Association of Total, Added, and Natural Phosphorus Intakes with Biomarkers of Health Status and Mortality in Healthy Adults in the United States
Abstract
:1. Introduction
2. Materials and Methods
- Adjusted for age, gender, race/ethnicity, (i.e., Mexican American, Other Hispanic, Black, Other, and White), PIR as three groups (<1.35, 1.35 to ≤1.85, and >1.85) and total caloric intake;
- Adjusted for model 1 and BMI, systolic BP, smoking status, (i.e., former, current, never), physical activity level (moderate, vigorous, sedentary), LDL cholesterol, log (albumin creatinine ratio), GFR (CKD-EPI), and serum vitamin D (<16.2 ng/mL, ≥16.2 ng/mL);
- Adjusted for model 2 and Healthy Eating Index 2015 (HEI-2015) score and serum phosphorus.
3. Results
3.1. Association of Individual Usual Intake of Phosphorus with Physiological Parameters
3.1.1. Added Phosphorus
3.1.2. Natural Phosphorus
3.1.3. Total Phosphorus
3.2. Association of Individual Usual Intake of Phosphorus with Risk Factors of Physiological Parameters
3.3. Hazard Ratios Analyses of Individual Usual Intake of Phosphorus with All-Cause Mortality
4. Discussion
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Added Phosphorus | Natural Phosphorus | Total Phosphorus | |||||
---|---|---|---|---|---|---|---|
Physiological Variable | n | β ± SE | p | β ± SE | p | β ± SE | p |
All | |||||||
Apolipoprotein B (mg/dL) | 12,169 | −0.60 (0.59) | 0.3138 | −0.36 (0.17) | 0.0354 | −0.42 (0.16) | 0.0109 |
BP diastolic (mean rdg mm hg) | 35,481 | −0.35 (0.19) | 0.0684 | −0.25 (0.05) | <0.0001 | −0.28 (0.05) | <0.0001 |
BP systolic (mean rdg mm hg) | 35,643 | −0.59 (0.31) | 0.0607 | −0.32 (0.07) | <0.0001 | −0.37 (0.07) | <0.0001 |
CVD risk score | 33,979 | 0.004 (0.001) | 0.0004 | −0.001 (0.0003) | <0.0001 | −0.001 (0.0003) | 0.0008 |
Creatinine (mg/dL) | 34,856 | 0.01 (0.004) | 0.0067 | −0.002 (0.001) | 0.1156 | −0.001 (0.001) | 0.4097 |
GFR (mL/min/1.73 m2) (ckd-epi) | 34,856 | −0.50 (0.26) | 0.0588 | 0.02 (0.08) | 0.7831 | −0.02 (0.08) | 0.8364 |
Glucose, plasma (mg/dL) * | 15,816 | 0.49 (0.53) | 0.3615 | 0.01 (0.10) | 0.9431 | 0.02 (0.09) | 0.8031 |
Glycohemoglobin (%) | 35,302 | 0.07 (0.01) | <0.0001 | 0.02 (0.003) | <0.0001 | 0.03 (0.003) | <0.0001 |
HDL-cholesterol (mg/dL) | 34,952 | −2.12 (0.28) | <0.0001 | 0.26 (0.07) | 0.0004 | 0.11 (0.07) | 0.1336 |
HOMA-IR | 15,724 | 0.22 (0.11) | 0.0408 | 0.04 (0.03) | 0.1254 | 0.06 (0.03) | 0.0250 |
Insulin (uU/mL) * | 15,510 | 0.03 (0.22) | 0.8907 | 0.01 (0.04) | 0.8491 | 0.01 (0.04) | 0.8408 |
LDL-cholesterol (mg/dL) | 15,563 | 0.15 (0.74) | 0.8373 | −0.45 (0.24) | 0.0632 | −0.45 (0.24) | 0.0573 |
Phosphorus (mg/dL) | 34,851 | 0.01 (0.01) | 0.3620 | 0.01 (0.003) | <0.0001 | 0.02 (0.003) | <0.0001 |
Total cholesterol (mg/dL) | 34,953 | −0.09 (0.71) | 0.8953 | −0.79 (0.19) | 0.0001 | −0.82 (0.19) | <0.0001 |
Total femur BMC | 14,995 | 0.28 (0.19) | 0.1341 | 0.26 (0.05) | <0.0001 | 0.28 (0.05) | <0.0001 |
Total femur BMD | 14,995 | 0.002 (0.003) | 0.5814 | 0.005 (0.001) | <0.0001 | 0.01 (0.001) | <0.0001 |
Triglyceride (mg/dL) * | 15,668 | −1.47 (2.22) | 0.5084 | −0.26 (0.51) | 0.6134 | −0.28 (0.47) | 0.5525 |
Males | |||||||
Apolipoprotein B (mg/dL) | 6075 | −1.35 (0.72) | 0.0635 | −0.45 (0.23) | 0.0536 | −0.57 (0.22) | 0.0104 |
BP diastolic (mean rdg mm hg) | 17,956 | −0.47 (0.24) | 0.0475 | −0.29 (0.07) | <0.0001 | −0.34 (0.07) | <0.0001 |
BP systolic (mean rdg mm hg) | 18,030 | −0.93 (0.39) | 0.0183 | −0.33 (0.08) | 0.0001 | −0.41 (0.08) | <0.0001 |
CVD risk score | 17,232 | 0.001 (0.001) | 0.2862 | −0.0004 (0.0003) | 0.2060 | −0.0003 (0.0003) | 0.3359 |
Creatinine (mg/dL) | 17,603 | 0.01 (0.005) | 0.0582 | −0.001 (0.001) | 0.6472 | 0.0001 (0.001) | 0.9076 |
GFR (ml/min/1.73 m2) (ckd-epi) | 17,603 | −0.37 (0.30) | 0.2162 | −0.07 (0.09) | 0.4885 | −0.10 (0.10) | 0.3207 |
Glucose, plasma (mg/dL) * | 7945 | 0.91 (0.72) | 0.2049 | −0.06 (0.12) | 0.6259 | −0.02 (0.12) | 0.8736 |
Glycohemoglobin:(%) | 17,756 | 0.08 (0.02) | <0.0001 | 0.02 (0.004) | <0.0001 | 0.03 (0.004) | <0.0001 |
HDL-cholesterol (mg/dL) | 17,639 | −1.65 (0.26) | <0.0001 | 0.09 (0.08) | 0.2764 | −0.04 (0.09) | 0.6642 |
HOMA-IR | 7936 | 0.35 (0.14) | 0.0160 | 0.06 (0.04) | 0.1014 | 0.09 (0.04) | 0.0125 |
Insulin (uU/mL) * | 7837 | 0.03 (0.30) | 0.9180 | −0.02 (0.06) | 0.7523 | −0.01 (0.05) | 0.7852 |
LDL-cholesterol (mg/dL) | 7761 | −0.48 (0.90) | 0.5973 | −0.51 (0.33) | 0.1233 | −0.56 (0.31) | 0.0734 |
Phosphorus (mg/dL) | 17,599 | 0.01 (0.01) | 0.5575 | 0.01 (0.003) | 0.0017 | 0.01 (0.003) | 0.0007 |
Total cholesterol (mg/dL) | 17,639 | 0.12 (0.94) | 0.9015 | −1.07 (0.24) | <0.0001 | −1.09 (0.25) | <0.0001 |
Total femur BMC | 7752 | 0.29 (0.25) | 0.2569 | 0.25 (0.06) | 0.0001 | 0.28 (0.06) | <0.0001 |
Total femur BMD | 7752 | 0.002 (0.004) | 0.6888 | 0.004 (0.001) | 0.0013 | 0.004 (0.001) | 0.0017 |
Triglyceride (mg/dL) * | 7893 | −3.78 (2.97) | 0.2046 | −0.35 (0.64) | 0.5821 | −0.44 (0.60) | 0.4637 |
Females | |||||||
Apolipoprotein B (mg/dL) | 6094 | 0.50 (0.90) | 0.5820 | −0.28 (0.33) | 0.3864 | −0.26 (0.33) | 0.4468 |
BP diastolic (mean rdg mm hg) | 17,525 | −0.12 (0.28) | 0.6751 | −0.15 (0.09) | 0.0823 | −0.16 (0.08) | 0.0541 |
BP systolic (mean rdg mm hg) | 17,613 | 0.09 (0.41) | 0.8282 | −0.39 (0.12) | 0.0017 | −0.39 (0.12) | 0.0021 |
CVD risk score | 16,747 | 0.01 (0.002) | <0.0001 | −0.001 (0.0004) | 0.0005 | −0.001 (0.0004) | 0.0227 |
Creatinine (mg/dL) | 17,253 | 0.01 (0.01) | 0.0220 | −0.003 (0.002) | 0.0441 | −0.002 (0.002) | 0.1551 |
GFR (ml/min/1.73 m2) (ckd-epi) | 17,253 | −0.77 (0.49) | 0.1234 | 0.21 (0.12) | 0.0807 | 0.16 (0.12) | 0.1841 |
Glucose, plasma (mg/dL) * | 7871 | −0.34 (0.76) | 0.6543 | 0.16 (0.19) | 0.3964 | 0.13 (0.18) | 0.4673 |
Glycohemoglobin:(%) | 17,546 | 0.05 (0.02) | 0.0126 | 0.02 (0.005) | <0.0001 | 0.03 (0.005) | <0.0001 |
HDL-cholesterol (mg/dL) | 17,313 | −3.12 (0.60) | <0.0001 | 0.55 (0.13) | <0.0001 | 0.34 (0.12) | 0.0079 |
HOMA-IR | 7788 | 0.003 (0.13) | 0.9834 | 0.02 (0.04) | 0.5548 | 0.024 (0.04) | 0.5399 |
Insulin (uU/mL) * | 7673 | 0.02 (0.26) | 0.9527 | 0.09 (0.05) | 0.0957 | 0.08 (0.05) | 0.1247 |
LDL-cholesterol (mg/dL) | 7802 | 0.87 (1.20) | 0.4689 | −0.45 (0.38) | 0.2395 | −0.41 (0.41) | 0.3201 |
Phosphorus (mg/dL) | 17,252 | 0.01 (0.02) | 0.4739 | 0.02 (0.004) | <0.0001 | 0.02 (0.004) | <0.0001 |
Total cholesterol (mg/dL) | 17,314 | −0.94 (0.98) | 0.3404 | −0.37 (0.33) | 0.2536 | −0.46 (0.34) | 0.1826 |
Total femur BMC | 7243 | 0.30 (0.22) | 0.1889 | 0.27 (0.06) | <0.0001 | 0.30 (0.06) | <0.0001 |
Total femur BMD | 7243 | 0.004 (0.01) | 0.4691 | 0.01 (0.001) | <0.0001 | 0.008 (0.001) | <0.0001 |
Triglyceride (mg/dL) * | 7775 | −0.42 (2.68) | 0.8755 | −0.98 (0.64) | 0.1281 | −0.89 (0.57) | 0.1208 |
Total Sample | Added Phosphorus | Natural Phosphorus | Total Phosphorus | |||||
---|---|---|---|---|---|---|---|---|
Physiological Variable | Sample (n) | Events (n) | OR, 99% CI | p | OR, 99% CI | p | OR, 99% CI | p |
All | ||||||||
BP, elevated | 35,481 | 18,723 | 0.96 (0.88, 1.05) | 0.2615 | 0.97 (0.94, 1.00) | 0.0053 | 0.97 (0.94, 0.99) | 0.0021 |
Glucose, elevated * | 15,816 | 7903 | 0.92 (0.83, 1.02) | 0.0365 | 1.00 (0.98, 1.02) | 0.7046 | 0.99 (0.97, 1.01) | 0.4435 |
HDL, reduced | 34,952 | 15,151 | 1.21 (1.09, 1.34) | <0.0001 | 0.98 (0.95, 1.00) | 0.0203 | 0.99 (0.97, 1.02) | 0.3295 |
Insulin, elevated * | 15,510 | 5142 | 1.11 (0.97, 1.28) | 0.0479 | 1.01 (0.99, 1.04) | 0.2020 | 1.01 (0.99, 1.04) | 0.1066 |
LDL, elevated | 15,563 | 11,599 | 1.01 (0.87, 1.18) | 0.8756 | 0.98 (0.93, 1.02) | 0.1606 | 0.98 (0.93, 1.02) | 0.1458 |
Total cholesterol, elevated | 34,953 | 19,193 | 1.01 (0.91, 1.12) | 0.8132 | 0.98 (0.95, 1.01) | 0.0480 | 0.98 (0.96, 1.01) | 0.0433 |
Triglycerides, elevated * | 15,668 | 6202 | 0.95 (0.85, 1.06) | 0.2242 | 0.98 (0.96, 1.01) | 0.0696 | 0.98 (0.96, 1.01) | 0.0578 |
Males | ||||||||
BP, elevated | 17,956 | 10,038 | 0.94 (0.85, 1.04) | 0.0901 | 0.95 (0.92, 0.99) | 0.0004 | 0.95 (0.92, 0.98) | 0.0001 |
Glucose, elevated * | 7945 | 4519 | 0.95 (0.82, 1.09) | 0.2897 | 1.00 (0.97, 1.02) | 0.7648 | 1.00 (0.97, 1.02) | 0.6211 |
HDL, reduced | 17,639 | 7317 | 1.14 (1.03, 1.27) | 0.0010 | 1.00 (0.97, 1.03) | 0.9729 | 1.01 (0.98, 1.04) | 0.3687 |
Insulin, elevated * | 7837 | 2639 | 1.15 (0.97, 1.36) | 0.0312 | 0.99 (0.96, 1.02) | 0.2805 | 0.99 (0.97, 1.02) | 0.5876 |
LDL, elevated | 7761 | 5942 | 0.99 (0.82, 1.20) | 0.9051 | 0.97 (0.92, 1.03) | 0.1673 | 0.97 (0.92, 1.02) | 0.1244 |
Total cholesterol, elevated | 17,639 | 9643 | 1.00 (0.88, 1.12) | 0.9403 | 0.97 (0.94, 1.01) | 0.0497 | 0.97 (0.94, 1.01) | 0.0393 |
Triglycerides, elevated * | 7893 | 3462 | 0.93 (0.81, 1.07) | 0.1957 | 0.98 (0.96, 1.01) | 0.1445 | 0.98 (0.96, 1.01) | 0.1107 |
Females | ||||||||
BP, elevated | 17,525 | 8685 | 1.03 (0.85, 1.25) | 0.6892 | 0.99 (0.94, 1.05) | 0.7374 | 0.99 (0.94, 1.05) | 0.8013 |
Glucose, elevated * | 7871 | 3384 | 0.83 (0.68, 1.03) | 0.0268 | 0.98 (0.94, 1.02) | 0.2492 | 0.98 (0.94, 1.02) | 0.1181 |
HDL, reduced | 17,313 | 7834 | 1.37 (1.16, 1.61) | <0.0001 | 0.94 (0.90, 0.98) | 0.0004 | 0.96 (0.92, 1.00) | 0.0130 |
Insulin, elevated * | 7673 | 2503 | 1.03 (0.81, 1.31) | 0.7564 | 1.07 (1.02, 1.12) | 0.0004 | 1.06 (1.01, 1.11) | 0.0007 |
LDL, elevated | 7802 | 5657 | 1.02 (0.80, 1.30) | 0.8568 | 0.98 (0.92, 1.05) | 0.5465 | 0.99 (0.92, 1.06) | 0.5676 |
Total cholesterol, elevated | 17,314 | 9550 | 1.02 (0.87, 1.20) | 0.7503 | 0.99 (0.94, 1.03) | 0.3967 | 0.99 (0.95, 1.03) | 0.4301 |
Triglycerides, elevated * | 7775 | 2740 | 0.94 (0.77, 1.14) | 0.3920 | 0.96 (0.92, 1.01) | 0.0291 | 0.96 (0.92, 1.01) | 0.0261 |
Intake Variable | Quintile 1 | Quintile 2 | Quintile 3 | Quintile 4 | Quintile 5 |
---|---|---|---|---|---|
Total Phosphorus (mg) | <1020 | 1020–1188 | 1188–1390 | 1390–1630 | >1630 |
Added Phosphorus (mg) | <140 | 140–163 | 163–187 | 187–230 | >230 |
Natural Phosphorus (mg) | <871 | 871–1010 | 1010–1186 | 1186–1406 | >1406 |
Total Phosphorus Density (mg/kcal) | <0.55 | 0.55–0.59 | 0.59–0.61 | 0.61–0.65 | >0.65 |
Added Phosphorus Density (mg/kcal) | <0.075 | 0.075–0.083 | 0.083–0.088 | 0.088–0.094 | >0.094 |
Natural Phosphorus Density (mg/kcal) | <0.46 | 0.46–0.50 | 0.50–0.53 | 0.53–0.57 | >0.57 |
Total Sample | Quintile 1 | Quintile 2 | Quintile 3 | Quintile 4 | Quintile 5 | p-Trend 2 | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Phosphorus Intake | Sample (n) | Events (n) | Events (n) | OR, 99% CI | Events (n) | OR, 99% CI | Events (n) | OR, 99% CI | Events (n) | OR, 99% CI | Events (n) | OR, 99% CI | |
Covariate Set 1 3 | |||||||||||||
Total | 10,481 | 1425 | 391 | 1.00 (ref) | 312 | 0.90 (0.66, 1.22) | 324 | 0.86 (0.54, 1.37) | 257 | 0.64 (0.34, 1.22) | 141 | 0.93 (0.44, 1.96) | 0.3587 |
Added | 10,481 | 1425 | 593 | 1.00 (ref) | 277 | 0.88 (0.67, 1.16) | 216 | 0.88 (0.64, 1.20) | 215 | 0.92 (0.63, 1.35) | 124 | 0.74 (0.42, 1.27) | 0.2077 |
Natural | 10,481 | 1425 | 369 | 1.00 (ref) | 309 | 0.83 (0.60, 1.15) | 322 | 0.77 (0.51, 1.17) | 260 | 0.54 (0.30, 0.97) | 165 | 0.82 (0.44, 1.52) | 0.1134 |
Covariate Set 2 4 | |||||||||||||
Total | 4014 | 536 | 143 | 1.00 (ref) | 117 | 1.05 (0.68, 1.60) | 122 | 1.21 (0.62, 2.36) | 95 | 1.00 (0.48, 2.05) | 59 | 1.86 (0.79, 4.39) | 0.1677 |
Added | 4014 | 536 | 224 | 1.00 (ref) | 103 | 0.75 (0.47, 1.19) | 85 | 0.73 (0.44, 1.22) | 83 | 0.77 (0.45, 1.31) | 41 | 0.63 (0.22, 1.78) | 0.1806 |
Natural | 4014 | 536 | 128 | 1.00 (ref) | 130 | 1.02 (0.65, 1.59) | 114 | 1.03 (0.56, 1.88) | 96 | 0.82 (0.41, 1.62) | 68 | 1.58 (0.73, 3.43) | 0.3270 |
Covariate Set 3 5 | |||||||||||||
Total | 4014 | 536 | 143 | 1.00 (ref) | 117 | 1.06 (0.70, 1.62) | 122 | 1.17 (0.60, 2.31) | 95 | 0.98 (0.48, 2.02) | 59 | 1.85 (0.79, 4.37) | 0.1851 |
Added | 4014 | 536 | 224 | 1.00 (ref) | 103 | 0.74 (0.46, 1.19) | 85 | 0.74 (0.45, 1.24) | 83 | 0.76 (0.43, 1.35) | 41 | 0.59 (0.19, 1.77) | 0.1771 |
Natural | 4014 | 536 | 128 | 1.00 (ref) | 130 | 1.05 (0.66, 1.66) | 114 | 1.01 (0.55, 1.86) | 96 | 0.82 (0.42, 1.61) | 68 | 1.61 (0.74, 3.48) | 0.3292 |
Total Sample | Quintile 1 | Quintile 2 | Quintile 3 | Quintile 4 | Quintile 5 | p-Trend 2 | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Phosphorus Intake | Sample (n) | Events (n) | Events (n) | OR, 99% CI | Events (n) | OR, 99% CI | Events (n) | OR, 99% CI | Events (n) | OR, 99% CI | Events (n) | OR, 99% CI | |
Covariate Set 1 3 | |||||||||||||
Total | 10,481 | 1425 | 203 | 1.00 (ref) | 215 | 0.78 (0.55, 1.11) | 241 | 0.93 (0.62, 1.41) | 318 | 0.87 (0.58, 1.30) | 448 | 0.87 (0.59, 1.26) | 0.6451 |
Added | 10,481 | 1425 | 503 | 1.00 (ref) | 413 | 0.87 (0.67, 1.13) | 222 | 0.85 (0.60, 1.21) | 139 | 0.89 (0.58, 1.36) | 148 | 0.90 (0.56, 1.44) | 0.4612 |
Natural | 10,481 | 1425 | 197 | 1.00 (ref) | 198 | 1.02 (0.69, 1.50) | 215 | 0.97 (0.65, 1.45) | 335 | 0.98 (0.65, 1.50) | 480 | 1.02 (0.67, 1.54) | 0.9353 |
Covariate Set 2 4 | |||||||||||||
Total | 4014 | 536 | 69 | 1.00 (ref) | 83 | 1.09 (0.57, 2.07) | 98 | 1.61 (0.85, 3.03) | 126 | 1.14 (0.66, 1.99) | 160 | 1.36 (0.76, 2.44) | 0.2711 |
Added | 4014 | 536 | 195 | 1.00 (ref) | 153 | 0.74 (0.52, 1.06) | 90 | 0.86 (0.51, 1.47) | 52 | 0.68 (0.33, 1.38) | 46 | 0.88 (0.38, 2.04) | 0.4412 |
Natural | 4014 | 536 | 67 | 1.00 (ref) | 67 | 1.04 (0.53, 2.02) | 93 | 1.57 (0.90, 2.75) | 137 | 1.39 (0.76, 2.55) | 172 | 1.54 (0.91, 2.62) | 0.0386 |
Covariate Set 3 5 | |||||||||||||
Total | 4014 | 536 | 69 | 1.00 (ref) | 83 | 1.13 (0.58, 2.19) | 98 | 1.59 (0.85, 2.98) | 126 | 1.17 (0.67, 2.04) | 160 | 1.40 (0.77, 2.56) | 0.2348 |
Added | 4014 | 536 | 195 | 1.00 (ref) | 153 | 0.74 (0.52, 1.06) | 90 | 0.85 (0.49, 1.48) | 52 | 0.68 (0.32, 1.43) | 46 | 0.86 (0.36, 2.07) | 0.4550 |
Natural | 4014 | 536 | 67 | 1.00 (ref) | 67 | 1.09 (0.56, 2.10) | 93 | 1.59 (0.90, 2.82) | 137 | 1.43 (0.78, 2.60) | 172 | 1.62 (0.91, 2.86) | 0.0394 |
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Fulgoni, K.; Fulgoni, V.L., III; Wallace, T.C. Association of Total, Added, and Natural Phosphorus Intakes with Biomarkers of Health Status and Mortality in Healthy Adults in the United States. Nutrients 2022, 14, 1738. https://doi.org/10.3390/nu14091738
Fulgoni K, Fulgoni VL III, Wallace TC. Association of Total, Added, and Natural Phosphorus Intakes with Biomarkers of Health Status and Mortality in Healthy Adults in the United States. Nutrients. 2022; 14(9):1738. https://doi.org/10.3390/nu14091738
Chicago/Turabian StyleFulgoni, Kristin, Victor L. Fulgoni, III, and Taylor C. Wallace. 2022. "Association of Total, Added, and Natural Phosphorus Intakes with Biomarkers of Health Status and Mortality in Healthy Adults in the United States" Nutrients 14, no. 9: 1738. https://doi.org/10.3390/nu14091738