Table 3.
Studies using VOCs profiles for the diagnosis of various pulmonary diseases (diseased vs. healthy controls)
Author (year) | Disease | N | Discriminative | Controls | N | No. of markers | Sensitivity/Specificity (%)* | Ref. |
---|---|---|---|---|---|---|---|---|
Caldeira (2011) |
Asthma |
35 |
+ |
Controls |
15 |
28 |
CVV: 88% |
[17] |
Caldeira (2012) |
Asthma |
32 |
+ |
Controls |
27 |
9 |
98/93 |
[18] |
Dallinga (2010) |
Asthma |
63 |
+ |
Controls |
57 |
8 to 22 |
89 - 100/95 - 100 |
[19] |
Dragonieri (2007) |
Mild asthma |
10 |
+ |
Controls |
10 |
N.S. |
CVV: 100% (M-distance 5.32) |
[10] |
Severe asthma |
10 |
+ |
Controls |
10 |
N.S. |
CVV: 90% (M-distance 2.77) |
||
Fens (2009) |
Asthma |
20 |
+ |
Non-smoking controls |
20 |
N.S. |
CVV: 95% (p < 0.001) |
[15] |
Asthma |
20 |
+ |
Smoking controls |
20 |
N.S. |
CVV: 93% (p < 0.001) |
||
Ibrahim (2011) |
Asthma |
35 |
+ |
Non-smoking controls |
23 |
15 |
CVV: 83% (PPV: 0.85, NPV: 0.89) |
[20] |
Montuschi (2010) |
Asthma |
27 |
+ |
Controls |
24 |
N.S. |
DP: 88% |
[22] |
Timms (2012) |
Asthma |
20 |
+ |
Controls |
7 |
N.S. |
CVV: 70% (p = 0.047) |
[32] |
COPD |
17 |
+ |
Controls |
7 |
N.S. |
M-distance: 3.601 (p < 0.01) |
||
Cristescu (2011) |
Emphysema |
43 |
- |
(Former) smoking controls |
161 |
1 |
AUC: 0.56 (CI: 0.45-0.66) |
[26] |
Basanta (2010) |
COPD |
20 |
+ |
Smoking controls |
6 |
N.S. |
88/81 |
[25] |
Fens (2009) |
COPD |
30 |
+/− |
Smoking controls |
20 |
N.S. |
CVV: 66% (p < 0.01) |
[15] |
COPD |
30 |
- |
Non-smoking controls |
20 |
N.S. |
CVV: N.S. |
||
Hattesohl (2011) |
COPD |
23 |
+/− |
Controls |
10 |
N.S. |
CVV: 68% (p < 0.001) |
[28] |
Hauschild (2012) |
COPD |
84 |
+ |
Controls |
35 |
120 |
87 - 98/71 - 86 |
[29] |
Phillips (2012) |
COPD |
119 |
+ |
Controls |
63 |
N.S. |
79/64 |
[31] |
Van Berkel (2010) |
COPD |
50 |
+ |
Controls |
29 |
6 to 13 |
98 - 100/88 - 100 |
[33] |
COPD (validation) |
16 |
+ |
Controls (validation) |
16 |
6 |
100/81 |
||
Robroeks (2010) |
CF |
48 |
+ |
Controls |
57 |
22 |
100/100 |
[14] |
Bajtarevic (2009) |
LC |
65 |
+ |
Controls |
31 |
15 to 21 |
71 - 80/100 - 100 |
[41] |
D’Amico (2010) |
LC |
28 |
+ |
Controls |
36 |
N.S. |
85/100 |
[44] |
Di Natale (2003) |
LC |
35 |
+ |
Controls |
18 |
N.S. |
100/94 |
[11] |
Dragonieri (2009) |
NSCLC |
10 |
+ |
Controls |
10 |
N.S. |
CVV: 90% (M-distance 2.96) |
[12] |
Gaspar (2009) |
LC |
18 |
+ |
Controls |
10 |
10 |
100/100 |
[46] |
Gordon (1985) |
LC |
12 |
+ |
Controls |
9 |
22 |
DP > 80% |
[47] |
Ligor (2009) |
LC |
65 |
+/− |
Controls |
31 |
8 |
51/100 |
[49] |
Machado (2005) |
LC |
14 |
+ |
Controls |
20 |
N.S. |
CVV: 72% (M-distance: 3.25) |
[13] |
Mazzone (2007) |
NSCLC |
49 |
- |
Controls |
21 |
N.S. |
57/78 |
[50] |
Peng (2009) |
LC |
40 |
+ |
Controls |
56 |
42 |
2 PCA clusters: 100% discrimination |
[52] |
Peng (2010) |
PLC |
30 |
+ |
Controls |
22 |
33 |
2 PCA clusters: 100% discrimination |
[53] |
Phillips (2003) |
PLC |
67 |
+ |
Controls |
41 |
9 |
85/81 |
[7] |
Phillips (2007–2008) |
PLC |
193 |
+ |
Controls |
211 |
16 to 30 |
85 - 85/80 - 81 |
[55], [56] |
Poli (2010) |
NSCLC |
40 |
+ |
Controls |
38 |
7 |
90/92 |
[59] |
Steeghs (2007) |
LC |
11 |
+ |
Controls |
57 |
2 |
AUC: 0.81 |
[64] |
Westhoff (2009) |
LC |
32 |
+ |
Controls |
54 |
23 |
100/100 |
[67] |
Chapman (2012) |
MPM |
10 |
+ |
Controls |
32 |
N.S. |
90/91 |
[68] |
Dragonieri (2012) |
MPM |
13 |
+ |
Controls |
13 |
N.S. |
CVV: 85% (p < 0.001) |
[69] |
Phillips (2007) |
Patients suspected of TB |
42 |
+ |
Controls |
59 |
N.S. (≈7) |
100/100 |
[77] |
Phillips (2012) | Patients with TB | 130 | +/− | Controls | 121 | 8 | 71/72 | [79] |
*Sensitivity/Specificity (in %), unless stated otherwise. AUC = Area Under the ROC Curve; CF = Cystic Fibrosis; CI = 95% Confidence interval; COPD = Chronic Obstructive Pulmonary Disease; CVV = Cross-Validated accuracy-Value; DP = Diagnostic Performance; LC = Lung Cancer; M-distance = Mahalanobis-distance; MPM = Malignant Pleural Mesothelioma; N = Sample size; NPV = Negative Predictive Value; N.S. = Not Stated; NSCLC = Non-Small Cell Lung Cancer; PCA = Principal Component Analysis; PLC = Primary Lung Cancer; PPV = Positive Predictive Value; Ref. = Reference; TB = pulmonary Tuberculosis.