results
3.1. Characteristics of Study Population
3.2. Anemia
3.3. Association of Anemia and Symptoms
3.3.1. Fatigue
3.3.2. Lack of Energy
3.3.3. Lack of Concentration
3.3.4. Dyspnea
3.4. Positive Predictive Value of Symptoms for the Presence of Anemia
3.5. Association of Symptoms with Other Variables
4. Discussion
4.1. Summary of the Main Results
4.2. Comparison with Scientific Literature
4.3. Limitations
4.4. Interpretation
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Disease | Billing Diagnosis ICD-10 GM | Time Frame and Kind of Diagnosis |
---|---|---|
at least one relevant and confirmed ICD diagnosis coded as …. prior to the SHIP-2/SHIP-Trend study entrance of the participants | ||
Anemia | D50, D64, D55, D59, D53, D51, D61 |
|
Heart Failure | I50 |
|
Depression, Anxiety | F32, F33, F41, F31, F06, F20, F61, F40, F43, F34, F60 |
|
Diabetes | E10, E11, E13, E14, E12 |
|
Chronic Kidney Disease | N18 |
|
Hypothyroidism | E01, E02, E03 |
|
COPD | J44 |
|
Asthma | J45 |
|
Cancer | C0–C96 |
|
Charlson Comorbidity Index | relevant diagnosis |
|
Medication | ATC-CODES |
---|---|
Antineoplastic Agents | L01 |
Benzodiazepine Derivatives | N05CD |
Antidepressants | N06A |
Antipsychotics | N05A |
Antihistamine | R06A |
Antihypertensives and Diuretics | C02, C03 |
Opioids | N02A |
Anti-Parkinson Drugs | N04 |
All Participants (N = 5979; 100%) | Participants with Anemia (n = 379; 6.3%) | Participants without Anemia (n = 5600; 93.7%) | |
---|---|---|---|
Women | 3149 (52.7) | 183 (3.06) | 2966 (49.6) |
Age | |||
20–29 | 327 (5.5) | 18 (0.3) | 309 (5.2) |
30–49 | 84 (1.4) | 1953 (32.7) | 2037 (34.1) |
50–69 | 2519 (42.1) | 138 (2.3) | 2381 (39.8) |
>=70 | 1096 (18.3) | 139 (2.3) | 957 (16.0) |
Fatigue | 1775 (29.7) | 128 (2.2) | 1647 (27.5) |
Lack of energy | 968 (16.2) | 81 (1.4) | 887 (14.8) |
Lack of concentration | 927 (15.5) | 70 (1.2) | 857 (14.3) |
Shortness of breath/weakness | 1727 (28.9) | 145 (2.4) | 1582 (26.5) |
Iron deficiency (serum ferritin) | 292 (5.0) (180 missing) | 95 (1.6) (13 missing) | 197 (3.4) (167 missing) |
Depression /anxiety (SHIP-data) | 1273 (21.3) (22 missing) | 74 (1.2) (2 missing) | 1199 (20.1) (20 missing) |
Depression / anxiety (claims data) | 715 (12.0) | 45 (0.8) | 670 (11.2) |
Insomnia | 1453 (24.3) | 109 (1.8) | 1344 (22.5) |
Hypertension | 569 (9.6) (30 missing) | 16 (0.3) (3 missing) | 553 (9.3) (27 missing) |
Heart failure (claims data) | 121 (2.0) | 28 (0.4 | 93 (1.6) |
Chronic kidney disease (claims data) | 165 (2.8) | 44 (0.8) | 121 (2.0) |
Diabetes (claims data) | 794 (13.3) | 94 (1.6) | 700 (11.7) |
Hypothyroidism (claims data) | 375 (6.3) | 27 (0.5) | 348 (5.8) |
Cancer (claims data) | 92 (1.5) | 14 (0.2) | 78 (1.3) |
Asthma (claims data) | 301 (5.0) | 20 (0.3) | 281 (4.7) |
COPD (claims data) | 209 (3.5) | 28 (0.5) | 181 (3.0) |
Charlson Comorbidity Index (claims data) | |||
0 | 4417 (73.9) | 216 (3.6) | 4201 (70.3) |
1 | 951 (15.9) | 63 (1.0) | 888 (14.9) |
2 | 324 (5.4) | 42 (0.7) | 282 (4.7) |
3–5 | 253 (4.2) | 49 (0.8) | 204 (3.4) |
6–9 | 34 (0.6) | 9 (0.2) | 25 (0.4) |
Number of medications | |||
0 | 1656 (27.7) | 69 (1.2) | 1587 (26.5) |
1 | 1125 (18.8) | 48 (0.8) | 1077 (18.0) |
2 | 877 (14.7) | 40 (0.7) | 837 (14.0) |
3 | 607 (10.2) | 37 (0.7) | 570 (9.5) |
4 | 465 (7.8) | 29 (0.5) | 436 (7.3) |
5 | 385 (6.4) | 37 (0.6) | 348 (5.8) |
>6 | 864 (14.4) | 119 (1.9) | 745 (12.5) |
Medication with possible side-effect fatigue | 1061 (17.8) | 112 (1.9) | 949 (15.9) |
Pregnant | 199 (3.3) | 4 (0.1) | 195 (3.2) |
Anemia Severity | Women (n = 179) | Pregnant Women (n = 4) | Men (n = 196) |
---|---|---|---|
Mild | 110–119 g/L | 100–109 g/L | 110–129 g/L |
140 (78.4%) | 4 (100%) | 179 (92.2%) | |
Moderate | 80–109 g/L | 70–99 g/L | 80–109 g/L |
39 (21.6%) | - | 15 (6.4%) | |
Severe | <80 g/L | <70 g/L | <80 g/L |
- | - | 2 (1.4%) |
Outcomes | ||||||||
---|---|---|---|---|---|---|---|---|
Fatigue | Lack of Energy | Lack of Concentration | Dyspnea and/or Weakness | |||||
Predictors | OR (95% CI) n = 5957 | OR (95% CI) n = 5957 | OR (95% CI) n = 5957 | OR (95% CI) n = 5957 | ||||
Model 1 | Model 2 | Model 1 | Model 2 | Model 1 | Model 2 | Model 1 | Model 2 | |
Anemia | 1.15 (0.94; 1.40) | 1.19 (0.98; 1.46) | 1.41 (1.09; 1.81) | 1.45 (1.13; 1.86) | 1.12 (0.87; 1.44) | 1.13 (0.88; 1.46) | 1.04 (0.85; 1.29) | 1.11 (0.90; 1.37) |
Women | 1.40 (1.26; 1.55) | 1.42 (1.28; 1.57) | 1.33 (1.16; 1.52) | 1.33 (1.16; 1.53) | 1.12 (0.98; 1.28) | 1.11 (0.97; 1.28) | 1.08 (0.97; 1.21) | 1.09 (0.98; 1.22) |
Age (years) | 0.98 (0.97; 0.99) | 0.98 (0.98; 0.99) | 0.98 (0.97; 0.99) | 0.99 (0.98; 1.00) | 1.01 (1.00; 1.01) | 1.01 (1.00; 1.02) | 1.01 (1.01; 1.02) | 1.03 (1.02; 1.04) |
Number of medications | 1.11 (1.08; 1.13) | - | 1.13 (1.09; 1.16) | - | 1.08 (1.05; 1.10) | - | 1.19 (1.17; 1.22) | - |
Medication with possible side effect fatigue | - | 1.25 (1.10; 1.42) | - | 1.58 (1.36; 1.85) | - | 1.70 (1.47; 1.98) | - | 1.69 (1.49; 1.92) |
Depression and/or anxiety (SHIP) | 3.44 (3.08; 3.84) | 3.49 (3.13; 3.91) | 8.22 (7.22; 9.36) | 8.13 (7.14; 9.26) | 6.79 (5.95; 7.74) | 6.58 (5.77; 7.51) | 2.66 (2.36; 2.99) | 2.68 (2.38; 3.01) |
Insomnia (SHIP) | 2.24 (2.01; 2.49) | 2.31 (2.08; 2.57) | 2.06 (1.80; 2.35) | 2.12 (1.86; 2.43) | 1.76 (1.54; 2.02) | 1.78 (1.56; 2.04) | 1.65 (1.47; 1.84) | 1.72 (1.54; 1.93) |
CCI (claims data) | 1.10 (1.04; 1.16) | 1.18 (1.12; 1.25) |
1.07 (0.99; 1.14) | 1.15 (1.08; 1.22) |
1.08 (1.01; 1.15) | 1.11 (1.04; 1.18) | 1.09 (1.03; 1.16) | 1.20 (1.14; 1.27) |
Heart failure (claims data) | - | - | - | - | - | - | 2.66 (1.7; 4.00) | 3.03 (2.03; 4.53) |
COPD (claims data) | - | - | - | - | - | - | 1.99 (1.49; 2.65) | 2.14 (1.61; 2.83) |
Asthma (claims data) | - | - | - | - | - | - | 3.36 (2.67; 4.25) | 3.63 (2.88; 4.56) |
Number of Symptoms | All Participants (n = 5979) (%) | Participants without Anemia (n = 5600) (%) | Participants with Anemia (n = 379) (%) | Positive Predictive Value % (95% CI) |
---|---|---|---|---|
Four Symptoms | 295 (4.9) | 271 (4.7) | 24 (6.6) | 8.4 (5.8–10.9) |
Three Symptoms | 430 (7.2) | 387 (6.9) | 43 (10.5) | 8.9 (6.8–11.2) |
Two Symptoms | 708 (11.5) | 658 (11.4) | 50 (13.1) | 6.9 (5.4–8.5) |
One Symptom | 1511 (24.7) | 1412 (24.7) | 99 (24.6) | 6.1 (5.1–7.1) |
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Weckmann, G.; Kiel, S.; Chenot, J.-F.; Angelow, A. Association of Anemia with Clinical Symptoms Commonly Attributed to Anemia—Analysis of Two Population-Based Cohorts. J. Clin. Med. 2023, 12, 921. https://doi.org/10.3390/jcm12030921
Weckmann G, Kiel S, Chenot J-F, Angelow A. Association of Anemia with Clinical Symptoms Commonly Attributed to Anemia—Analysis of Two Population-Based Cohorts. Journal of Clinical Medicine. 2023; 12(3):921. https://doi.org/10.3390/jcm12030921
Chicago/Turabian StyleWeckmann, Gesine, Simone Kiel, Jean-François Chenot, and Aniela Angelow. 2023. "Association of Anemia with Clinical Symptoms Commonly Attributed to Anemia—Analysis of Two Population-Based Cohorts" Journal of Clinical Medicine 12, no. 3: 921. https://doi.org/10.3390/jcm12030921
APA StyleWeckmann, G., Kiel, S., Chenot, J. -F., & Angelow, A. (2023). Association of Anemia with Clinical Symptoms Commonly Attributed to Anemia—Analysis of Two Population-Based Cohorts. Journal of Clinical Medicine, 12(3), 921. https://doi.org/10.3390/jcm12030921