Background
Methods
Data source and study population
Outcomes of interest
Covariates
Statistical analysis
Results
Clinical and demographic characteristics
2009 NEDS | 2010 NEDS | 2012 NEDS | |
---|---|---|---|
#COPD ED visits (% total) | 1,019,276 (0.79) | 1,039,825 (0.80) | 1,100,378 (0.82) |
Age, in years | |||
Mean (SE) | 65.99 (0.15) | 65.82 (0.13) | 65.49 (0.13) |
Median (IQR) | 65.88 (55.71, 75.70) | 65.68 (55.52, 75.36) | 65.04 (55.34, 74.82) |
Sex | |||
Female | 561298 (55.13) | 573,622 (55.17) | 608,895 (55.34) |
Patient location (residence) | |||
Micropolitan/not metro | 283,145 (27.95) | 280,036 (27.07) | 297,501 (27.13) |
Metropolitan (large or small) | 729,842 (72.05) | 754,433 (72.93) | 798,895 (72.87) |
Median house hold income | |||
1st quartile (< $38,999) | 371,277 (37.46) | 373,961 (36.88) | 428,687 (39.81) |
2nd quartile ($39,000 to $47,999) | 307,056 (30.98) | 302,423 (29.83) | 295,576 (27.45) |
3rd quartile ($48,000 to $62999) | 198,385 (20.01) | 206,248 (20.34) | 219,078 (20.34) |
4th quartile ($63,000 or more) | 114,521 (11.55) | 131,230 (12.94) | 133,571 (12.40) |
Primary payer | |||
Medicare | 643,010 (63.18) | 652,143 (62.84) | 692,608 (63.02) |
Medicaid | 137,000 (13.46) | 146,288 (14.10) | 163,123 (14.84) |
Private insurance | 142,543 (14.00) | 139,120 (13.40) | 128,603 (11.70) |
Self-pay/no charge | 71,418 (7.02) | 768,75 (6.92) | 84,873 (7.72) |
Other | 23,818 (2.34) | 23,395 (0.49) | 29,812 (2.71) |
Hospital Region | |||
Northeast | 170,206 (16.70) | 175,398 (16.87) | 181,739 (16.52) |
Midwest | 250,323 (24.56) | 261,053 (25.11) | 268,176 (24.37) |
South | 457,795 (44.91) | 446,524 (42.94) | 498,801 (45.33) |
West | 140,952 (13.83) | 156,850 (15.08) | 151,661(13.78) |
Teaching status of hospital | |||
Metropolitan non-teaching or non-metro | 730,087 (71.63) | 721,206 (69.36) | 742,700 (67.49) |
Metropolitan teaching | 289,189 (28.37) | 318,619 (30.64) | 357,679 (32.51) |
Utilization and charges for COPD-related visits
Predictors of ED charges and discharge disposition
Univariate | Multivariable-adjusted | |||
---|---|---|---|---|
OR (95 % CI) |
P-value | OR (95 % CI) |
P-value | |
Age | ||||
< 50 | Ref | Ref | ||
50- <65 |
2.01 (1.92, 2.09)
|
<0.0001
|
1.45 (1.38, 1.51)
|
<0.0001
|
65- <80 |
3.42 (3.23, 3.61)
|
<0.0001
|
1.67 (1.57, 1.77)
|
<0.0001
|
≥ 80 |
4.95 (4.65, 5.27)
|
<0.0001
|
1.90 (1.77, 2.03)
|
<0.0001
|
Gender | ||||
Female (ref) | Ref | Ref | ||
Male |
0.98 (0.96, 1.00)
|
0.0309
|
0.91 (0.89, 0.93)
|
<0.0001
|
Median household income | ||||
1st quartile (< $38,999) | Ref | Ref | ||
2nd quartile ($39,000 to $47,999) |
1.14 (1.06, 1.23)
|
0.0009
| 1.08 (1.00, 1.18) | 0.0509 |
3rd quartile ($48,000 to $62999) |
1.40 (1.29, 1.53)
|
<0.0001
|
1.17 (1.07, 1.29)
|
0.0012
|
4th quartile ($63,000 or more) |
2.08 (1.86, 2.33)
|
<0.0001
|
1.45 (1.29, 1.63)
|
<0.0001
|
Primary payer | ||||
Medicare (ref) | Ref | Ref | ||
Medicaid |
0.52 (0.49, 0.54)
|
<0.0001
|
0.91 (0.86, 0.96)
|
0.0005
|
Private insurance |
0.63 (0.60, 0.66)
|
<0.0001
| 0.98 (0.93, 1.03) | 0.4990 |
Self-pay/no charge |
0.30 (0.28, 0.31)
|
<0.0001
|
0.70 (0.66, 0.74)
|
<0.0001
|
Other |
0.63 (0.55, 0.72)
|
<0.0001
| 1.04 (0.93, 1.15) | 0.5203 |
Patient location (residence) | ||||
Micropolitan/not metropolitan | Ref | Ref | ||
Metropolitan (large or small) |
1.70 (1.54, 1.89)
|
<0.0001
|
1.42 (1.27, 1.58)
|
<0.0001
|
Hospital Region | ||||
Northeast | Ref | Ref | ||
Midwest |
0.54 (0.45, 0.64)
|
<0.0001
|
0.60 (0.51, 0.71)
|
<0.0001
|
South |
0.66 (0.56, 0.79)
|
<0.0001
|
0.80 (0.67, 0.95)
|
0.0106
|
West |
0.58 (0.48, 0.69)
|
<0.0001
|
0.63 (0.52, 0.76)
|
<0.0001
|
Teaching status of hospital | ||||
Metropolitan non-teaching or non-metropolitan | Ref | Ref | ||
Metropolitan teaching |
1.34 (1.17, 1.53)
|
<0.0001
| 1.14 (0.99, 1.30) | 0.0687 |
Comorbidities | ||||
CHD (ref: no) |
3.77 (3.55, 4.01)
|
<0.0001
|
1.89 (1.80, 1.99)
|
<0.0001
|
Hyperlipidemia (ref: no) |
4.30 (3.98, 4.64)
|
<0.0001
|
2.35 (2.19, 2.51)
|
<0.0001
|
Renal failure (ref: no) |
6.90 (6.33, 7.53)
|
<0.0001
|
3.10 (2.83, 3.39)
|
<0.0001
|
CHF (ref: no) |
3.96 (3.73, 4.21)
|
<0.0001
|
2.13 (2.02, 2.25)
|
<0.0001
|
Gout (ref: no) |
4.61 (4.08, 5.22)
|
<0.0001
|
1.87 (1.64, 2.14)
|
<0.0001
|
Diabetes (ref: no) |
2.24 (2.14, 2.33)
|
<0.0001
|
1.19 (1.15, 1.24)
|
<0.0001
|
Hypertension (ref: no) |
3.50 (3.31, 3.69)
|
<0.0001
|
1.93 (1.84, 2.02)
|
<0.0001
|
Osteoarthritis (ref: no) |
6.83 (6.07, 7.67)
|
<0.0001
|
5.02 (4.42, 5.70)
|
<0.0001
|
Hospitalization disposition and predictors
Univariate | Multivariable-adjusted | |||
---|---|---|---|---|
OR (95 % CI) |
P-value | OR (95 % CI) |
P-value | |
Age | ||||
< 50 | Ref | Ref | ||
50- <65 |
0.72 (0.67, 0.77)
|
<0.0001
|
0.83 (0.76, 0.90)
|
<0.0001
|
65- <80 |
0.34 (0.31, 0.37)
|
<0.0001
|
0.51 (0.46, 0.56)
|
<0.0001
|
≥ 80 |
0.16 (0.14, 0.17)
|
<0.0001
|
0.25 (0.23, 0.28)
|
<0.0001
|
Gender | ||||
Female | Ref | Ref | ||
Male |
1.26 (1.22, 1.30)
|
<0.0001
|
1.22 (1.18, 1.26)
|
<0.0001
|
Median house hold income | ||||
1st quartile (< $38,999) | Ref | Ref | ||
2nd quartile ($39,000 to $47,999) | 0.95 (0.89, 1.01) | 0.1216 | 1.03 (0.96, 1.10) | 0.3935 |
3rd quartile ($48,000 to $62999) |
0.81 (0.75, 0.89)
|
<0.0001
| 0.97 (0.89, 1.06) | 0.4857 |
4th quartile ($63,000 or more) |
0.65 (0.59, 0.72)
|
<0.0001
| 0.99 (0.89, 1.10) | 0.8347 |
Primary payer | ||||
Medicare | Ref | Ref | ||
Medicaid |
2.36 (2.22, 2.52)
|
<0.0001
|
1.30 (1.22, 1.39)
|
<0.0001
|
Private insurance |
2.84 (2.60, 3.10)
|
<0.0001
|
1.89 (1.74, 2.06)
|
<0.0001
|
Self-pay/no charge |
6.73 (5.97, 7.59)
|
<0.0001
|
3.01 (2.62, 3.45)
|
<0.0001
|
Other |
2.47 (2.13, 2.87)
|
<0.0001
|
1.46 (1.23, 1.74)
|
<0.0001
|
Patient location (residence) | ||||
Micropolitan/not metro | Ref | Ref | ||
Metropolitan (large or small) |
0.79 (0.73, 0.86)
|
<0.0001
|
0.88 (0.81, 0.96)
|
0.0049
|
Hospital Region | ||||
Northeast | Ref | Ref | ||
Midwest |
1.55 (1.36, 1.76)
|
<0.0001
|
1.29 (1.11, 1.49)
|
0.0007
|
South |
1.76 (1.57, 1.97)
|
<0.0001
|
1.52 (1.33, 1.73)
|
<0.0001
|
West |
1.83 (1.59, 2.11)
|
<0.0001
|
1.65 (1.43, 1.90)
|
<0.0001
|
Teaching status of hospital | ||||
Metropolitan non-teaching or non-metropolitan | Ref | Ref | ||
Metropolitan teaching | 0.92 (0.83, 1.02) | 0.1040 | 0.99 (0.90, 1.10) | 0.8999 |
Comorbidities | ||||
CHD (ref: no) |
0.79 (0.77, 0.82)
|
<0.0001
| 1.01 (0.98, 1.05) | 0.5676 |
Hyperlipidemia (ref: no) |
1.06 (1.03, 1.10)
|
0.0008
|
1.22 (1.18, 1.27)
|
<0.0001
|
Renal failure (ref: no) |
0.60 (0.57, 0.62)
|
<0.0001
|
0.88 (0.85, 0.92)
|
<0.0001
|
CHF (ref: no) |
0.50 (0.48, 0.51)
|
<0.0001
|
0.67 (0.65, 0.69)
|
<0.0001
|
Gout (ref: no) |
0.87 (0.80, 0.94)
|
0.0007
|
1.14 (1.04, 1.24)
|
0.0036
|
Diabetes (ref: no) |
0.88 (0.85, 0.91)
|
<0.0001
|
0.91 (0.88, 0.94)
|
<0.0001
|
Hypertension (ref: no) |
0.88 (0.85, 0.90)
|
<0.0001
|
1.06 (1.03, 1.09)
|
0.0001
|
Osteoarthritis (ref: no) |
0.84 (0.80, 0.89)
|
<0.0001
| 0.96 (0.92, 1.01) | 0.1430 |
Length of stay, in days |
0.83 (0.83, 0.84)
|
<0.0001
|
0.85 (0.84, 0.85)
|
<0.0001
|
Length of hospital stay and charges
Univariate | Multivariable-adjusted | |||
---|---|---|---|---|
B-estimate (95 % CI) |
P-value | B-estimate (95 % CI) |
P-value | |
Age | ||||
< 50 | Ref | Ref | ||
50- <65 |
0.52 (0.43,0.61)
|
<0.0001
|
0.50 (0.40, 0.59)
|
<0.0001
|
65- <80 |
1.00 (0.89,1.10)
|
<0.0001
|
0.82 (0.70, 0.93)
|
<0.0001
|
≥ 80 |
1.18 (1.06,1.31)
|
<0.0001
|
0.85 (0.73, 0.98)
|
<0.0001
|
Gender | ||||
Female | Ref | Ref | ||
Male |
-0.28 (-0.34, -0.23)
|
<0.0001
|
-0.29 (-0.34, -0.24)
|
<0.0001
|
Median house hold income | ||||
1st quartile (< $38,999) | Ref | Ref | ||
2nd quartile ($39,000 to $47,999) | 0.00 (-0.10, 0.10) | 0.9732 | -0.03 (-0.12, 0.07) | 0.5973 |
3rd quartile ($48,000 to $62999) | 0.05 (-0.06, 0.15) | 0.3623 | -0.07 (-0.17, 0.03) | 0.1951 |
4th quartile ($63,000 or more) |
0.40 (0.20, 0.59)
|
0.0001
| 0.11 (-0.05, 0.28) | 0.1895 |
Primary payer | ||||
Medicare (ref) | Ref | Ref | ||
Medicaid |
-0.42 (-0.52, -0.32)
|
<0.0001
| -0.06 (-0.16, 0.04) | 0.2685 |
Private insurance |
-0.52 (-0.61, -0.43)
|
<0.0001
|
-0.26 (-0.34, -0.17)
|
<0.0001
|
Self-pay/no charge |
-1.19 (-1.29, -1.09)
|
<0.0001
|
-0.74 (-0.85, -0.64)
|
<0.0001
|
Other |
-0.61 (-0.80, -0.42)
|
<0.0001
|
-0.26 (-0.42, -0.10)
|
0.0013
|
Patient location (residence) | ||||
Micropolitan/not metro | Ref | Ref | ||
Metro (large or small) |
0.35 (0.23, 0.47)
|
<0.0001
|
0.28 (0.15, 0.41)
|
<0.0001
|
Hospital Region | ||||
Northeast | Ref | Ref | ||
Midwest |
-0.79 (-1.02, -0.57)
|
<0.0001
|
-0.67 (-0.89, -0.45)
|
<0.0001
|
South |
-0.43 (-0.65, -0.21)
|
0.0001
|
-0.27 (-0.48, -0.07)
|
0.0103
|
West |
-0.80 (-1.03, -0.58)
|
<0.0001
|
-0.76 (-0.98, -0.54)
|
<0.0001
|
Teaching status of hospital | ||||
Metropolitan non-teaching or non-metropolitan | Ref | Ref | ||
Metropolitan teaching |
0.15 (0.01, 0.30)
|
0.0363
| 0.03 (-0.12, 0.18) | 0.7276 |
Comorbidities | ||||
CHD (ref: no) |
0.16 (0.10, 0.21)
|
<0.0001
| -0.03 (-0.09, 0.02) | 0.2051 |
Hyperlipidemia (ref: no) |
-0.20 (-0.25, -0.14)
|
<0.0001
|
-0.30 (-0.35, -0.25)
|
<0.0001
|
Renal failure (ref: no) |
0.51 (0.43, 0.58)
|
<0.0001
|
0.26 (0.19, 0.33)
|
<0.0001
|
CHF (ref: no) |
0.84 (0.78, 0.90)
|
<0.0001
|
0.73 (0.66, 0.79)
|
<0.0001
|
Gout (ref: no) | -0.02 (-0.17, 0.13) | 0.8001 |
-0.24 (-0.39, -0.08)
|
0.0029
|
Diabetes (ref: no) |
0.12 (0.06, 0.17)
|
<0.0001
| 0.03 (-0.02, 0.08) | 0.2479 |
Hypertension (ref: no) | -0.00 (-0.06, 0.05) | 0.9132 |
-0.15 (-0.21, -0.09)
|
<0.0001
|
Osteoarthritis (ref: no) | -0.01 (-0.10,0.09) | 0.8771 | -0.07 (-0.16, 0.03) | 0.1554 |
Univariate | Multivariable-adjusted | |||
---|---|---|---|---|
B-estimate (95 % CI) |
P-value | B-estimate (95 % CI) |
P-value | |
Age | ||||
< 50 | Ref | Ref | ||
50- <65 |
3891.1 (2985.4, 4796.7)
|
<0.0001
|
3117.53 (2219.7, 4015.4)
|
<0.0001
|
65- <80 |
6652.1 (5449.1, 7855.1)
|
<0.0001
|
4176.16 (2912.7, 5439.7)
|
<0.0001
|
≥ 80 |
7109.4 (5582.7, 8636.1)
|
<0.0001
|
2974.40 (1606.2, 4342.6)
|
<0.0001
|
Gender | ||||
Female | Ref | Ref | ||
Male | -426.92 (-1051.0, 197.2) | 0.1797 |
-665.99 (-1277.8, -54.2)
|
<0.0001
|
Median household income | ||||
1st quartile (< $38,999) | Ref | Ref | ||
2nd quartile ($39,000 to $47,999) | 371.8 (-1261.3, 2005.0) | 0.6550 | -273.8 (-1882.1, 1334.5) | 0.7383 |
3rd quartile ($48,000 to $62999) |
4658.7 (2156.6, 7160.9)
|
0.0003
|
2250.3 (34.0, 4466.6)
|
0.0466
|
4th quartile ($63,000 or more) |
7493.74 (3997.5, 10990.0)
|
<0.0001
|
4614.2 (1284.2, 7944.2)
|
0.0067
|
Primary payer | ||||
Medicare (ref) | Ref | Ref | ||
Medicaid |
-2014.3 (-3242.1, -786.4)
|
0.0013
| -963.2 (-2007.8, 81.3) | 0.0707 |
Private insurance |
-3725.8 (-4972.1, -2479.4)
|
<0.0001
|
-2264.3 (-3574.4, -954.1)
|
0.0007
|
Self-pay/no charge |
-7134.2 (-8265.9, -6002.6)
|
<0.0001
|
-4291.1 (-5496.3, -3085.8)
|
<0.0001
|
Other | -2313.6 (-4674.1, 47.0) | 0.0547 |
-2427.7 (-4355.3, -500.1)
|
0.0136
|
Patient location (residence) | ||||
Micropolitan/not metro | Ref | Ref | ||
Metro (large or small) |
9681.5 (7392.3, 11970.6)
|
<0.0001
|
8000.2 (5631.0, 10369.3)
|
<0.0001
|
Hospital Region | ||||
Northeast | Ref | Ref | ||
Midwest | -5464.4 (-9760.8, 1168.1) | 0.0127 | -3131.5 (-7348.2, 1085.1) | 0.1453 |
South | 257.9 (-4333.9, 4849.7) | 0.9122 | 3009.9 (-1643.7, 7663.6) | 0.2046 |
West |
17022.9 (11248.1, 22797.8)
|
<0.0001
|
18103.3 (12310.9, 23895.8)
|
<0.0001
|
Teaching status of hospital | ||||
Metropolitan non-teaching or non-metropolitan | Ref | Ref | ||
Metropolitan teaching | 181.7 (-3059.2, 3422.7) | 0.9124 | -461.9 (-3862.1, 2938.4) | 0.7898 |
Comorbidities | ||||
CHD (ref: no) |
2094.6 (1516.9, 2672.4)
|
<0.0001
|
892.91 (347.7, 1438.1)
|
0.0014
|
Hyperlipidemia (ref: no) |
-1748.2 (-2335.2, -1161.2)
|
<0.0001
|
-2162.7 (-2709.3, -1616.1)
|
<0.0001
|
Renal failure (ref: no) |
4756.1 (3906.7, 5605.5)
|
<0.0001
|
2414.5 (1672.6, 3156.4)
|
<0.0001
|
CHF (ref: no) |
7385.2 (6410.1, 8360.3)
|
<0.0001
|
6489.5 (5491.6, 7487.4)
|
<0.0001
|
Gout (ref: no) | -1128.9 (-2562.4, 304.6) | 0.1225 |
-3127.6 (-4587.4, -1667.8)
|
<0.0001
|
Diabetes (ref: no) |
1474.4 (853.5, 2095.3)
|
<0.0001
|
844.6 (247.4, 1441.7)
|
0.0056
|
Hypertension (ref: no) | 329.1 (-310.1, 968.2) | 0.3125 |
-674.9 (-1341.2, -8.53)
|
0.0471
|
Osteoarthritis (ref: no) |
-2524.4 (-3469.5, -1579.3)
|
<0.0001
|
-2153.9 (-3023.9, -1283.9)
|
<0.0001
|