| Literature DB >> 30705350 |
Subasa C Bishwal1,2, Mrinal K Das1, Vinod K Badireddy1, Deepti Dabral1, Aleena Das1, Alok R Mahapatra2, Sukanya Sahu1, Dipankar Malakar3, I Ibungo Singh4, Himanghsu Mazumdar5, Saurav J Patgiri5, Trinayan Deka5, Wetetsho Kapfo6, Kevideme Liegise6, Rukuwe-U Kupa6, Sanjita Debnath7, Rajesh Bhowmik7, Rahul Debnath7, Rajendra K Behera2, Manoj G Pillai3, Pranjal Deuri5, Reema Nath5, K Pewezo Khalo8, W Asoka Sing4, Bhaswati Pandit9, Anjan Das7, Sibabrata Bhattacharya10, Digambar Behera11, Lahari Saikia5, Vinotsole Khamo6, Ranjan K Nanda12.
Abstract
Existing understanding of molecular composition of sputum and its role in tuberculosis patients is variously limited to its diagnostic potential. We sought to identify infection induced sputum proteome alteration in active/non tuberculosis patients (A/NTB) and their role in altered lung patho-physiology. Out of the study population (n = 118), sputum proteins isolated from discovery set samples (n = 20) was used for an 8-plex isobaric tag for relative and absolute concentration analysis. A minimum set of protein with at least log2(ATB/NTB) >±1.0 in ATB was selected as biosignature and validated in 32 samples. Predictive accuracy was calculated from area under the receiver operating characteristic curve (AUC of ROC) using a confirmatory set (n = 50) by Western blot analysis. Mass spectrometry analysis identified a set of 192 sputum proteins, out of which a signature of β-integrin, vitamin D binding protein:DBP, uteroglobin, profilin and cathelicidin antimicrobial peptide was sufficient to differentiate ATB from NTB. AUC of ROC of the biosignature was calculated to 0.75. A shift in DBP-antimicrobial peptide (AMP) axis in the lungs of tuberculosis patients is observed. The identified sputum protein signature is a promising panel to differentiate ATB from NTB groups and suggest a deregulated DBP-AMP axis in lungs of tuberculosis patients.Entities:
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Year: 2019 PMID: 30705350 PMCID: PMC6355791 DOI: 10.1038/s41598-018-37662-9
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Sputum proteome of pulmonary tuberculosis patients shows deregulation. (a) Drug naïve tuberculosis suspects were grouped as active and non-tuberculosis patients (A/NTB) based on positive GeneXpert and microscopy findings. (b) An 8-plex isobaric tag for relative and absolute quantification was carried out using proteins isolated from two groups of ATB and NTB from clinical site- I. (c) Principal component analysis (PCA) of the protein abundance data shows two separate clusters of ATB and NTB. (d) The volcano plot shows the mean difference of the protein intensity plotted against the P value. The dashed lines indicate the significance cutoff values.
Epidemiological details of all study subjects used to identify important deregulated molecules in sputum of tuberculosis patients.
| Subject details | Total Subjects | Discovery set | Validation set | Cytology analysis | Confirmatory mixed cohort | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Site specific groups | Follow up set | ||||||||||
| Study Groups | A/NTB | ATB | NTB | ATB | NTB | ATB-R | ATB-NR | ATB | NTB | ATB | NTB |
| No. of Subjects |
| 10 | 10 | 16 | 16 | 4 | 4 | 4 | 4 | 26 | 24 |
| Mean Age (Range) in years |
| 39(27–58) | 35(19–50) | 43(17–79) | 44(16–79) | 28(23–35) | 49(40–60) | 35(18–50) | 25(16–40) | 44(17–80) | 55(18–86) |
| Gender (m/f) |
| 9/1 | 4/6 | 10/6 | 7/9 | 3/1 | 3/1 | 3/1 | 1/3 | 20/6 | 17/7 |
| BMI | 20.2 ± 3.03 | 19.70 ± 3.1 | 18.8 ± 2.35 | 20.2 ± 4.32 | 18.86 ± 2.46 | 17.59 ± 5.5 | 20.86 ± 1.5 | 20.12 ± 4.5 | 19.94 ± 3.9 | 16.81 ± 2.9 | |
| Smoking Habit (y/n/na) |
| 9/1/− | 2/8/− | 5/7/4 | 5/7/4 | 3/1/− | 2/2/− | 1/3/− | −/4/− | 6/20/− | 4/11/9 |
| Alcoholism (y/n/na) |
| 4/6/− | 1/9/− | 6/6/4 | 4/8/4 | 1/3/− | 2/2/− | −/4/− | −/4− | 1/17/8 | −/9/15 |
|
| |||||||||||
| Cough |
| 10 | 10 | 16 | 16 | 4 | 4 | 4 | 4 | 26 | 24 |
| Expectoration |
| 10 | 10 | 16 | 16 | 4 | 4 | 4 | 4 | 26 | 24 |
| Chest pain (y/n/na) |
| 3/7/− | 2/8/− | 14/2/− | 14/2/− | 1/3/− | 4/−/− | 2/2/− | 2/2/− | 10/15/1 | 7/8/9 |
| Fever (y/n/na) |
| 9/1/− | 5/5/− | 8/4/4 | 7/5/4 | 2/2/− | 4/−/− | −/3/1 | −/−/4 | 17/1/8 | 6/3/15 |
|
| |||||||||||
| AFB (+/−ve) |
| 10/− | −/10 | 16/− | −/16 | 4/− | 4/− | 4/− | −/4 | 24/2 | −/14* |
| GeneXpert (+/−ve) |
| 10/− | −/10 | 16/− | −/16 | 4/− | 4/− | 4/− | −/4 | 26/− | −/24 |
| Abnormal Chest X-ray (y/n/na) |
| 9/−/1 | 1/1/8 | 12/−/4 | 5/3/8 | 4/−/− | 3/1/− | −/−/4 | −/−/4 | 21/−/5 | 6/8/10 |
| Cavity (y/n/na) |
| 8/−/2 | 1/1/8 | 14/−/4 | 5/3/8 | 4/−/− | 3/1/− | −/−/4 | −/−/4 | 21/−/5 | 6/8/10 |
A/NTB: active-/non-tuberculosis, ATB- R/NR: tuberculosis patients responder/non-responder at 2 months of treatment; AFB: Acid fast bacilli sputum microscopy test; y/n/na: yes/no/not available; *data not available.
Figure 2Validation of the identified important proteins in independent sample sets. (a,b) Western blot analysis of β-Integrin, vitamin D binding protein (DBP), Uteroglobin, Profilin and cathelicidin antimicrobial peptide (CAMP) with relative intensities in independent validation sample sets. (c) Area under the curve calculated from the confirmatory mixed cohort sample sets (n = 50). Unprocessed original scans of the western blots can be found in Supplementary Fig. S16. Data presented in means ± SD, *P < 0.05, **P < 0.01, unpaired t test. Gender and smoking status of individual subjects are presented.
Performance of deregulated molecules as identified from discovery and validation sets of sputum samples of active-/non-tuberculosis patients from four different clinical sites.
| Important deregulated proteins | log2( | ||||
|---|---|---|---|---|---|
| LC-MS/MS | Western blot | ||||
| Discovery Set | Validation Sets | ||||
| β-Integrin (97 KDa) | −1.09 | −1.8 | −1.05 | −1.003 | −1.03 |
| VDBP (58 KDa) | 1.49 | 1.24 | 1.08 | 1.25 | 1.32 |
| Uteroglobin (38 KDa) | 2.48 | 2.90 | 1.60 | 1.09 | 1.40 |
| Profilin (12 KDa) | −2.49 | −1.93 | −2.05 | −1.05 | −3.34 |
| CAMP (4 KDa) | −1.66 | −2.91 | −2.05 | −1.18 | −1.11 |
Figure 3Important sputum proteins show therapy induced alteration in active tuberculosis patients that were followed longitudinally. (a) Tuberculosis patients were followed during receiving treatment and grouped as non-responders (NR) based on +ve microscopy results and rest as responders (R). (b) Individual proteins were probed using Western blot analyses and relative changes in intensities showed that sputum proteins could differentiate NR-tuberculosis (TB) from R-TB groups. Unprocessed original scans of the western blots can be found in Supplementary Fig. S17. Gender and smoking status of individual subjects are presented.
Figure 4Sputum proteome analysis show tissue specific pathophysiology in tuberculosis patients which is absent in systemic circulation. Low vitamin D in circulation leads to higher DBP (a) in sputum to maximize the effectiveness of antimicrobial protein production. Whereas lower levels of AMP i.e. azurocidin, CAMP, defensin alpha 3 and lactoferrin are observed in sputum proteome of TB patients (b). (c) Altered DBP and AMP axis is favoring pathogen survival in the lungs of tuberculosis patients. Data are mean ± SD, *P < 0.05, **P < 0.01, unpaired t-test.