Literature DB >> 26417605

Mutations Found in embCAB, embR, and ubiA Genes of Ethambutol-Sensitive and -Resistant Mycobacterium tuberculosis Clinical Isolates from China.

Yuhui Xu1, Hongyan Jia1, Hairong Huang2, Zhaogang Sun2, Zongde Zhang1.   

Abstract

To better understand the molecular mechanisms of Ethambutol (EMB) resistance, the mutant hot spot region of five genes (embB, embA, embC, embR, and ubiA) was amplified and sequenced in 109 EMB-resistant and 153 EMB-susceptible clinical isolates from China. Twenty-seven EMB-susceptible isolates were found to have nonsynonym mutations, 23 of which were in embB. The mutations occurred most frequently in embB (85.3%, 93) and were seldom in embC (2.8%, 3), embA (3.7%, 4), embR (3.7%, 4), and ubiA (8.3%, 9) in EMB-resistant isolates. For the embB gene, 63 isolates showed mutations at embB306, 20 at embB406, nine at embB497, and five at embB354 in EMB-resistant isolates. In addition, the particular mutants at embB406 and embB497 indicated both high levels of EMB resistance (MICs > 5 μg/mL) and broad anti-TB drug resistance spectrums. Our data supported the facts that embB306 could be used as a marker for EMB resistance with a sensitivity of 57.8% and a specificity of 78.8%.

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Year:  2015        PMID: 26417605      PMCID: PMC4568347          DOI: 10.1155/2015/951706

Source DB:  PubMed          Journal:  Biomed Res Int            Impact factor:   3.411


1. Introduction

Ethambutol (EMB) is an antituberculosis drug that is widely used for treating drug resistance, and it is also commonly used for treating multidrug-resistant tuberculosis [1]. The collective results of the EMB drug susceptibility test (DST) of clinical M. tuberculosis strains, which has been extensively reviewed in many countries, indicate that many of the strains are resistant to EMB [2-4]. Due to the numerous EMB-resistant strains, the mechanisms underlying EMB resistance, namely, mutations related to EMB target genes, have been both investigated and summarized [4-8]. EMB appears to inhibit arabinosyl transferases encoded by the embCAB operon, which is involved in polymerizing arabinose into the arabinan components of arabinogalactan and lipoarabinomannan. The mutations in the embCAB operon are responsible for its resistance, especially the “canonical” mutations in codons 306, 406, or 497 of embB [4, 9, 10]. Belanger et al. (1996) reported that embR modulates the level of arabinosyltransferase activity in vitro, which might confer EMB resistance [11]. embR may control arabinosyltransferase activity in M. tuberculosis in a phosphorylation-dependent fashion, acting downstream of the Ser/Thr-kinase PknH [11]. Recently, Safi et al. found that mutations on the gene ubiA were associated with high-level resistance and had multiplicative effects with embB mutations on minimum inhibitory concentrations (MICs) [4]. The ubiA gene encoding 5-phospho-alpha-d-ribose-1-diphosphate:decaprenyl-phosphate 5-phosphoribosyltransferase is known to be essential for the growth of M. tuberculosis, and EMB was found to inhibit other steps in arabinan biosynthesis [12]. Although EMB does not directly inhibit ubiA, ubiA mutations have been shown to increase DPA synthesis, causing the MICs to increase in both a wild-type background and an embB codon 306 mutant background [4]. The embB mutations that are related to the EMB target genes have been extensively studied, but studies regarding embA, embC, embR, and ubiA mutations are lacking. Moreover, less data has been generated on the simultaneous presence of these particular gene mutations in a large amount of clinical isolates. In this study, we sequenced the five genes to find the concomitant existence of the mutations in 109 clinical isolates. This study was an important step towards gaining a full understanding of the molecular mechanisms of EMB resistance and the mutation patterns in clinical isolates from China.

2. Materials and Methods

2.1. Bacterial Strains and Susceptibility Testing

M. tuberculosis H37Rv (ATCC 27294), which was used as the control for the antibiotic susceptibility test, was obtained from the Beijing Bio-Bank of Clinical Resources on Tuberculosis for the isolates. From January 1, 2009, to December 31, 2009, a total of 109 EMB-resistant clinical M. tuberculosis isolates were collected from 1,048 isolates. The absolute two-concentration method was conducted twice in order to determine the low or high resistance levels on Lowenstein-Jensen (L-J) slants [13]. The 109 EMB-resistant and 153 randomly selected EMB-susceptible isolates included in this study were also subjected to susceptibility testing for isoniazid (INH), rifampicin (RFP), streptomycin (SM), EMB, ofloxacin (OFX), Capreomycin (CPM), para-aminosalicylic acid sodium (PAS), and amikacin (AMK) by the absolute concentration method [9]. The INH, RFP, OFX, SM, EMB, CPM, PAS, and AMK were purchased from Sigma-Aldrich (Beijing, China). They were dissolved to 100-fold concentrated stock solutions according to the manufacturer's instructions.

2.2. DNA Extraction and PCR Amplification

The genomic DNA from the samples was isolated from the mycobacterial cultures using the QIAmp DNA Mini Kit (Qiagen, CA, USA). PCR was performed for various gene loci of embC, embA, embR, ubiA, and the enlarged embB primers. The primer sets that were used are described in Table 1. The primers were designed based on the H37Rv gene sequence (NC_000962.3) with the Oligo 6.0 software (Wojciech Rychlik Molecular Biology Insights, Inc., CO, USA). Only EMB resistance-determining regions (ERDR) that were amplified in the PCR reactions, including codons 655-988 of the embC gene, codons 203-906 and 858-1196 of the embA gene, codons 640-1002, 898-1423, and 1405-1747 of the embB gene, codons 17-865 of the ubiA gene, and codons 24-1160 of the embR gene (Table 1), were the ones that had been previously reported. The DNA templates for the PCR products were purified using a QIAquick PCR Cleanup Kit (QIAGEN, CA, USA) as per the manufacturer's instructions and were subjected to DNA sequencing.
Table 1

Primers employed in this study.

GenesPrimers (5′-3′)Annealing temperature (°C)PCR products (bp)
embC F: GATACCCGCTACAGCAGCA63334
R: GGTCGTAGTACCAGCCGAAA

embA1 F: GCCGGCTATGTAGCCAACTA63338
R: GACCGTTCCACCAACACC

embA2 F: GCGCGCTGGACATCTCGAT68704
R: CGCCTCCGTCGTGCCGAAATA

embB1 F: CCGACCACGCTGAAACTGC63364
R: GTAATACCAGCCGAAGGGATCCT

embB2 F: GACGGCTACATCCTGGGCATG68525
R: TGCCGACCAGGCGATGACG

embB3 F: CGTCATCGCCTGGTCGGCAC 64812
R: ACATGGTGCCGAAGATGACGC

embR F: CGCTGATCTGGAACGTGAAT651137
R: GTAGCGCGACAGTGGAGAAG

ubiA F: TGACTCAACCTCCGGCAAACC63850
R: GCGCCAGCAGCTGCAATACCC

2.3. Sequencing and Data Analysis

All PCR products that were utilized in this research were sequenced by Sangon Co. Ltd. in China. The sequencing data was assembled by SeqMan Pro (version 7.1, DNAstar Lasergene), and the mutations that were uncovered were identified by comparison with the H37Rv sequences (NC_000962.3) of embB, embA, embC, embR, and ubiA from the GenBank database (http://www.ncbi.nlm.nih.gov/nuccore/NC_000962.3) using the MegAlign (version 7.1, DNAstar Lasergene). Both the frequency calculations and the association analyses were performed using GraghPad 5 for Windows (GraghPad, Inc., USA).

3. Results

3.1. Antibiotic Susceptibility Testing

Among the 1,048 isolates collected between January 1, 2009, and December 31, 2009, a total of 109 clinical M. tuberculosis isolates were EMB-resistant, of which 67 were MDR-TB isolates, 11 were XDR-TB isolates, 26 were resistant to INH or RFP, and the remaining 5 were resistant to neither INH nor RFP. The results of the drug susceptibility tests are shown in Table 2. The absolute two-concentration, concentration DST results showed that 34 isolates had a high EMB concentration level (MICs ≥ 5), and the remaining 75 EMB-resistant isolates had a low EMB concentration level (2 ≤ MICs < 5).
Table 2

Characteristics of the mutants in embB, embA, embC, embR, and ubiA within the EMB-resistant isolates.

TypesLocus, nucleotide change, and amino acid change Number (n = 109)High resistance (n = 37) Resistant spectrum (mean ± SD = 3.49 ± 1.59)MDR/XDR
embB embA embC embR ubiA
1WTWTWTWTWT1401.86 none, 8 MDR
2M306V (ATG-GTG)WTWTWTWT2251.59 none, 13 MDR
3M306L (ATG-CTG)WTWTWTWT831.92 none, 6 MDR
4M306L (ATG-TTG)WTWTWTWT212.21 none, 1 MDR
5M306I (ATG-ATA)WTWTWTWT823.83 none 4 MDR, 1 XDR
6M306I (ATG-ATT)WTWTWTWT1041 MDR
7M306I (ATG-ATT)WTWTWTE149D (GAA-GAC)1181 XDR
8M306I (ATG-ATA) G406S (GGC-AGC)WTWTWTWT115MDR
9M306I (ATG-ATA) G406D (GGC-GAC)WTWTWTWT114MDR
10M306I (ATG-ATA)G406D (GGC-GAC)WTWT462 (c-del)V49L (GTC-CTC) P254P (CCG-CCT) 114MDR
11M306I (ATG-ATC)R354S (AGA-AGC)V122G (GTG-GGG)V125G (GTG-GGG)WTWTWT114MDR
12M306V (ATG-GTG)V343L (GTG-TTG)WTWTWT106MDR
13M306V (ATG-GTG)WTE305D (GAG-GAC)WTWT117XDR
14M306V (ATG-GTG)WTWTG84G (GGT-GGG) S104N (AGC-AAC)A38T (GCC-ACC)115MDR
15M306V (ATG-GTG)WTWTWTL198L (CTG-CTC)118XDR
16M306V (ATG-GTG)WTWTWT I206I (ATC-ATT) 103None
17M306V (ATG-GTG)L105V (CTG-GTG)WTWTWT107XDR
18M306V (ATG-GTG)R380P (CGT-CCT)WTWTWT103MDR
19M306V (ATG-GTG) D328H (GAT-CAT)WTWTWTWT103MDR
20M306V (ATG-GTG) D328G (GAT-GGT)WTWTWTWT116MDR
21M306V (ATG-GTG) G406P (GGC-CCG)  A439A (GCA-GCG) WTWTWTE149D (GAA-GAC)117XDR
22M306V (ATG-GTG) G406P (GGC-CCG)  A439A (GCA-GCG) WTWTWT I206I (ATC-ATT) 116MDR
23M306V (ATG-GTG) G406A (GGC-GCC)WTWTWTWT113MDR
24M306V (ATG-GTG) Q497R (CAG-CGG)WT E305E (GAG-GAA) WTWT114MDR
25M306V (ATG-GTG) D531D (GAC-GAT) WTWTWTWT415.52 none, 2 MDR
26D328H (GAT-CAT)WTWTWTWT104MDR
27R354S (AGA-AGC)WTWTWTWT3021 none, 2 MDR
28R354S (AGA-AGC)  D531D (GAC-GAT) WTWTWTWT103None
29G406P (GGC-CCG)WTWTWTWT117XDR
30G406P (GGC-CCG)  A439A (GCA-GCG) WTWTWTWT205.5MDR
31G406D (GGC-GAC)WTWTWTWT4253 MDR, 1 XDR
32G406A (GGC-GCC)WTWTWTWT625.55 MDR, 1 XDR
33G406A (GGC-GCC)WT E305E (GAG-GAA) WTWT105MDR
34G406C (GGC-TGC)WTWTWTWT114MDR
35 A439A (GCA-GCG) WTWTWTWT203.52 none
36Q497R (CAG-CGG)WTWTWTWT535.42 none, 2 MDR, 1 XDR
37Q497K (CAG-AAG)WTWTWTWT116MDR
38Q497R (CAG-CGG)T496N (ACC-AAC)WTWTWTI179T (ATC-ACC)117XDR
39Q497R (CAG-CGG)WTWTP49A (CCC-GCC)WT116None
40WTWTWTP49A (CCC-GCC) P243S (CCC-TCC)WT104MDR
41WTWTWTWTS244T (AGC-ACC)105MDR

WT: wild type; MDR: multidrug resistance; XDR: extensively drug resistance.

To further investigate the drug-resistant spectrum, the 109 EMB-resistant isolates and 153 randomly selected EMB-sensitive isolates were also subjected to susceptibility testing for INH, RFP, SM, EMB, OFX, CPM, PAS, and AMK. Results showed that the EMB-resistant isolates were resistant to an average of 3.49 ± 1.59 (mean ± SD) of the eight tested anti-TB drugs, while the EMB-sensitive isolates were resistant to an average of 0.72 ± 0.41 (mean ± SD) of the eight tested anti-TB drugs. The highly EMB-resistant isolates were resistant to an average of 4.58 ± 1.96, whereas the isolates with low EMB resistance were resistant to an average of 2.94 ± 1.02. The 153 EMB-sensitive isolates were resistant to an average of 0.73 ± 0.42 of the eight tested anti-TB drugs.

3.2. Mutations in the Tested Genes

Of all the 153 EMB-susceptible isolates, only one or two were found to have nonsynonym mutations in embC, embA, embR, and ubiA. Among the 109 EMB-resistant isolates, there were one, four, four, and six isolates with nonsynonym mutations in the embC, embA, embR, and ubiA, respectively. The mutation pattern in embA included V343L, L105V, and R380P, for EMB-resistant, and V343L, R380P for EMB-susceptible isolates. In embR, nonsynonym mutations occurred at P49A, S104N, and P243S in EMB-resistant isolates and at L125S and R230W in EMB-susceptible isolates. Nonsynonym mutations occurred at S244T, I179T, E149D, and A38T in EMB-resistant isolates and none in EMB-susceptible isolates in ubiA. Only one nonsynonym mutation was found in embC at E305D, which was found in EMB-resistant isolates, and a synonym mutation occurred at E305E, which was found in both EMB-resistant and EMB-susceptible isolates. The embB mutation rate in 109 EMB-resistant M. tuberculosis strains was 85.3% (93/109) but was only 15.0% (23/153) in EMB-susceptible strains, of which 17 were at the site of embB306 (Table 3). Other embB mutation patterns were also found at codons 328 (3), 354 (5), 406 (20), and 497 (9) in EMB-resistant isolates and at codons 246 (1), 307 (1), 318 (1), 336 (1), 406 (1), and 439 (1) in 153 EMB-susceptible isolates. Eleven isolates had double embB mutations in EMB-resistant isolates. Of these 11, 10 carried the mutation at the site of embB306 combined with either embB406, embB497, embB354, or embB328.
Table 3

Mutants in embB, embA, embC, embR, and ubiA within the EMB-sensitive isolates.

TypesLocus, nucleotide change, and amino acid changeNumber (n = 153)
embB embA embC embR ubiA
1WTWTWTWTWT124
2M306V (ATG-GTG)WTWTWTWT11
3M306L (ATG-CTG)WTWTWTWT4
4M306I (ATG-ATA)WTWTWTWT1
5M306I (ATG-ATT)WTWTWTWT1
6G406P (GGC-CCG)WTWTWTWT1
7G246R (GGC-CGC)WTWTWTWT1
8A307G (GCC-GGC)WTWTWTWT1
9N318S (AAC-AGC)WTWTWTWT1
10A439A (GCA-GCG)WTWTWTWT1
11L336P (CTG-CCG)WTWTWTWT1
12WTV343L (GTG-TTG)WTWTWT1
13WTR380P (CGT-CCT)WTWTWT1
14WTWT E305E (GAG-GAA) WTWT1
15WTWTWTL125S (TTG-TCG)WT1
16M306V (ATG-GTG)WTWTR230W (CGT-TGG)WT1
17WTWTWTWT I206I (ATC-ATT) 1
Mutations at embB306 were most common, as they were found in both EMB-resistant (63) isolates (Table 2) and EMB-susceptible (17) isolates (Table 3). The wild type codon ATG in embB306 changed into GTG, CTG, TTG, ATA, ATT, or ATC, of which GTG was the most frequent (39), followed by ATA (11), CTG (8), TTG (2), ATT (2), and ATC (1) (Table 2).

3.3. Correlation between Mutations and Drug Resistance

Mutations at embB497, embB354, and embB328 were found only in EMB-resistant clinical isolates, and they were considered to correlate to EMB resistance. Mutations at embB406 and embB306 were also found mainly in EMB-resistant isolates, and they were correlated to EMB resistance with an odd ratio (OR) of 50.7 (P < 0.001) and 46.5 (p < 0.001), respectively. Of all the 109 EMB-resistant isolates, the percentage of isolates showing high levels of resistance to EMB (MICs > 5 μg/mL) was not significantly dependent on the presence (39.7%, 25/63) or absence (37.5%, 12/32) of the embB306 mutation (OR = 1.09, P = 0.84). The difference was statistically significant in relation to the presence (60%, 12/20) or absence (33.8%, 25/77) of an embB406 mutation (OR = 3.12; P = 0.02) as well as the presence (77.8%, 7/9) or absence (34.9%, 30/86) of an embB497 mutation (OR = 6.53, P = 0.01). Mutations at embB328 (P = 0.78) and embB354 (P = 0.70) were not found to be correlated to high EMB resistance. Regression analysis could not be performed in this study, as there were so few EMB-sensitive and -resistant isolates with mutations at embA, embC, embR, and ubiA. Of all the 109 EMB-resistant isolates, more than 18 isolates were found to have mutations (including synonym mutations) in at least two of the five tested genes. When mutations occurred in more than two of the five tested genes, high levels of EMB resistance occurred (OR = 6.2; P = 0.001); isolates with mutations in two or more of the tested genes were resistant to more anti-TB drugs (5.87 ± 1.60) than those with mutations in only one of the tested genes (3.03 ± 1.37). Some strains with certain mutation patterns showed broad anti-TB drug-resistant spectrums. The average number of resistant anti-TB drugs for the mutant at embB306, embB328, embB354, embB406, and embB497 was 2.96 ± 1.07, 4.33 ± 1.53, 2.60 ± 0.89, 5.19 ± 1.23, and 5.75 ± 0.88, respectively.

4. Discussion

EMB is an important antimycobacterial drug and is recommended to treat tuberculosis as well as opportunistic infections by M. avium in patients with acquired immunodeficiency syndrome [14]. However, EMB resistance has been reported frequently in many countries. The traditional views of the mechanisms for EMB resistance mainly focus on the mutations of the embB gene, which creates resistance by altering drug-protein interaction. Including the embCAB operon, the transcriptional regulators embR and ubiA have also been associated with EMB-resistant M. tuberculosis [15]. In the present study, we sequenced the embCAB operon, embR, and ubiA in 109 EMB-resistant and 153 EMB-sensitive M. tuberculosis isolates to find the relationships between the mutations and drug resistance. Our data supported that mutations in codon embB were the predominant mechanism associated with EMB resistance, since 85.3% (93/109) were found to be mutated in EMB-resistant isolates and 15% (23/153) were found to be mutated in EMB-susceptible isolates. High mutation frequencies in embB were found at embB306 (63), embB406 (20), embB497 (9), and embB354 (5) in EMB-resistant isolates. Other embB mutation patterns, such as codons 297, 304, 313, 319, 330, 332, 334, 368, 378, 423, 424, 434, 469, and 508 were not found in this study [4, 16–20]. Previous studies have demonstrated that mutations occur at the embB codon 306 in 27% to 87% of EMB-resistant clinical isolates [7, 9, 11, 15, 16, 19, 21–23]. In this study, mutations occurred at the embB codon in 55% of the EMB-resistant clinical isolates. Our data supported the facts that embB306 could be used as a marker for EMB-resistance with a sensitivity of 57.8% and a specificity of 78.8%. A different frequency of the mutation patterns in the embB gene was reported in India. Of all the 52 different positions that were investigated, the most commonly found mutations were located at codon 378 (11), followed by mutations at codons 368 (9), 306 (8), 380 (7), and 406 (6) [21]. This discrepancy may be due to heterogeneity in the methodologies used (e.g., drug susceptibility testing methods) or to the intrinsic molecular variability between isolates from diverse geographical regions. In this study, all the EMB-resistant isolates with embB497 or embB406 mutations were MDR-TB, which was consistent with the facts reported by Shi et al. and Srivastava et al. [17, 21]. Moure et al. also reported that the percentage of multidrug resistance among isolates with at least one embB406 substitution was significantly higher than that found in the group of isolates without mutations in this codon (100% versus 73.1%, P = 0.035). In our report, both higher drug resistance level and broader anti-TB drug spectrum were found in EMB-resistant isolates with embB497 or embB406 mutations than in those with embB306, embB328, or embB354 mutations. Mutation in embB gene showed lots of patterns in different countries or regions, but quite different for embC, embA, and embR. In this study, the mutations were found mostly in embB (85.3%) and less in ubiA (8.26%), embA (3.7%), embC (4.6%), and embR (3.7%) in EMB-resistant isolates. In congruence with similar studies conducted in Taiwan, nonsynonymous mutations in embC (1), embA (4), and embR (3) were only rarely encountered in this study [24]. Ramaswamy et al. first reported two nonsynonymous nucleotide substitutions in embR resulting in C110W and Q379D replacements [23]. Later, several EMB resistance-associated polymorphisms in embR (16/44; 36.3%) were found in India [21]. In mainland China, 2 of 77 EMB-resistant MDR isolates and 4 of 56 EMB-sensitive isolates were found to have mutations in embC, and 5 of 74 EMB-resistant MDR-TB and 6 of 54 EMB-sensitive MDR-TB were found to have mutations in embA [25]. In New York, USA, embC had only 2 EMB resistance-associated nonsynonymous, N394D and R738E, in 75 EMB-resistant samples, and 8 EMB resistance-associated amino acid replacements were identified in embA [23]. No mutation was identified in the embA gene isolated in India [26], but novel mutations at A254, L251R, T270I, and 297 (11/44) were found in embC [21, 27, 28], which we did not find in this study. Some evidence also supported that T270I changed on its own and plays no role in EMB resistance in embC [28] and that T270I is not a marker for EMB resistance in the M. tuberculosis complex [29]. Mutations in ubiA were reported in 19 of 63 that were randomly selected from the World Health Organization Special Programme for Research and Training in Tropical Disease strain bank and in 17 of the 89 isolates from China [30]. To confirm the mutations in the various genes described in the aforementioned literature, allelic exchange experiments were carried out. Safi et al. confirmed that mutations of M306V, M306L, M306I (ATA), and M306I (ATC) all caused EMB resistance (MIC = 4 mg/L) when incorporated into wild-type strains 210 and 5310 [31]. The fold increase in EMB MIC was also investigated for M306V, M306I (ATA), and M306I (ATC) that had been introduced into H37Rv by Starks et al. [26] and Plinke et al. [32]. Safi et al. also looked at the role of common mutations found in clinical strains with high-level EMB resistance at the embB 406 and 497 codons [10]. By introducing the point mutation in embC, Goude et al. verified that the mutations D294G, M300L, and M300V increased susceptibility to EMB and that mutation M300I had no resistance effect [28]. The introduction of Rv3806c mutations into either codon 18, 188, 237, 240, 249, 174, 176, or 175 caused the increase of EMB MIC [4, 30], but not into codon 149 [4]. Newly found mutations at codons 38, 254, 198, and 249 of Rv3806c must be studied further. In this study, no mutations were found at the tested sites in 14 of the total 109 isolates and 17 EMB sensitive isolates were found with the mutations of embB306. The discrepancy in drug susceptibility between the phenotype and the genotype was multifactorial. Those factors included the overlapping of the MIC distributions between the wild-type and mutant strains [33], the heteroresistance from the bacterial population [22, 34], the limitation of the current DST [35, 36], and the bacterial itself changes in the cell wall thickness, the efflux pump activity and mutations at other genes not included in this study [25, 38].

5. Conclusion

In conclusion, we have demonstrated that mutations were frequently found in the embB gene, especially in EMB-resistant M. tuberculosis strains. The embB306, embB497, and embB406 mutation patters were ranked as the top three in mutation frequency and were found to be associated with EMB resistance. In addition, the particular mutants at embB406 and embB497 indicated both high levels of EMB resistance (MICs > 5 μg/mL) and broad anti-TB drug resistance spectrums. The features of EMB resistance revealed in this study will increase our understanding of the distribution and frequency of mutations in M. tuberculosis isolates with EMB resistance in TB patients from China.
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Authors:  Suresh Kumar; Mehak Zahoor Khan; Neha Khandelwal; Chen Chongtham; Biplab Singha; Ankita Dabla; Debashree Behera; Archana Singh; Balasubramanian Gopal; G Aneeshkumar Arimbasseri; Siddhesh S Kamat; Vinay Kumar Nandicoori
Journal:  mBio       Date:  2022-04-26       Impact factor: 7.786

5.  Use of Whole-Genome Sequencing to Predict Mycobacterium tuberculosis Complex Drug Resistance from Early Positive Liquid Cultures.

Authors:  Xiaocui Wu; Guangkun Tan; Wei Sha; Haican Liu; Jinghui Yang; Yinjuan Guo; Xin Shen; Zheyuan Wu; Hongbo Shen; Fangyou Yu
Journal:  Microbiol Spectr       Date:  2022-03-21

Review 6.  Molecular mechanisms of underlying genetic factors and associated mutations for drug resistance in Mycobacterium tuberculosis.

Authors:  Shasank S Swain; Divakar Sharma; Tahziba Hussain; Sanghamitra Pati
Journal:  Emerg Microbes Infect       Date:  2020-12       Impact factor: 7.163

7.  Characterization of the most common embCAB gene mutations associated with ethambutol resistance in Mycobacterium tuberculosis isolates from Iran.

Authors:  Azar Dokht Khosravi; Mehrandokht Sirous; Mahtab Abdi; Nazanin Ahmadkhosravi
Journal:  Infect Drug Resist       Date:  2019-03-06       Impact factor: 4.003

Review 8.  Diversity and evolution of drug resistance mechanisms in Mycobacterium tuberculosis.

Authors:  Mashael Al-Saeedi; Sahal Al-Hajoj
Journal:  Infect Drug Resist       Date:  2017-10-13       Impact factor: 4.003

Review 9.  Molecular Targets Related Drug Resistance Mechanisms in MDR-, XDR-, and TDR-Mycobacterium tuberculosis Strains.

Authors:  H M Adnan Hameed; Md Mahmudul Islam; Chiranjibi Chhotaray; Changwei Wang; Yang Liu; Yaoju Tan; Xinjie Li; Shouyong Tan; Vincent Delorme; Wing W Yew; Jianxiong Liu; Tianyu Zhang
Journal:  Front Cell Infect Microbiol       Date:  2018-04-10       Impact factor: 5.293

10.  Machine learning and structural analysis of Mycobacterium tuberculosis pan-genome identifies genetic signatures of antibiotic resistance.

Authors:  Erol S Kavvas; Edward Catoiu; Nathan Mih; James T Yurkovich; Yara Seif; Nicholas Dillon; David Heckmann; Amitesh Anand; Laurence Yang; Victor Nizet; Jonathan M Monk; Bernhard O Palsson
Journal:  Nat Commun       Date:  2018-10-17       Impact factor: 14.919

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