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Overview :
Aust et al evaluated 30-day mortality in surgical patients
using the risk factors from the 1997 Veterans Administration (VA) National
Surgical Quality Improvement Program (NSQIP). This can help identify patients
who may require more aggressive management or a change in management strategy.
The authors are from the University of Texas Health Science Center at San
Antonio (UTHSCSA).
Patient data was from the UTHSCSA database, which included
women and children. The VA NSQIP data is based largely on male veterans.
Parameters:
(1) serum
albumin in g/dL
(2) ASA
(American Society of Anesthesiologists) patient classification (from 1 to 5, see
above)
(3) age of
the patient in years
(4) cancer
diagnosis
(5)
emergency surgery
(6) VA
operative complexity
(7) BUN in
mg/dL
(8) low
white blood cell count (WBC)
(9) high
WBC (using 2 different cutoff values)
|
Parameter |
Finding |
Points |
|
cancer diagnosis |
none |
0 |
|
|
present |
1 |
|
emergency surgery |
no |
0 |
|
|
yes |
1 |
|
VA operative complexity |
minimal |
1 -
1.9 |
|
|
mild |
2 -
2.9 |
|
|
moderate |
3 -
3.9 |
|
|
significant |
4 -
4.9 |
|
|
extreme |
5 |
|
BUN |
<= 49 mg/dL |
0 |
|
|
> 49 mg/dL |
1 |
|
low WBC count |
<= 4,500 per µL |
1 |
|
|
> 4,500 per µL |
0 |
|
high WBC count 1 |
<= 11,000 per µL |
0 |
|
|
> 11,000 per µL |
1 |
|
high WBC count 2 |
<= 14,000 per µL |
0 |
|
|
> 14,000 per µL |
1 |
where:
• The VA
data uses 11,000 as the cutoff for an elevated WBC count (see Table 2, page
1025). This morphed to 14,000 in Figures 4 and 5.
X = data using 1997 VA risk factors =
= (0.9792 * (ASA class)) - (1.0065 * (serum albumin)) +
(0.6880 * (points for BUN)) + (1.524 * (points for cancer)) + (0.0379 * (age in
years)) + (0.6078 * (points for emergency surgery)) + (0.3898 * (points for low
WBC count)) + (0.2953 * (points for high WBC count 1)) - 4.8
probability of 30 day mortality =
= 1 / (1 + EXP((-1) * X))
Y = data using UTHSCSA data without surgical complexity =
= (1.2 * (ASA class)) - (0.87 * (serum albumin)) + (0.65 *
(points for cancer)) + (0.023 * (age in years)) + (0.87 * (points for emergency
surgery)) - 5.9
probability of 30 day mortality =
= 1 / (1 + EXP((-1) * Y))
Z = data using UTHSCSA data including surgical complexity
=
= (1.07 * (ASA class)) - (0.89 * (serum albumin)) + (0.026 *
(age in years)) + (0.82 * (points for emergency surgery)) + (0.52 * (points for
high WBC count 2)) + (1.2 * (points for VA operative complexity)) - 9.5
probability of 30 day mortality =
= 1 / (1 + EXP((-1) * Z))
Performance:
• The area
under the ROC curve (c index) using
the 1997 VA risk factors was 0.902.
• The area
under the ROC curve (c index) using the UTHSCSA data without surgical complexity
0.915 and with surgical complexity
0.941.
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