| Literature DB >> 33912745 |
Mireille El Ters1,2, Pengcheng Lu3, Jonathan D Mahnken3, Jason R Stubbs1, Shiqin Zhang1, Darren P Wallace1, Jared J Grantham1, Arlene B Chapman4,5, Vicente E Torres2, Peter C Harris2, Kyongtae Ty Bae6, Douglas P Landsittel7, Frederic F Rahbari-Oskoui5, Michal Mrug8, William M Bennett9, Alan S L Yu1.
Abstract
INTRODUCTION: Autosomal dominant polycystic kidney disease (ADPKD) is characterized by progressive cyst growth and a loss of functioning renal mass, but a decline in glomerular filtration rate (GFR) and onset of end-stage renal disease (ESRD) occur late in the disease course. There is therefore a great need for early prognostic biomarkers in this disorder.Entities:
Keywords: ADPKD; FGF23
Year: 2021 PMID: 33912745 PMCID: PMC8071629 DOI: 10.1016/j.ekir.2021.01.004
Source DB: PubMed Journal: Kidney Int Rep ISSN: 2468-0249
Baseline characteristics of study population, stratified by quartiles of FGF23
| Baseline characteristic | Quartile 1, <42.9 pg/ml, | Quartile 2, 42.9-52.0 pg/ml, | Quartile 3, 52.0-67.6 pg/ml, | Quartile 4, >67.6 pg/ml, | |
|---|---|---|---|---|---|
| Age, yr | 33.3 (8.6) | 30.6 (8.5) | 34.2 (8.3) | 32.6 (8.2) | 0.2 |
| Female sex, | 38 (79.2) | 32 (66.7) | 27 (56.3) | 21 (43.8) | 0.003 |
| Race/ethnicity, | 0.27 | ||||
| White | 43 (89.6) | 39 (81.3) | 42 (87.5) | 46 (95.8) | |
| African American | 4 (8.3) | 6 (12.5) | 6 (12.5) | 2 (4.2) | |
| Hispanic | 0 (0) | 2 (4.2) | 0 (0) | 0 (0) | |
| Asian | 1 (2.1) | 1 (2.1) | 0 (0) | 0 (0) | |
| Hypertension, | 26 (54.2) | 23 (47.9) | 35 (72.9) | 34 (70.8) | 0.03 |
| ACEI or ARB use, | 18 (37.5) | 19 (40.4) | 29 (60.4) | 27 (56.3) | 0.06 |
| Kidney function | |||||
| Iothalamate GFR, ml/min/1.73 m2 | 99.2 (22.3) | 102.1 (20.6) | 90.4 (22) | 95.9 (26) | 0.07 |
| CKD-EPI eGFR, ml/min/1.73 m2 | 92.3 (24.3) | 98.7 (20) | 90.3 (20.1) | 85.8 (21.6) | 0.03 |
| Serum creatinine, mg/dl | 0.9 (0.2) | 0.9 (0.2) | 1 (0.2) | 1.1 (0.2) | 0.001 |
| htTKV, ml/m | 505.6 (278.4) | 554.5 (324.4) | 720.9 (461) | 679.5 (337.4) | 0.01 |
| Total cyst volume, ml | 363.8 (363.8) | 452 (455.7) | 685.1 (630.4) | 597.3 (502.1) | 0.01 |
| Mayo Imaging Class | 0.02 | ||||
| 1A | 7 (14.58) | 2 (4.2) | 3 (6.3) | 0 (0) | |
| 1B | 10 (20.8) | 18 (37.5) | 10 (20.8) | 9 (18.8) | |
| 1C | 20 (41.7) | 9 (18.8) | 17 (35.4) | 16 (33.3) | |
| 1D | 8 (16.7) | 11 (22.9) | 10 (20.8) | 10 (20.8) | |
| 1E | 3 (6.3) | 7 (14.6) | 7 (14.6) | 12 (25) | |
| 2A | 0 (0) | 1 (2.1) | 1 (2.1) | 1 (2.1) | |
| 2B | 0 (0) | 0 (0) | 0 (0) | 0 (0) | |
| 0.05 | |||||
| | 33 (68.8) | 37 (77.1) | 37 (77.1) | 44 (91.7) | |
| | 15 (31.3) | 11 (22.9) | 11 (22.9) | 4 (8.3) | |
| Mineral bone parameters | |||||
| Serum calcium, mg/dL | 9.2 (0.4) | 9.1 (0.4) | 9.2 (0.4) | 9.3 (0.4) | 0.22 |
| Serum phosphorus, mg/dL | 3.4 (0.5) | 3.6 (0.6) | 3.6 (0.5) | 3.6 (0.6) | 0.23 |
| Serum magnesium, mg/dL | 1.8 (0.2) | 1.8 (0.3) | 1.8 (0.2) | 1.8 (0.2) | 0.81 |
| Alkaline phosphatase, U/L | 88.1 (48.3) | 71.5 (39.6) | 86.1 (65.6) | 83.3 (50.1) | 0.45 |
| Intact PTH, pg/mL | 33.3 (14.5) | 30.1 (19.2) | 38.3 (25.7) | 35.5 (19) | 0.26 |
| Urine calcium (24-hr), mg | 151.8 (111.8) | 170.5 (96.6) | 159 (97.3) | 153.4 (120.7) | 0.37 |
| Urine phosphorus (24-hr), mg | 838 (385.4) | 854.3 (293.8) | 1002.5 (698.8) | 1069.9 (427.7) | 0.007 |
| FEphos, % | 17.5 (7.9) | 14.9 (5.9) | 16.8 (5.8) | 18.6 (7.1) | 0.02 |
| Soluble Klotho, pg/mL | 903.5 (963.3) | 1082 (1448.4) | 877.3 (478.4) | 803.1 (403.1) | 0.57 |
| Intact FGF23, pg/mL | 34.5 (6.2) | 47.5 (2.5) | 59.3 (4.7) | 91.8 (39.2) | |
| Hemoglobin, g/dL | 12.9 (1.2) | 13.3 (1.3) | 13.6 (1.2) | 13.7 (1.3) | 0.007 |
| Urine protein (24-hr), mg | 213.2 (211.6) | 200 (157) | 222.3 (140.5) | 271.9 (239.1) | 0.54 |
| Urine sodium (24-hr), mg | 159.6 (78.6) | 184.9 (90.5) | 200.5 (90) | 205.5 (74.7) | 0.04 |
| Urine osmolality (24-hr), mOsm/kg | 342.9 (137) | 358.9 (142.8) | 367.7 (152.4) | 379.8 (158.3) | 0.73 |
| Urine MCP-1, pg/mg creatinine | 477.2 (344.7) | 560.7 (518.8) | 682.4 (572.3) | 671.9 (566.4) | 0.20 |
ACEI, angiotensin-converting enzyme inhibitor; ARB, angiotensin receptor blocker; CKD-EPI, Chronic Kidney Disease Epidemiology Collaboration; eGFR, estimated glomerular filtration rate; FGF23, fibroblast growth factor 23; htTKV, height-adjusted total kidney volume; NMD, no mutation detected; PTH, parathyroid hormone; FEphos, fractional excretion of phosphorus; MCP-1, monocyte chemoattractant protein 1.
Nonparametric test used.
Class 2A/B cases omitted for this calculation because of low cell counts.
Figure 1Linear mixed modeling of autosomal dominant polycystic kidney disease progression by fibroblast growth factor 23 (FGF23) level. (A) Log of height-adjusted total kidney volume (htTKV) in ml/m. (B) Glomerular filtration rate (GFR) measured by iothalamate clearance. The spaghetti plots show individual trajectories for the 192 study participants. Bold straight lines show the modeled trajectories color-coded for each quartile of FGF23 level (Q1–Q4), adjusted for baseline age and sex.
Linear model for the outcome of ln(htTKV) with FGF23 by quartiles as the explanatory variable
| Base model | Adjusted model | |||||||
|---|---|---|---|---|---|---|---|---|
| Estimate | SE | Exp(estimate) | Estimate | SE | Exp(estimate) | |||
| Intercept | 5.304 | 0.177 | 201 | <0.0001 | 4.922 | 0.172 | 137 | <0.0001 |
| Time, yr | 0.0586 | 0.004338 | 1.060 | <0.0001 | 0.0581 | 0.0050 | 1.060 | <0.0001 |
| FGF23, pg/ml | ||||||||
| <42.9 | Reference | Reference | ||||||
| 42.9-52.0 | 0.143 | 0.1125 | 1.153 | 0.21 | 0.113 | 0.097 | 1.119 | 0.25 |
| 52.0-67.6 | 0.270 | 0.113 | 1.310 | 0.017 | 0.155 | 0.099 | 1.168 | 0.12 |
| >67.6 | 0.321 | 0.1153 | 1.379 | 0.005 | 0.134 | 0.102 | 1.143 | 0.19 |
| FGF23 × time, pg/ml | ||||||||
| <42.9 | Reference | Reference | ||||||
| 42.9-52.0 | −0.0007 | 0.0029 | 0.999 | 0.82 | −0.0012 | 0.0028 | 0.999 | 0.68 |
| 52.0-67.6 | 0.0011 | 0.0030 | 1.001 | 0.70 | −0.0021 | 0.0030 | 0.998 | 0.48 |
| >67.6 | 0.0120 | 0.0030 | 1.012 | <0.0001 | 0.0095 | 0.0030 | 1.009 | 0.002 |
| Age, yr | 0.0238 | 0.0047 | 1.024 | <0.0001 | 0.0192 | 0.0044 | 1.019 | <0.0001 |
| Age × time | −0.0006 | 0.0001 | 0.999 | <0.0001 | −0.0008 | 0.0001 | 0.999 | <0.0001 |
| Sex | ||||||||
| Female | Reference | Reference | ||||||
| Male | −0.003 | 0.084 | 0.997 | 0.97 | 0.038 | 0.073 | 1.039 | 0.60 |
| Sex × time | ||||||||
| Female | Reference | Reference | ||||||
| Male | 0.0231 | 0.0023 | 1.023 | <0.0001 | 0.0236 | 0.0022 | 1.024 | <0.0001 |
| Hypertension | 0.389 | 0.076 | 1.475 | <0.0001 | ||||
| Hypertension × time | 0.0120 | 0.0022 | 1.012 | <0.0001 | ||||
| Genotype | ||||||||
| | 0 | |||||||
| | 0.460 | 0.086 | 1.585 | <0.0001 | ||||
| Genotype × time | ||||||||
| | 0 | |||||||
| | 0.0005 | 0.0026 | 1.001 | 0.85 | ||||
FGF23, fibroblast growth factor 23; htTKV, height-adjusted total kidney volume; NMD, no mutation detected; SE, standard error.
Base model includes baseline age and sex as covariates.
Adjusted model is base model, plus adjustment for hypertension and genotype.
For the intercept, this represents the htTKV in ml/m at age 0, with all of the other variables set to the reference category. For categorical variables, this represents the ratio of htTKV for the indicated category relative to the reference category. For time, age, and interaction with time variables, this represents the proportional increment in htTKV per year.
Linear model for the outcome of GFR with FGF23 by quartiles as the explanatory variable
| Base model | Adjusted model (including htTKV) | Adjusted model (including MIC) | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Estimate | SE | Estimate | SE | Estimate | SE | ||||
| Intercept | 138.3 | 7.6 | <0.0001 | 135.8 | 7.7 | <0.0001 | 147.7 | 9.3 | <0.0001 |
| Time, yr | 1.05 | 0.53 | 0.048 | 1.64 | 0.58 | 0.005 | 3.47 | 0.71 | <0.0001 |
| FGF23, pg/ml | |||||||||
| <42.9 | Reference | Reference | Reference | ||||||
| 42.9-52.0 | 2.9 | 4.8 | 0.55 | 3.9 | 4.3 | 0.36 | 1.6 | 4.5 | 0.71 |
| 52.0-67.6 | –6.9 | 4.8 | 0.15 | –2.7 | 4.4 | 0.54 | –5.5 | 4.4 | 0.21 |
| >67.6 | –3.4 | 4.9 | 0.49 | –0.8 | 4.5 | 0.86 | –2.3 | 4.6 | 0.61 |
| FGF23 × time, pg/ml | |||||||||
| <42.9 | Reference | Reference | Reference | ||||||
| 42.9-52.0 | –0.54 | 0.35 | 0.13 | –0.11 | 0.34 | 0.74 | –0.32 | 0.36 | 0.37 |
| 52.0-67.6 | –0.24 | 0.36 | 0.50 | 0.35 | 0.36 | 0.32 | 0.11 | 0.36 | 0.76 |
| >67.6 | –1.87 | 0.36 | <0.0001 | –1.03 | 0.36 | 0.005 | –1.09 | 0.37 | 0.003 |
| Age, yr | –1.11 | 0.20 | <0.0001 | –0.79 | 0.20 | <0.0001 | –1.31 | 0.21 | <0.0001 |
| Age × time | –0.09 | 0.01 | <0.0001 | –0.05 | 0.02 | 0.001 | –0.13 | 0.02 | <0.0001 |
| Sex | |||||||||
| Female | Reference | Reference | Reference | ||||||
| Male | –0.8 | 3.6 | 0.81 | –0.2 | 3.2 | 0.95 | 0.0 | 3.2 | 0.99 |
| Sex × time | |||||||||
| Female | Reference | Reference | Reference | ||||||
| Male | –0.02 | 0.27 | 0.94 | –0.03 | 0.26 | 0.90 | –0.01 | 0.26 | 0.96 |
| Hypertension | –0.7 | 3.5 | 0.85 | –1.2 | 3.6 | 0.73 | |||
| Hypertension × time | –0.78 | 0.28 | 0.005 | –0.70 | 0.29 | 0.01 | |||
| Genotype | |||||||||
| | Reference | Reference | |||||||
| | 3.6 | 4.0 | 0.36 | 4.6 | 4.2 | 0.28 | |||
| Genotype × time | |||||||||
| | Reference | Reference | |||||||
| | –0.48 | 0.32 | 0.13 | –0.37 | 0.33 | 0.26 | |||
| htTKV, ml/m | –0.0198 | 0.0050 | <0.0001 | ||||||
| htTKV × time | –0.0028 | 0.0005 | <0.0001 | ||||||
| MIC | |||||||||
| 1A | Reference | ||||||||
| 1B | 2.3 | 7.0 | 0.74 | ||||||
| 1C | –5.3 | 7.0 | 0.45 | ||||||
| 1D | –14.6 | 7.5 | 0.05 | ||||||
| 1E | –15.5 | 8.3 | 0.06 | ||||||
| MIC × time | |||||||||
| 1A | 0 | ||||||||
| 1B | −0.14 | 0.54 | 0.80 | ||||||
| 1C | −0.78 | 0.53 | 0.14 | ||||||
| 1D | −1.34 | 0.59 | 0.02 | ||||||
| 1E | −3.05 | 0.65 | <0.0001 | ||||||
FGF23, fibroblast growth factor 23; GFR, glomerular filtration rate; htTKV, height-adjusted total kidney volume; MIC, Mayo Imaging Class; NMD, no mutation detected; SE, standard error.
Base model includes baseline age and sex as covariates.
Adjusted for baseline age, sex, hypertension, genotype, and htTKV.
Adjusted for baseline age, sex, hypertension, genotype, and MIC.
Comparison of biomarker prediction of GFR slope
| Biomarker | Estimate (95% CI) | |
|---|---|---|
| Serum FGF23 | −0.24 (−0.47 to −0.02) | 0.03 |
| Serum Klotho | 0.002 (−0.007 to 0.011) | 0.61 |
| Urine MCP-1 | −0.36 (−0.61 to −0.12) | 0.004 |
| Urine protein | 0.01 (−0.29 to 0.27) | 0.93 |
| Urine sodium | −0.17 (−0.47 to 0.12) | 0.24 |
| Urine osmolality | −0.46 (−0.89 to −0.03) | 0.04 |
CI, confidence interval; MCP-1, monocyte chemoattractant protein 1.
Estimates represent the difference in GFR slope (ml/min/1.73 m2 per year) for a shift in biomarker level from the 25th to 75th percentile for the study population (interquartile range shift). Each biomarker was individually assessed in a fully adjusted model with age, sex, hypertension, genotype, baseline height-adjusted total kidney volume, and their interactions with time.
Figure 2Kaplan–Meier analysis of the probability of survival free of renal events, according to quartiles of fibroblast growth factor 23 (FGF23) level (Q1–Q4). (A) Doubling of serum creatinine (SCr), end-stage renal disease (ESRD), or death. (B) ESRD or death.
Adjusted Cox model for risk of ESRD, death, or doubling of serum creatinine
| ESRD, death, or doubling of serum creatinine | ESRD or death | |||
|---|---|---|---|---|
| HR | HR | |||
| FGF23, pg/ml | ||||
| <42.9 | Reference | Reference | ||
| 42.9-52.0 | 0.97 | 0.95 | 0.58 | 0.43 |
| 52.0-67.6 | 1.19 | 0.69 | 1.05 | 0.94 |
| >67.6 | 2.45 | 0.03 | 1.85 | 0.27 |
| Age, yr | 0.99 | 0.50 | 1.02 | 0.56 |
| Sex, male | 1.11 | 0.69 | 1.01 | 0.97 |
| Baseline GFR, ml/min/1.73 m2 | 0.97 | <0.0001 | 0.95 | 0.0002 |
| Hypertension | 2.46 | 0.02 | 2.77 | 0.07 |
| 1.55 | 0.31 | 1.65 | 0.38 | |
| HtTKV, mL/m | 1.002 | <0.0001 | 1.002 | <0.0001 |
ESRD, end-stage renal disease; FGF23, fibroblast growth factor 23; GFR, glomerular filtration rate; HR, hazard ratio; htTKV, height-adjusted total kidney volume.
Adjusted for baseline age, sex, baseline GFR, hypertension, genotype, and htTKV.