{'fraction_non_alphanumeric': 0.034178893784489024, 'fraction_numerical': 0.029173974419301023, 'mean_word_length': 5.272605312583847, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 1, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Cytosolic Proteome Profiling of Aminoglycosides Resistant Mycobacterium tuberculosis Clinical Isolates Using MALDI-TOF/MS

Emergence of extensively drug resistant tuberculosis (XDR-TB) is the consequence of the failure of second line TB treatment. Aminoglycosides are the important second line anti-TB drugs used to treat the multi drug resistant tuberculosis (MDR-TB). Main known mechanism of action of aminoglycosides is to inhibit the protein synthesis by inhibiting the normal functioning of ribosome. Primary target of aminoglycosides are the ribosomal RNA and its associated proteins. Various mechanisms have been proposed for aminoglycosides resistance but still some are unsolved. As proteins are involved in most of the biological processes, these act as a potential diagnostic markers and drug targets. In the present study we analyzed the purely cytosolic proteome of amikacin (AK) and kanamycin (KM) resistant Mycobacterium tuberculosis isolates by proteomic and bioinformatic approaches. Twenty protein spots were found to have over expressed in resistant isolates and were identified. Among these Rv3208A, Rv2623, Rv1360, Rv2140c, Rv1636, and Rv2185c are six proteins with unknown functions or undefined role. Docking results showed that AK and KM binds to the conserved domain (DUF, USP-A, Luciferase, PEBP and Polyketidecyclase/dehydrase domain) of these hypothetical proteins and over expression of these proteins might neutralize/modulate the effect of drug molecules. TBPred and GPS-PUP predicted cytoplasmic nature and potential pupylation sites within these identified proteins, respectively. String analysis also suggested that over expressed proteins along with their interactive partners might be involved in aminoglycosides resistance. Cumulative effect of these over expressed proteins could be involved in AK and KM resistance by mitigating the toxicity, repression of drug target and neutralizing affect. These findings need further exploitation for the expansion of newer therapeutics or diagnostic markers against AK and KM resistance so that an extreme condition like XDR-TB can be prevented.


INTRODUCTION
Tuberculosis (TB) still remains one of the deadliest communicable diseases worldwide which is caused by Mycobacterium tuberculosis. WHO reported 9.0 million people developed TB and 1.5 million deaths including 3,60,000 people with HIV (WHO Report, 2015). Widespread development of multidrug-resistant tuberculosis (MDR-TB) has worsened the circumstances and aminoglycosides are used to treat them. Failure of aminoglycosides anti-TB treatment leads to resistance as well as emergence of extensively drug resistant tuberculosis (XDR-TB). Aminoglycosides, amikacin (AK) and kanamycin (KM) are important second line anti-mycobacterial drugs for MDR-TB patients. The principle targets of AK and KM resistance includes mutation in ribosomal protein/16S rRNA (Beauclerk and Cundliffe, 1987), enzymatic inactivation of drugs (Welch et al., 2005), decreased inner membrane transport and active efflux pumps (Magnet et al., 2001), cell wall impermeability (Nikaido, 2003), trapping of drug (Magnet et al., 2003). AK and KM resistance were contributed by rrs mutations in approximately 70% M. tuberculosis; however remaining 30% does not have these mutations and signifying the contribution of some other resistance mechanism (s). Advancement in proteomics has cleared the doubts to prove any complex phenotypes. As proteins marked most of the biological processes, these are attractive targets for developing new drugs and diagnostics against the resistance. Two-dimensional gel electrophoresis (2-DE) coupled with MALDI-TOF-MS have direct approaches for separation, identification, and characterization of proteins and its species (Kumar et al., 2013;Sharma et al., 2015b). Comparative proteomic studies addressing whole cell lysate and membrane and membrane associated proteins of aminoglycosides resistance isolates have been reported (Kumar et al., 2013;Sharma et al., 2015b). Recently we have reported involvement of ferritin (a cytoplasmic protein) in AK and KM resistance . However, purely cytosolic expression proteome of aminoglycosides resistant M. tuberculosis isolates have not been explored. To address this issue, we analyzed purely isolated cytosolic proteins of AK and KM resistant M. tuberculosis by direct proteomic and bioinformatics approaches. Such information could be helpful for the development of newer diagnostics and drug targets against AK and KM drug resistance so that the situations like extensively drug resistance could be prevented.

M. tuberculosis Isolates Collection and Drug Susceptibility Testing
Four total susceptible (rifampicin, isoniazid, ethambutol, pyrazinamide, streptomycin, kanamycin, and amikacin) and four AK and KM resistant (sensitive to other first line and second line drugs) M. tuberculosis isolates were procured from Mycobacterial Repository Centre of National JALMA Institute for Leprosy and Other Mycobacterial Diseases, Agra, India. Drugs susceptibility testing (DST) for all the drugs was performed by LJ proportion (Canetti et al., 1969) and REMA methods (Palomino et al., 2002). Cultures were grown in Sauton's liquid medium at 37 • C and harvested in late log phase (4 weeks) for proteomic analysis.

Purely Cytosolic Proteins Isolation and Precipitation
Mycobacterial cell lysate was prepared with slight modifications (Brodie et al., 1979;Sharma and Bisht, 2016). Briefly, Cells were suspended in sonication buffer with 1% v/v Triton X-100 and then broken by intermittent sonication at 4 • C for 20 min. Homogenate was centrifuged at 12,000 g for 20 min at 4 • C. Resulting supernatants were ultracentrifuged at 150000 g for 90 min. to obtain the purely cytosolic supernatant and the pellet (cell membrane) was discarded. Cytosolic supernatant was precipitated using published protocol (Bisht et al., 2007). Protein concentrations were estimated by Bradford method (Bradford, 1976). Protein extractions were performed for three times in biological and technical replicas.

Two Dimensional Gel Electrophoresis
IEF and SDS-PAGE were carried out using the published protocol of "in gel rehydration" with slight modifications (Gorg et al., 2000;Sharma and Bisht, 2016). In brief, IPG strips of pH 4-7 and length 17 cm (Bio-Rad, Hercules, CA, USA) were rehydrated overnight at 20 • C with 550 µg proteins. Strips were focused on an IEF unit (Bio-Rad) at 20 • C. Proteins were separated in second dimension on 12% SDS-polyacrylamide gels in a vertical electrophoresis unit PROTEAN II XI (Bio-Rad). Gels were stained with Coomassie Brilliant Blue and analyzed using PDQuest Advanced software version 8.0.0 (BIORAD, Hercules, CA, USA). Protein spots which showed consistently increased intensities with more than 1.5 fold were selected for identification. Student t-test (inbuilt with software) was used for the statistical analysis by PDQuest Advanced software. The system picks up the spots with differential intensity of significant levels built in the system. Equal amount of protein was loaded in all gels and experiments were repeated in biological and technical replicates for at least three times.

In Gel Digestion and Mass Spectrometry
In-gel digestion of proteins and MALDI-TOF/MS was carried out using published protocol (Shevchenko et al., 1996;Sharma et al., 2015b). In brief, mass spectra of digested proteins were acquired using Autoflex II TOF/TOF 50 (Bruker Daltonik GmbH, Leipzig, Germany). PMF were submitted to swissprot database for their identification taking taxonomy as M. tuberculosis complex. Peptide mass tolerance was set in range of 50-125 ppm (to acquire the best MASCOT score) with carbamidomethyl-cystein set as fixed modification. The oxidation of methionine was set as variable modification and one missed cleavage site was allowed.

Bioinformatic Analysis
Protein sequences of hypothetical proteins were retrieved from Tuberculist server http://tuberculist.epfl.ch/. Classes of proteins were predicted using TBpred server (Rashid et al., 2007). There probable functions and interacting partners were predicted using InterProScan, Molecular docking (Table 3), GPS-PUP (Quevillon et al., 2005;Schneidman-Duhovny et al., 2005;Andrusier et al., 2007;Mashiach et al., 2008;Liu et al., 2011) and STRING analysis (Search Tool for the Retrieval of Interacting Genes/Proteins, http://string.embl.de/) (Mawuenyega et al., 2005). STRING-10, server was used to predict the interacting partners of protein-protein interaction. STRING database uses a combination of prediction approaches and an integration of other information (neighborhood, transferred neighborhood, gene fusion, co-occurrence, coexpression, experiments, databases, text mining). Network was made at medium confidence level (0.400) allowing all active prediction methods.

TBPred
TBPred analysis revealed that most of the identified proteins were found to be predicted in the class of cytoplasmic proteins ( Table 2).

3D Modeling and Docking
Molecular docking analysis of selected 3D models (showing less than 2% discrepancy from Ramachandran plot) of hypothetical proteins was performed to find out their binding sites with AK and KM. Parameters used for selection of 3D models Frontiers in Microbiology | www.frontiersin.org  Table 3. Docking of Rv3208A (Figure 2) showed the interaction of AK and KM drugs to the conserved motif of domain of unknown function (DUF3107 domain). Docking with Rv2623 showed that both drugs bind to the residues of central cavity of USP-A domain of universal stress protein (Figure 2). For both drugs interacting residues were almost common, which suggests similar binding sites. Docking with Rv1360 (Figure 3) showed that both drugs bind to the interacting residues of conserved Luciferase like domain of the uncharacterized protein. Docking with Rv2140c showed that both drugs interacted with amino acids residues of conserved PEBP domain of hypothetical UPF0098 protein (Figure 3). Docking analysis of Rv1636 and Rv2185c (Figure 4) showed that AK and KM binds to conserved USP-A domain of uncharacterized protein and conserved Polyketide cyclase/dehydrase domain of hypothetical protein, respectively.

Prediction of Pupylation Sites
Using the default threshold (medium) with cutoff 2.452, GPS-PUP predicted pupylation sites in 15 identified proteins which are tabulated in Table 4. Four proteins have not shown any pupylation sites with these default parameters.

String Analysis
We analyzed the 19 over expressed proteins using STRING-10 with a medium confidence score threshold of 0.4 and build an interactome network (Figure 5) for these set of proteins to find out the protein-protein interaction (PPIs) and predict functional associations. We found that proteins involved in intermediary metabolism and respiration, lipid metabolism, information pathway/regulatory, and virulence, detoxification and adaptation category interacted with each other as well as their partners except the hypothetical proteins.

DISCUSSION
In this study we analyzed the comparative cytosolic proteome of AK and KM resistant isolates by 2DE-MALDI-TOF/MS and bioinformatic tools. Over expressed proteins in the resistant clinical isolates were identified, which may be used as diagnostic markers or drug targets for therapeutics. 2DE/MS has an advantage over the traditional methods (SDS-PAGE, chromatography and sequencing) as not only the identification of a large number of unknown proteins but also protein species separation. Several reports (whole cell lysates and membrane and membrane associated proteins) on aminoglycosides drug resistance and identification of diagnostics/drug targets employing proteomic and bioinformatic approaches exists (Sharma et al., 2010a(Sharma et al., , 2014(Sharma et al., ,b, 2016de Souza et al., 2011;Kumar et al., 2013) which suggested that over expressed hypothetical proteins (Rv3867, Rv3224, Rv0148,Rv2744c), universal stress protein (Rv2005c) and some known proteins (involved in various pathways) might be involved in aminoglycosides resistance. However, to the best of our knowledge, no study on cytosolic proteome analysis with AK and KM resistant M. tuberculosis isolates has been reported.

Repression of Targets
Rv0363c (Fructose bisphosphate aldolase) is centrally involved in glycolysis, gluconeogenesis, and ATP synthesis. Mycobacteria reside in specialized niches and may require adaptations in the energy metabolism. It is essential for growth/pathogenesis of catalyzes the reversible hydration of carbon dioxide to form bicarbonate and is also needed for fatty acid biosynthesis as well as pH homeostasis, therefore it is considered as essential for survival of M.tuberculosis. Rv1284 gene was highly over expressed under nutrients starved condition (Betts et al., 2002). Nienaber et al. reported Tyr120 of Rv1284 is critical residue for oxidative inactivation and its involvement in pH homeostasis/ redox-regulation (Nienaber et al., 2015). Over expression of Rv1284 might be involved in pathogenesis by maintaining the homeostasis/biosynthesis of fatty acids. Rv1479 (Transcriptional regulator MoxR1) is involved in regulatory function. Hu and Coates reported that its m-RNA was 4-fold over expressed in persisters as compared to stationary phase of mycobacteria (Hu and Coates, 2001). Recently Sharma et al. reported it's over expression in aminoglycosides resistant M. tuberculosis . Aminoglycosides resistant mycobacteria also behave like dormant bacilli due to repression of targets which is the mycobacterial intrinsic defense mechanism against resistance. Our study assumes that over expression of this protein regulate the transcription of mycobacteria even in low transcriptional state or dormant state. Rv0009 (Probable iron-regulated peptidyl prolyl cis-trans isomerase A) is probably involved in cis-trans isomerization of proline imidic peptide bonds in oligopeptides and accelerated protein folding (Henriksson et al., 2004). Recently Lata et al. reported the higher expression of Rv0009 in ofloxacin and moxifloxacin induced M. tuberculosis . Over expression of Rv0009 might maintain cis-trans isomerization of amino acids and its supply to cells even in low translational state or dormant state. We hypothesized that over expression of Rv0363c, Rv0733, Rv1284, Rv1479, and Rv0009 proteins might cumulatively overcome the effect of targets repression and contribute to aminoglycosides resistance.

Mitigate the Toxicity
Rv2462c (trigger factor, also acts as chaperone), is not only involved in protein export but also maintains the open conformation of newly synthesized protein. It was reported that its intensity is regulated by phosphate depletion (Rifat et al., 2009). Sharma et al. reported that it was over expressed in aminoglycosides resistant M. tuberculosis . Over expression of Rv2462c might mitigate the toxicity by maintaining the export of newly synthesized protein or truncated proteins in an open conformation. Rv2031c (Alphacrystallin/HspX), protect the cells from different stimuli like stress, dormancy, drug and hypoxia by preventing protein aggregation (Sherman et al., 2001). In our previous studies, increased intensity of Rv2031c was reported in resistant M. tuberculosis (Kumar et al., 2013;Sharma et al., 2015b). Over expression of Rv2031c might mitigate the toxicity by preventing protein aggregation. Rv3648c (probable cold shock protein A) possibly involved in cold acclimation processes like dormancy, stress, drug and hypoxia (Hu et al., 1999). Rv3648c mRNA showed five to sevenfold increase in Mycobacterium smegmatis under cold-induction dormancy (Shires and Steyn, 2001). Over expression of Rv3648c might mitigate the aminoglycosides toxicity by maintaining the protein conformation. Rv2428 (Alkyl hydroperoxide reductase C/AhpC), a novel group of the peroxiredoxin family that reduces organic peroxide and hydrogen peroxides. Heym et al. reported that over expression of the AhpC involved in virulence and isoniazid resistance of M. tuberculosis (Heym et al., 1997). Lee et al. suggested that AhpC expression was induced under oxidative stress conditions and involved in M. smegmatis (Lee et al., 2014). Over expression of Rv2428 might mitigate the toxic effects of the aminoglycosides. Rv0054 (SS-DNA binding protein/SSB) involved to maintain DNA/RNA integrity in replication, recombination and repair phenomena. SSBs are also involved in modulating the activity of DNA polymerase, RNA polymerase and DNA helicase. Over expression of Rv0054 was found in drug induced study . Over expression of Rv0054 might mitigate the toxicity/stress of drugs. Rv2246 (3-oxoacyl-[acyl-carrier protein] synthase 2) was involved in meromycolate elongation step of mycolic acid biosynthetic pathway (Singh et al., 2011) which provides a thick layer of lipid in the cell wall and protects M. tuberculosis from environmental and poisonous chemicals stress. Starck et al. reported that in M. tuberculosis Rv2246 was over expressed under anaerobic conditions (Starck et al., 2004). Over expression of Rv2246 might mitigate the toxicity of aminoglycosides. Rv0242c (Probable 3-oxoacyl-[acyl-carrier protein] reductase/FabG4) is involved in the first step of fatty acid biosynthesis pathway. Beste et al. suggested fabG4 to be essential for growth of M. bovis BCG on Roisin's medium (Beste et al., 2009). Sharma et al. suggested that Rv0242c might play a role in altering the drug permeability in resistant isolate by changing the fatty acid composition of the cell envelope (Sharma et al., 2010a). Over expression of Rv0242c might mitigate the toxicity of aminoglycosides. Rv0632c (Probable enoyl-CoA hydratase/EchA3) could possibly oxidize fatty acids. Maurya et al. reported that Rv0632c was overexpressed under anaerobic culture condition (Maurya et al., 2014). Recently Vargas-Romero et al. suggested that over expression of Rv0632c in hyper virulent M. tuberculosis CPT31 could facilitate mycobacterial infection and persistence (Vargas-Romero et al., 2016). Over expression of Rv0632c might mitigate the toxic effects of aminoglycosides.

Neutralizing Effect
Rv2623 and Rv1636 are universal stress proteins with unknown function. These were over-expressed under nutrient/oxygen limitation and be involved in virulence/chronic infection (Stewart et al., 2001). Recently Lata et al. reported that Rv2623 and Rv1636 were over expressed in ofloxacin and moxifloxacin induced study . In the present study we have observed that AK and KM interacted to the residues of conserved USP-A domains of Rv2623 and Rv1636, which might be altering the functions. It is suggested that over expression of these proteins might neutralize/compensate the effect of drugs. Rv1360 (probable oxidoreductase) is an uncharacterized protein, probably involved in cellular metabolism. Kruh et al. reported that Rv1360 was expressed in guinea pig model during early and chronic stages of disease (Kruh et al., 2010). The bacteria are thought to be in a state of reduced replication and metabolism as part of the chronic lung infection as well as in aminoglycosides resistance; therefore over expression of Rv1360 might maintain the replication and metabolism. Through in-silico approaches Raman and Chandra suggested that it is a potential drug target against tuberculosis (Raman and Chandra, 2008 (Starck et al., 2004). It is reported that over expression of Rv2185c induced IκBα degradation and nuclear translocation of NFκB (Zhang et al., 2015). In the present study we have observed that AK and KM interacted to the residues of conserved Polyketide cyclase/dehydrase domain, which might alter the function. Rv3208A (Conserved hypothetical protein/TB 9.4) is the protein of unknown function. Griffin et al. suggested that expression of Rv3208A is essential for M. tuberculosis growth and cholesterol catabolism (Griffin et al., 2011). In our study we have found that AK and KM interacted to the residues of conserved DUF3107 domain, which might alter the function. We hypothesized that over expression of Rv2623, Rv1636, Rv1360, Rv2140c, Rv2185c, and Rv3208A hypothetical proteins might cumulatively neutralize/compensate the effect of drugs and contribute to aminoglycosides resistance.
Pupylation is a reversible PTM which is likely to have a regulatory role (Burns et al., 2010). Pupylation contributes to the virulence/survival strategy of M. tuberculosis in the host and makes the bacteria more resistant to drug and other stresses (Darwin et al., 2003). In our study, out of 19 over expressed proteins 15 showed the pupylation sites which suggested that over expression of these proteins via FIGURE 5 | STRING analysis reveals the interaction partners of the over expressed proteins which showed that over expressed proteins interacted to proteins of the similar functional categories except the hypothetical proteins. Pup-proteasome system (protein-protein interaction) might be involved in proteins turnover to overcome aminoglycosides stress. Interactome revealed that overexpressed proteins of lipid metabolism (LM), intermediary metabolism and respiration (IMR), information pathway/regulatory proteins (IP/RP), and virulence, detoxification and adaptation (VDA) category interacted to the other proteins which were involved in pathways of LM, IMR, IP/RP and VDA categories. We suggested that over expressed proteins along with their interactive partners of these various functional categories might cumulatively be involved in aminoglycosides resistance.
We assume that over expressed proteins might be contributing in AK and KM resistance and might act as diagnostic marker or potential targets for drug development against resistance.

CONCLUSION
In a nutshell, in this report we focus on the purely cytosolic proteins of AK and KM resistant M. tuberculosis using proteomic and bioinformatic approach. Among the 19 over expressed proteins, 13 with their defined roles and six with unknown functions. TBpred predicted most of the proteins belong to cytoplasmic class. Molecular docking of these six hypothetical proteins (Rv2623, Rv1636, Rv1360, Rv2140c, Rv2185c, and Rv3208A) showed that AK and KM interacted to their conserved domains. GPS-PUP predicted presence of pupylation sites within 15 proteins. Interactome also suggested that over expressed proteins interacted with each other and their partners except the hypothetical proteins. It is depicting that over expression of these proteins might not only neutralize/ modulate the effect of drug molecules but also are involved in various mechanisms, such as in mitigating the toxicity, repression of drug target and protein turnover to overcome the AK and KM resistance. We assume that cumulative effect of these over expressed proteins might be responsible to AK and KM resistance. These findings need further exploitation for the development of newer therapeutic agents or molecular markers which can directly be targeted to a gene/protein responsible for resistance so that an extreme condition like XDR-TB can be prevented and which could ultimately lead to exploration of newer therapeutics.

AUTHOR CONTRIBUTIONS
DS and DB design the concept of study, DS, ML, and RS involved in protein sample prepration and 2DGE, DS carried out the 2D-gel analysis, MALDI-TOF-MS and Bioinformatics analysis. DS, DB, ND, and KV finalized the manuscript.