metabolomic profiling of amoebic and pyogenic liver abscesses an in vitro nmr study

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  • 7/28/2019 Metabolomic Profiling of Amoebic and Pyogenic Liver Abscesses an in Vitro NMR Study

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    O R I G I N A L A R T I C L E

    Metabolomic profiling of amoebic and pyogenic liver abscesses:an in vitro NMR study

    Santosh Kumar Bharti Virendra Jaiswal

    Ujjala Ghoshal Uday Chand Ghoshal

    Sanjay S. Baijal Raja Roy Chunni Lal Khetrapal

    Received: 19 May 2011 / Accepted: 9 July 2011 / Published online: 16 July 2011

    Springer Science+Business Media, LLC 2011

    Abstract Pus samples obtained from 109 patients with

    liver abscess were examined by NMR spectroscopy. To ourknowledge this is the first report on metabolic profiling of

    liver abscesses. Fifty metabolites were identified by com-

    bination of one (1D) and two-dimensional (2D) NMR

    spectra. Metabolic derangements were evaluated for dif-

    ferentiation between amoebic (ALA) and pyogenic liver

    abscess (PLA). The NMR results indicate that aspartate,

    asparagine and galactose, integral components of lipopro-

    teophophoglycans (LPG) of the cell wall of Entamoeba

    histolytica are metabolic biomarkers of ALA. On the other

    hand, acetate, propionate, butyrate, succinate and formate,

    the fermentation products the facultative anaerobes are

    significantly prevalent in PLA. The NMR based metabolic

    profile of ALA and PLA are evaluated taking polymerase

    chain reaction (PCR) and bacterial culture as gold standardmethod. However, when NMR results were compared with

    culture and PCR methods, a correct diagnosis of 94.11% in

    ALA (n = 85) and 100% in PLA (n = 10) cases were

    observed. NMR spectroscopy in conjunction with PCR and

    culture can expedite in differentiating ALA from PLA.

    Keywords NMR spectroscopy Amoebic liver abscess

    Pyogenic liver abscess Metabolic profiling PCR

    Culture Principal Component Analysis

    Abbrevations

    CPMG CarrPurcellMeiboomGill

    PCR Polymerase chain reaction

    TOCSY Total correlation spectroscopy

    DQF-COSY Double quantum filtered-correlation

    spectroscopy

    HSQC Heteronuclear single quantum coherence

    spectroscopy

    1 Introduction

    Liver abscess is a collection of pus accumulated in a cavity

    formed by localised hepatic infection in the liver com-

    monly caused by infection with protozoan parasite Ent-

    amoeba histolytica as amoebic liver abscess (ALA) or gut

    derived bacteria such as Escherichia coli, Klebsiella

    pneumoniae etc., as pyogenic liver abscess (PLA). Other

    types of liver abscesses like fungal, tubercular etc. are also

    found but rare or relatively less frequent (Huang et al.

    1996; Rahmatulla et al. 2001). World Health Organization

    (WHO) estimates that amoebiasis is one of the three most

    common causes of death from parasitic diseases. Mortality

    Santosh Kumar Bharti, Virendra Jaiswal are the authors have

    contributed equally.

    Electronic supplementary material The online version of thisarticle (doi:10.1007/s11306-011-0339-7 ) contains supplementarymaterial, which is available to authorized users.

    S. K. Bharti R. Roy C. L. Khetrapal (&)

    Centre of Biomedical Magnetic Resonance, Sanjay Gandhi

    Postgraduate Institute of Medical Sciences Campus,

    Raibarely Road, Lucknow, Uttar Pradesh 226014, India

    e-mail: [email protected]

    V. Jaiswal U. Ghoshal

    Department of Microbiology, Sanjay Gandhi Post Graduate

    Institute of Medical Sciences, Lucknow, Uttar Pradesh, India

    U. C. Ghoshal

    Department of Gastroenterology, Sanjay Gandhi Post Graduate

    Institute of Medical Sciences, Lucknow, Uttar Pradesh, India

    S. S. Baijal

    Department of Radiodiagnosis, Sanjay Gandhi Post Graduate

    Institute of Medical Sciences, Lucknow, Uttar Pradesh, India

    123

    Metabolomics (2012) 8:540555

    DOI 10.1007/s11306-011-0339-7

    http://dx.doi.org/10.1007/s11306-011-0339-7http://dx.doi.org/10.1007/s11306-011-0339-7
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    mainly results from extra-intestinal infections, ALA being

    the commonest. Differentiation of ALA from PLA is

    important as management and outcome of the two condi-

    tions may differ (Lodhi et al. 2004). Clinical features and

    conventional laboratory parameters of the two conditions

    are similar and include fever, cough, right upper quadrant

    abdominal pain, leukocytosis, enlarged liver and raised

    right dome of the diaphragm on chest radiograph. There aresome specific sonographic feature of ALA that differ from

    PLA but these differences are not sufficient for differenti-

    ation (Ralls et al. 1987). Demonstration of E. histolytica,

    the causative organism of ALA, on microscopy of pus

    sample is infrequent (Haque et al. 2000). Laboratory

    diagnosis of ALA is usually made by conventional serum

    antiamoebic antibody test. However, it cannot differentiate

    past infection from current infection and is also positive in

    a proportion of healthy population in endemic areas

    (Khairnar and Parija 2007). Detection of amoebic antigen

    has low sensitivity, particularly in patients partly treated

    with anti-amoebic drugs (Haque et al. 2000; Parija andKhairnar 2007; Zeehaida et al. 2008). Several polymerase

    chain reaction (PCR)-based methods have been developed

    to amplify DNA of E. histolytica in liver pus and stool

    specimens (Acuna-Soto et al. 1993; Khan et al. 2006;

    Tannich and Burchard 1991; WHO 1997). PCR is one of

    the methods having best sensitivity and specificity for

    detection ofE. histolytica in liver pus samples as compared

    to other techniques (Fotedar et al. 2007a, b; Verweij et al.

    2004) and also recommended by WHO (1997). The PCR is

    elegant technique and frequently adopted by biological

    scientists but routinely not applied in pathology laboratory

    because of its complexity and difficult procedures (Latchman

    1995). PCR was chosen because of its high sensitivity for

    diagnosis of ALA and comparing the NMR metabolic

    profile. PLA is conventionally diagnosed by positive bac-

    terial culture in liver pus in absence of anti-amoebic anti-

    body in serum. However, sensitivity of this criterion is low

    if antibiotics have been used previously. The metabolomics

    approach to provide insight into their metabolic status and

    pathophysiology of pus formation has not been yet repor-

    ted. On the other hand such an approach may provide

    desired information on ALA as well as PLA. Metabolomics

    allows the qualitative and quantitative measurement of all

    metabolites present in cell, biofluids, pathological fluids,

    tissue and tissue extract (Dunn and Ellis 2005; Lindon et al.

    2000, 2003). The biochemical composition of ALAs and

    PLAs may differ. Among all the other analytical techniques

    used for metabolomics studies, high resolution NMR

    spectroscopy is widely used for investigating the compo-

    sition of body fluids, tissues extract, pathological fluids, as

    a wide range of metabolites can be detected simultaneously

    without separation of individual components. Therefore,

    we hypothesize that metabolic profile of pus from liver

    abscess would be different in patients with ALA and PLA.

    Accordingly we undertook this study with the following

    aims, (a) Metabolic profiling of liver abscess, (b) To find

    out the metabolic differences between ALA and PLA

    taking PCR and bacterial culture as gold standard methods.

    2 Materials and methods

    2.1 Subjects

    One hundred nine patients undergoing drainage of liver

    abscess in the Department of Radiodiagnosis in a tertiary

    care centre during a 3 year period (January 2006 to

    December 2009) were included in this study. Classification

    of liver abscesses was based on result ofE. histolytica-PCR

    and bacterial culture which were previously described

    (Virendra Jaiswal et al. 2010). Patients diagnosed to have,

    mixed infection with E. histolytica and bacteria were

    excluded. Informed consent was obtained from all thepatients and the protocol was approved by Institutions

    Ethics Committee (PGI/DIR/RC/957/2007).

    2.2 Sample preparations for NMR

    Five ml of liver pus specimen was collected from each

    patient during drainage of abscess. An aliquot (approxi-

    mately 2 ml) of liver pus was immediately stored in-80C

    for 1H NMR analysis and the remaining sample was pro-

    cessed microbiologically for another study, which has been

    reported previously (Virendra Jaiswal et al. 2010). Before

    performing the NMR analysis, samples were thawed at

    room temperature. The whole volume of sample was son-

    icated to homogenise and the centrifuge at 12,000 rpm for

    10 min at 4C temperature to remove the suspended par-

    ticulate matter. For 1H NMR experiments 250 ll of

    supernatant was pipetted out and makeup to 500 ll with

    deuterium oxide (D2O). For quantitative evaluation of

    various metabolites, sample was taken in 5 mm NMR tube

    with a Wilmad coaxial insert filled with known concen-

    tration of TSP (Sodium salt of 3-trimethylsilyl-(2,2,3,3-d4)-

    propionic acid) in deuterium oxide. All the chemicals used

    for NMR analysis were purchased from Sigma Aldrich,

    USA. All the samples were coded and randomly provided

    for NMR analysis and PCR and Culture results were not

    disclosed until complete NMR analysis.

    2.3 Experimental 1H NMR spectroscopy

    The NMR experiments were performed on a Bruker Avance

    400 MHz spectrometer equipped with a 5 mm Broad Band

    Inverse probe shielded with z-gradients. During the analy-

    sis, sample temperature was 300 K. One dimensional (1D)

    Metabolic profile of pus from liver abscesses 541

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    single pulse experiments and CarrPurcellMeiboomGill

    (CPMG) sequence were used with presaturation pulse to

    suppress the water signal. The parameters used are: 8 kHz

    spectral width, 32K data points, 90 flip angle (10.6 ls), a

    total repetition time of 19.04 s and total echo time of

    269 ms (for CPMG experiments), number of scan 128,

    dummy scan 8. The resultant spectra were processed using

    exponential line broadening of 0.3 Hz before Fouriertransformation. Manual phase correction was performed

    followed by automatic base line correction. Unambiguous

    assignments of various metabolites were performed using

    2D homonuclear and heteronuclear NMR spectroscopy.

    Some of the resonances were also confirmed by spiking

    experiments using standard compounds. The magnitude

    mode double quantum filtered correlation spectroscopy

    (DQF-COSY), total correlation spectroscopy (TOCSY) and1H13C heteronuclear single quantum coherence (HSQC)

    spectroscopy were performed for the assignments of reso-

    nances. For DQF-COSY 2K data points were collected in t2

    domain over a spectral width of 8 kHz, water resonance waspresaturated during relaxation delay of 2.0 s, 512 t1 incre-

    ments with 64 transient scans and 16 dummy scans. For

    TOCSY, all basic parameters were same as in DQF-COSY.

    Spin lock time used was 70 ms. 512 increments were col-

    lected in t1 dimension using 88 transient scan. The resulting

    2D data were Fourier transformed after zero filling in the t1dimension to 1,024 points and multiplying in both dimen-

    sion by sine bell window function. All data acquisition and

    processing were performed using XWINNMR 3.5 version.

    The parameters used for 1H13C HSQC were: 2K data

    points in t2 dimension over spectral width of 5,952 Hz, 500

    t1 increments with 80 transients, relaxation delay of 2.0 s,

    acquisition time of 170 ms and 90 pulse length. The

    spectral width in t1 dimension was 20,124 Hz. The phase

    sensitive data were obtained by the antiecho-time propor-

    tional phase increments (Antiecho-TPPI) method. The

    resulting data were zero-filled to 512 data points and were

    weighted with 90 squared sine window functions in both

    the dimensions prior to Fourier transformation.

    2.4 PCR and bacterial culture of pus

    Five ml of liver pus obtained during drainage of abscess

    was examined for bacteria by Grams staining and bacterial

    culture as per standard methods (Collee et al. 1996). PCR

    analysis was performed on the sample for the detection of

    E. histolytica in pus sample using Zaman et al. method

    (2000).

    2.5 Statistical analysis

    Principal Component Analysis (PCA) on NMR Spectra:

    The CPMG spectra obtained from ALA (n = 85) and PLA

    (n = 10) were subjected for the multivariate PCA. The

    spectra were reduced to 395 (between 0.5 and 9.0 ppm)

    discrete chemical shift regions by digitization to produce a

    series of sequentially integrated regions of 0.02 ppm width,

    using Bruker AMIX software (Version 3.8.7, Bruker

    GmbH, Germany). The region of 4.55.1 ppm was exclu-

    ded from the analysis to remove the residual signal of

    HOD, water and distorted region due to water suppression.The data obtained was mean centered, scaled to Pareto

    Scaling and then normalized by dividing each integral of

    the segment by total area of the spectrum in order to

    compensate for the differences in overall metabolite con-

    centration between individual samples. The resulting data

    matrix was further subjected for the PCA.

    Univariate analysis of quantitative and categorical data:

    MannWhitney U test and Fisher Exact test (SPSS 11.5)

    was applied on the quantitative data and categorical data

    respectively.

    3 Results

    Fourteen patients were excluded from the final analysis as a

    definite diagnosis could not be made due to inadequate

    work-up (n = 3), tubercular liver abscess (n = 1), fungal

    liver abscess (n = 1), mixed infection (n = 9). Eighty-five

    patients with ALA (85/104, 81.7%) and ten with PLA

    (10/104, 9.6%) were finally included in this study. There-

    fore the total sample size was from 95 patients.

    Male were more affected by ALA (88%) as compared to

    PLA (55%). Mean age of the ALA (41.1 15.6 years) and

    PLA (42.2 23.1 years) patients were almost same and no

    significant differences were found in our study. The mean

    age of male and female in ALA group was 42.0 16.4 and

    40.5 19.7 years respectively.

    3.1 Identification of metabolites by NMR spectroscopy

    The NMR spectra of liver abscesses were analyzed by the

    combined use of 1D and 2D NMR spectroscopy. A typical

    1D 1H NMR spectrum of ALA is shown in Fig. 1. The

    typical 2D COSY, 1H13C HSQC and TOCSY spectra used

    for assignments of the compounds are shown in Figs. 2, 3

    and Supplementary Fig. 1 respectively with resonance

    assignments. The assignments were also carried out on the

    basis of coupling pattern, coupling constant and chemical

    shift reported in the literature (Bollard et al. 2009; Denkert

    et al. 2008; Foxall et al. 1993; Gao et al. 2009; Govindaraju

    et al. 2000; Grand et al. 1999; Gupta et al. 2001; Lai et al.

    2005; Lindon et al. 1999; Nicholson et al. 1995; Nicholson

    and Wilson 1989; Pinero-Sagredo et al. 2010; Rocha et al.

    2010; Silwood et al. 2002; Sweatman et al. 1993), com-

    parison with reference compounds present in Biological

    542 S. K. Bharti et al.

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    Magnetic Resonance Data Bank and Human Metabolome

    Data Base (Markley et al. 2007; Wishart et al. 2009). The

    results of some of the spiking experiments (Supplementary

    Fig. 2) and details procedure for comparing standard 1D

    (Supplementary Fig. 3), COSY (Supplementary Fig. 4),

    TOCSY (Supplementary Fig. 5), HSQC (Supplementary

    Fig. 6) spectra with liver abscess spectra are presented in

    supplementary materials. The 1H NMR spectra of liver pus

    5.56.06.57.07.58.08.5

    6X

    ppm

    1.01.52.02.53.03.54.04.5 ppm

    4.6

    Lysine

    Lactate/Threonine

    Alanine

    Acetate

    Succinate

    Acetoa

    cetate

    GABA

    GABA

    GABA/Lysine

    Ethanol

    Taurine

    Methionine

    Lactate

    Threonine

    Valine

    Glucose

    Galactose

    Glycine

    Valine/Leucine/Isoleucine

    AsparticAcid

    Asparagine

    Taurine

    Glucose

    Uracil

    UDP/Uridine

    FumaricAcid

    Galactose

    Uracil/Tryptophan

    Tryptophan

    UDP/Uridine

    Adenine

    Formate

    Uracil

    Tyrosine

    Tyrosine

    Phenylalanine

    Tryptophan

    Glutamine

    Choline

    (A)

    (B)

    Fig. 1 Typical 1D1

    H NMR spectrum of ALA showing metabolite assignments. Expansion of the spectrum from a 0.54.8 ppm and

    b 5.09.0 ppm

    Metabolic profile of pus from liver abscesses 543

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    samples were highly complex and it did not allow all the

    assignment on the basis of chemical shift reported in lit-

    eratures. 2D homonuclear NMR experiments were per-

    formed to resolve the spectral complexity. Even resonance

    overlapping was also observed in COSY and TOCSY

    spectra in the chemical shift region of 3.04.25 ppm.

    Therefore 1H13C HSQC was recorded and it provided

    better resolution for assignments of metabolites due to

    more dispersion of chemical shift in 13C dimension.

    Aspartic acid, asparagine and galactose were observed in

    low concentrations and therefore assigned by spiking

    experiments (Supplementary Fig. 2). Whereas, acetic acid,

    formic acid, succinate and acetoacetate were assigned by

    the 13C chemical shifts obtained from the HSQC spectra as

    well as by spiking with known standard compounds in the1H NMR spectra. Different classes of metabolites such as

    carbohydrates, organic acids, aliphatic and aromatic amino

    acids (AAA), bacterial fermentation products and lipids

    Fig. 2 2D1

    H1

    H COSY spectrum of ALA along with the assignment

    of the metabolites. (Ileu isoleucine, Leu leucine, Val valine, Lys

    lysine, Glu glutamate, Gln glutamine, Meth methionine, Arg arginine,

    Eth ethanol, Pro proline, Ala alanine, Lac lactate, Thre threonine, Cit

    citrate, Asp aspartic acid, Asn asparagine, Tyr tyrosine, His histidine,

    Phe phenylalanine, Tau taurine, Try tryptophan, Gluc glucose)

    544 S. K. Bharti et al.

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    Table 11

    H chemical shift assignments of the metabolites observed in the NMR spectra of ALAs and PLAs

    S. no. Name of metabolites Chem. shift Resonances Assignment methods

    1 Acetic acidb 1.92 CH3 1D/HSQC/spiking

    2 Acetoacetate 2.23 (s) CH3 1D/spiking

    3 Adenine 8.19 (s) 3CH/8CH 1D

    8.21 (s) 3CH/8CH

    4 Alanine 1.48 (d) b-CH3 1D/COSY/HSQC

    3.78 (q) a-CH

    5 Arginine 1.71 (m) c-CH2 1D/COSY/HSQC

    1.91 (m) b-CH2

    3.25 (d) d-CH2

    3.77 (t) a-CH

    6 Asparaginea

    2.87 (dd) b-CH 1D/COSY/HSQC/spiking

    2.95 (dd) b0-CH

    4.01 (dd) a-CH

    7 Aspartic acida 2.69 (dd) b-CH 1D/COSY/HSQC/spiking

    2.82 (dd) b0-CH

    3.90 (dd) a-CH

    8 Betaine 3.26 NCH3 1D/HSQC

    3.90 CH2

    9 Beta-hydroxybutyrate 1.20 (d) CH3 1D/COSY/HSQC

    2.31 (dd) b-CH

    2.43 (dd) b0-CH

    4.13 a-CH

    10 n-Butyric acidb

    0.90 (t) CH3 1D/TOCSY/HSQC

    1.57 (m) 3CH2

    2.18 (t) 2CH2

    11 Choline 3.21 (s) N(CH3)3 1D/HSQC

    3.53 NCH2

    4.07 OCH212 Citric acid 2.53 (d) CH2 1D/COSY/HSQC

    2.67 (d) CH2

    13 Citrulline 3.75 a-CH 1D/TOCSY/HSQC

    3.15 (t) d-CH2

    1.88 (m) c-CH2

    1.57 (m) b-CH2

    14 Creatine 3.03 (s) CH3 1D/HSQC

    3.93 CH2

    15 Cysteine 3.06 b-CH2 1D/HSQC

    3.94 a-CH

    16 Dimethyl amine 2.75 (s) CH3 1D/HSQC/spiking

    17 Ethanol 1.18 (t) CH3 1D/COSY/HSQC

    3.62 CH2

    18 Formic acidb

    8.46 (s) CH 1D/HSQC/spiking

    19 Fumaric acid 6.51 (s) CH 1D

    20 Galactosea

    4.60 (d) 1CH 1D/spiking

    21 GABA 1.90 (m) 3CH2 1D/COSY/HSQC

    2.30 (t) 2CH2

    3.02 (t) 4CH2

    546 S. K. Bharti et al.

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    Table 1 continued

    S. no. Name of metabolites Chem. shift Resonances Assignment methods

    22 a-Glucose 3.41 C4H 1D/COSY/TOSCY/HSQC

    3.54 C2H

    3.71 C3H

    3.83 C6H

    3.85 C5H

    5.24 (d) C1H

    23 b-Glucose 3.24 C2H 1D/COSY/TOSCY/HSQC

    3.41 C4H

    3.47 C5H

    3.49 C3H

    3.74 C6H

    3.91 C60H

    4.65 (d) C1H

    24 Gluconic acid 4.11 2CH 1D/HSQC

    4.02 3CH

    3.81 6CH2

    3.65 6CH2

    3.75 4CH

    3.75 5CH

    25 Glutamate 2.09 b-CH2 1D/COSY/HSQC

    2.35 (m) c-CH2

    3.77 a-CH

    26 Glutamine 2.13 (m) b-CH2 1D/COSY/TOSCY/HSQC

    2.45 (m) c-CH2

    3.77 a-CH

    27 Glycine 3.56 CH2 1D/HSQC

    28 Glycerol 3.57 1,3CH2 1D/COSY/HSQC

    3.66 1,3CH2

    3.79 2CH

    29 Histidine 3.18 b-CH 1D/HSQC

    3.25 b0-CH

    3.99 a-CH

    7.13 (s) C4H-ring

    7.98 (s) C2H-ring

    30 Isoleucine 0.94 (t) d-CH3 1D/COSY/TOSCY/HSQC

    1.01 (d) c-CH3

    1.26 (m) c-CH

    1.47 (m) c0-CH

    1.98 (m) b-CH

    3.68 (d) a-CH

    31 Lactate 1.33 (d) b-CH3 1D/COSY/HSQC

    4.12 (q) a-CH

    32 Leucine 0.96 (d) d-CH3 1D/COSY/TOSCY/HSQC

    0.97 (d) d0-CH3

    1.71 (m) c-CH/b-CH2

    3.75 a-CH

    33 Lipids 0.90/0.96 CH3 1D/COSY/TOCSY

    1.29 (CH2)n

    Metabolic profile of pus from liver abscesses 547

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    Table 1 continued

    S. no. Name of metabolites Chem. shift Resonances Assignment methods

    1.58 CH2CH2CO

    2.04/2.07 CH=CHCH2

    2.25 CH2CO

    2.81 CH=CHCH2CH=CH

    5.32 CH=CH

    34 Lysine 1.47 (m) c-CH2 1D/COSY/TOSCY/HSQC

    1.72 (m) b-CH2

    1.9 (m) d-CH2

    3.02 NCH2

    3.74 a-CH

    35 Methionine 2.13 (s) SCH3 1D/COSY/HSQC

    2.16 (m) b-CH2

    2.64 (t) c-CH2

    3.85 a-CH

    36 Myo-inositol 3.28 (t) C2H-ring 1D/COSY/HSQC

    3.54 (d) C1,3H-ring

    3.62 (t) C5H-ring

    4.06 (t) C4,6H-ring

    37 Ornithine 1.81 (m) c-CH2 1D/COSY/HSQC

    1.92 (m) b-CH2

    3.05 (t) d-CH2

    3.78 a-CH

    38 Phenylalanine 3.12 b-CH 1D/COSY/HSQC

    3.28 b0-CH

    3.98 a-CH

    7.32 (d) C2H, C6H-ring

    7.37 (m) C4H-ring

    7.41 (m) C3H, C5H-ring39 Propionic acid

    b1.05 (t) CH3 1D/COSY/HSQC

    2.18 (q) CH2

    40 Proline 2.01 (m) c-CH2 1D/COSY/HSQC

    2.08 (m) b-CH

    2.35 (m) b0-CH

    3.35 d-CH

    3.42 d0-CH

    4.13 a-CH

    41 Serine 3.85 (m) b-CH2 1D/COSY/HSQC

    3.97 (m) a-CH

    42 Succinateb

    2.46 (s) CH2 1D/HSQC/spiking

    43 Scyllo-inositol 3.35 (s) CH 1D/HSQC

    44 Taurine 3.25 (t) SCH2 1D/COSY/HSQC

    3.41 (t) NCH2

    45 Threonine 1.34 (d) c-CH3 1D/COSY/HSQC

    3.6 (d) a-CH

    4.25 (m) b-CH

    46 Tryptophan 3.29 (dd) b-CH 1D/COSY/HSQC

    3.47 (dd) b0-CH

    548 S. K. Bharti et al.

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    of the total variance. The clear clustering between ALA and

    PLA in the PCA of spectra demonstrated significant meta-

    bolic variations in ALA and PLA groups (Fig. 4). Exami-

    nation of PC1, PC2 and PC3 loadings showed that the cluster

    separation arising mainly due to acetate, succinate, formate,

    asparagine, aspartic acid, glucose, branch chain amino acids

    (BCA), AAA, lactate, alanine etc. (Fig. 5). The analysis of

    2D loading plot showed that PLA samples were separated

    from ALA mainly due to acetate, succinate and formate(Supplementary Fig. 7). Dispersion in the ALA group was

    observed due variations in BCA, AAA, lactate, aspartic acid,

    asparagine, alanine etc. One of the ALA sample was over-

    lapped with PLA group (Fig. 4) and detail spectral analysis

    of this sample showed high content of acetate, succinate and

    formate which are key metabolites in PLA. Aspartic acid and

    asparagine were also present in this sample but their inten-

    sities were relatively low when compared with acetate,

    succinate and formate, proving their major role in separating

    PLA from ALA. Acetate, succinate and formate were also

    observed in two other ALA samples but in less concentration

    and therefore classified in the cluster of ALA group (Fig. 5).

    3.3 NMR spectral assignments, quantitation

    and statistical analysis

    The stack plots of the two representative PLA and ALA

    pus samples 1H NMR spectra are shown in Fig. 6 so as to

    highlight the major differences in the metabolites. The

    absence of asparagine, aspartic acid and galactose reso-

    nances was very straightforward in the PLA spectrum.

    -2.5-2.0

    -1.5-1.0

    -0.50.0

    0.51.0

    1.5

    PC-1

    PC-2

    PC-3

    -2.0-1.5

    -1.0-0.5

    0.00.5

    1.0-1.0

    -0.5

    0.0

    0.5

    1.0

    1.5

    ALA (n=85)

    PLA (n=10)

    Fig. 4 PCA of CPMG 1H NMR spectra of ALA and PLA. Scores

    plot PCA discriminating ALA from PLA based on selected metab-

    olites. ALA cases mark by circle, have acetate, succinate and formate

    in the NMR spectra

    Table 1 continued

    S. no. Name of metabolites Chem. shift Resonances Assignment methods

    4.04 (dd) a-CH

    7.19 (t) C5H-ring

    7.26 (t) C6H-ring

    7.30 (s) C2H-ring

    7.53 (d) C4H-ring

    7.72 (d) C7H-ring

    47 Tyramine 2.92 (t) CH2 1D/COSY/HSQC

    3.23 NCH2

    6.88 (d) 3,5CH

    7.21 (d) 2,5CH

    48 Tyrosine 3.06 (dd) b-CH 1D/COSY/HSQC

    3.19 (dd) b0-CH

    3.95 (dd) a-CH

    6.89 (d) C3H, C5H-ring

    7.18 (d) C2H, C6H-ring

    49 Uracil 5.8 (s) C5H-ring 1D/COSY/HSQC

    7.54 (d) C6H-ring

    50 Valine 0.99 (d) c-CH3 1D/COSY/TOCSY/HSQC

    1.04 (d) c0-CH3

    3.62 (d) b-CH

    2.28 a-CH

    aMetabolites specific to ALA and

    bmetabolites specific to PLA. All other metabolites were common in both ALA and PLA samples

    Metabolic profile of pus from liver abscesses 549

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    While in ALA, absence of acetate, propionate, butyrate,

    succinate and formate signals were observed. A doublet at

    4.60 ppm arising due to anomeric proton signal of galact-

    ose was observed only in *40% ALA pus samples.

    A known concentration of TSP was used in coaxial insert

    to avoid the quantitative error arising due to interaction of

    TSP with proteins present in the sample. A relaxation time of

    19.04 s was given to ensure the full relaxation of all reso-

    nances. Relative integral of metabolites resonances were

    normalise to TSP signal. Concentration of the TSP present in

    coaxial insert was validated by known concentration of

    glycine before quantification of the metabolites (Larive et al.

    1997). Quantitation of only 17 metabolites was performed

    from patients with ALA and PLA. However, quantitation of

    propionate and butyrate could not be performed due to

    overlapping of the resonances with other signals. Quantita-

    tive variability of the common metabolites was found to be

    statistically insignificant between ALA and PLA (Table 2).

    The presence of aspartic acid, asparagine and/or galactose

    was found to be fingerprint metabolites in ALA cases, while

    acetate, succinate, propionate, butyrate and formate were

    only observed in PLA cases. Sample size in PLA group was

    quite low as compared to ALA. Therefore, in order to verifythe bacterial fermentation products specific to PLA, an in

    vitro study has been performed by incubating bacterial

    clinical isolates (K. pneumoniae) in bacteria free liver

    abscess (ALA) having no previous fermentation product as

    observed by NMR spectroscopy. K. pneumoniae was chosen

    because it the most common isolates of PLA (Chang et al.

    2000; Cheng et al. 1989; Lee et al. 2001; Rahimian et al.

    2004). The ALA sample mixed with K. pneumoniae sus-

    pension in phosphate buffered saline and incubated for 18 h

    at 37C. Detail procedure and results are reported in sup-

    plementary material. After 18 h incubation liver abscess

    sample showed bacterial fermentation products acetate,formate, succinate, propionate etc. in very high concentra-

    tion (Supplementary Fig. 8) as already reported in all the 10

    PLA samples.

    Butyrate and propionate which are specifically found in

    PLA did not demonstrated significant role in PCA clus-

    tering of spectra. This may due to their low concentration

    and overlapping with other signals. Similarly, a doublet

    signal at 4.60 ppm for galactose was found to be insig-

    nificant in the PCA loading plots when tried with including

    galactose region. This may due to its very low concentra-

    tion and was observed in only *40% of the samples from

    ALA. Therefore, it was thought worthwhile that detailed

    analysis of individual spectra followed by univariate

    analysis may help for better discrimination.

    On the basis of these distinct resonances, ALA and PLA

    were classified and compared with PCR and culture results

    and the details are presented in (Table 3). The data presented

    is quite intriguing, the ALA samples can be 94.11% correctly

    classified by NMR. Three patients had bacterial fermentation

    products in their pus samples along with asparagine and

    aspartic acids detected by NMR spectroscopy. All the ten

    PLA samples were correctly identified by NMR spectros-

    copy. Two ALA patients could not be classified by NMR

    spectroscopy as it neither showed bacterial fermentation

    productsnor aspartic acid and asparagine in their pus samples.

    4 Discussion

    The results of 1H NMR spectroscopy of liver pus speci-

    mens provide evidence that the metabolic profile of ALA is

    different from that of PLA. Unsupervised multivariate PCA

    also clearly demonstrated the differential metabolic profile

    1.02.03.04.05.06.07.08.09.0

    -0.4

    -0.2

    0.0

    0.2

    0.4

    A

    cetate

    Succinate

    Formate

    BCA

    Alanine

    Asparagine

    AsparticAcid

    Glucose

    AAA

    1.02.03.04.05.06.07.08.09.0

    -0.4

    -0.2

    0.0

    0.2

    0.4 PC-1 Loading

    PC-2 Loading

    BCA

    AAA

    Formate

    WaterRegion

    Lactate

    Acetate

    Lactate

    Succinate

    Alanine

    1.02.03.04.05.06.07.08.09.0

    -0.4

    -0.2

    0.0

    -0.2

    -0.4PC-3 Loading

    AAA

    Glucose

    Glycine

    BCA

    Lactate

    Lactate

    Fig. 5 PCA of CPMG1

    H NMR spectra of ALA and PLA. 1D

    loading plot ofa PC 1, b PC 2 and c PC 3 generated from PCA shown

    in Fig. 4. PC 1 and PC 2 are the major component for group

    separation

    550 S. K. Bharti et al.

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    of ALA and PLA. Even the NMR based metabolic profile

    of ALA was found to be different when compared with

    other pyogenic abscesses like brain abscesses and abdom-

    inal abscesses (Grand et al. 1999; Lai et al. 2002, 2005).

    This indicates that metabolism of E. histolytica is entirely

    different from bacterial metabolism. One of the charac-

    teristic features of E. histolytica is the presence of cell wall

    rich surface antigens, lipoproteophophoglycans (LPG), rich

    in aspartic acid, serine, glutamic acid, glucose and galact-

    ose (Sue Moody-Haupt 2000). The presence of aspartic

    acid and galactose in ALA may therefore be attributed to

    the constituent of the cell wall of the E. histolytica in thepus samples. Another plausible source of aspartic acid,

    asparagine and galactose may be related to its specific

    metabolism or due to different mode of pathogenesis of

    E. histolytica (http://www.genome.jp/kegg-bin/show_pathway?

    ehi00052) which is entirely different from the bacterial

    metabolism (Anderson and Loftus 2005). In the absence of

    glucose E. histolytica utilizes several amino acids such as

    asparagine, aspartate, threonine, tryptophan, methionine,

    homocysteine etc. for generation of ATP (Anderson and

    Loftus 2005). Proton NMR spectra of ALA suggests that

    glucose was present in a considerable amount and thus

    amino acids were not utilized by E. histolytica. However,

    glucose utilization by E. histolytica is lower as compared to

    bacteria as confirmed by quantitative analysis (Table 2).

    The metabolism predicted on the basis of genome sequence

    ofE. histolytica also suggests the production of ethanol and

    propionate (Loftus et al. 2005). Ethanol was observed in

    amoebic liver pus but not specific to ALA samples only.

    Whereas, propionate was observed along with acetate and

    succinate in PLA samples indicating end products of the

    bacterial fermentation.Metabolic profile of PLA showed additional resonances

    such as acetate, succinate, propionate, formate and butyrate

    and absence of aspartate, asparagine and galactose. These

    metabolites present in the PLA are well known fermenta-

    tion product of bacterial metabolism (Clark1989; Murarka

    et al. 2008; Wang et al. 2010). Our results of in vitro fer-

    mentation liver abscess with K. pneumoniae also substan-

    tiate that succinate, acetate, formate, propionate etc. are the

    end product of bacterial fermentations. The presence of

    6.07.08.0 1.02.03.04.05.0 ppm

    Formate

    Succinate

    Acetate

    Asp/Asn

    AsparticAcid

    AsparticAcid

    Methionine

    A

    sparagine

    Asparagine

    2.72.9 2.8 2.63.0

    (A)

    (B)

    (C)

    Glucose

    Glucose

    Ethanol

    Fig. 6 A stack plot of typical1

    H NMR spectra of a PLAs and b ALAs showing difference in the metabolic profile. c Expansion of the spectra

    between 2.6 to 3.0 ppm

    Metabolic profile of pus from liver abscesses 551

    123

    http://www.genome.jp/kegg-bin/show_pathway?ehi00052http://www.genome.jp/kegg-bin/show_pathway?ehi00052http://www.genome.jp/kegg-bin/show_pathway?ehi00052http://www.genome.jp/kegg-bin/show_pathway?ehi00052
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    their strong signal in liver abscess spectra clearly indicates

    the abscess with pyogenic origin. Earlier, in vivo and in

    vitro 1H NMR investigations had revealed the presence of

    acetate and succinate as bacterial fermentation product in

    the spectra of pyogenic brain abscesses. These signals had

    been used as a diagnostic biomarker for the differentiation

    Table 2 Evaluation of statistical significance of metabolites quantified and specific metabolites as observed in the1

    H NMR spectra of ALA and

    PLA

    Metabolites ALA (mg/dl) (n = 85) PLA (mg/dl) (n = 10) P values

    Median (range) Median (range)

    Tryptophan 1.88 (0.0029.62) 1.94 (0.0017.92) NS*

    (70%)a

    (80%)

    Phenylalanine 16.32 (0.00145.40) 9.39 (1.10114.66) NS(98.82%) (100%)

    Histidine 10.18 (0.0077.96) 4.66 (0.0024.94) NS

    (95.3%) (90%)

    Tyrosine 12.73 (0.00101.92) 6.68 (0.7663.60) NS

    (98.82%) (100%)

    Uracil 0.67 (0.008.74) 0.48 (0.0015.04) NS

    (62.35%) (90%)

    Glucose 30.90 (0.00442.06) 10.63 (0.0077.56) NS

    (97.64%) (80%)

    Threonine 23.34 (150.10) 10.38 (0.66103.18) NS

    (97.64%) (100%)

    Valine 22.52 (0.00141.62) 8.83 (1.40156.58) NS

    (98.82%) (100%)

    Glycine 12.35 (0.1978.88) 5.23 (1.0095.14) NS

    (100%) (100%)

    Lysine 81.69 (1.28628.88) 52.23 (6.00747.00) NS

    (100%) (100%)

    Alanine 26.59 (0.43157.42) 11.92 (1.66198.42) NS

    (100%) (100%)

    Lactate 82.82 (7.65319.90) 60.54 (9.30293.16) NS

    (100%) (100%)

    Acetate 0.00 (2.1032.08) 32.23 (4.34130.72) 0.001

    (3.52%) (100%)

    Succinate Not detected 5.10 (0.95155.13) 0.001

    (3.52%) (1.9528.0) (100%)

    Formate Not detected 6.83 (1.5317.77) 0.001

    (3.52%) (1.1012.34) (100%)

    Aspartic Acid 10.24 (0.4064.44) Not detected 0.001

    (100%) (0.00%)

    Asparagine 3.74 (0.0026.23) Not detected 0.001

    (98.82%) (0.00%)

    Galactose Not quantified Not detected 0.014

    (38.50%) (0.00%)

    Propionate Not detected Not quantifiedb 0.001

    (0.00%) (100%)Butyrate Not detected Not quantified 0.001

    (0.00%) (100%)

    NS* not significant i.e. P values[0.05a

    Percentage defines the presence of metabolites in respective group. Example: Tryptophan was present in the 70% of the ALA i.e. in 30% ALA

    sample it was absent.b

    Not quantified means metabolites detected in respective group but we are unable to quantify because of signal overlap

    552 S. K. Bharti et al.

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    of pyogenic abscesses from tumors and tuberculous brain

    abscesses (Garg et al. 2004; Grand et al. 1999; Gupta et al.

    2001; Kim et al. 1997; Lai et al. 2002, 2005). These fer-

    mentation products had also been utilized for the monitoring

    of treatment. (Burtscher and Holtas 1999). Therefore, the

    presence of strong signals of acetate, succinate, formate, and

    propionate in liver pus samples clearly demonstrate the

    presence of pyogenic infection.

    Three ALA cases were classified as mixed infection by

    NMR, the plausible reason may be the patients had

    received antibiotic treatment prior to drainage of liver

    abscess. Hence, their culture results were sterile but their

    fermentation metabolites persisted in pus samples. NMR

    spectroscopy was unable to classify two ALA cases and

    this is may be because of low concentration of asparagine

    and aspartate which was beyond the NMR detection limit.

    Moreover, bacterial fermentation products were also notobserved in these cases, indicating absence of bacterial

    infection. Therefore, large sample size is required to ensure

    the role of these metabolites for differentiation in liver

    abscess especially in mixed infection.

    5 Conclusion

    On the basisof our results of1H NMR spectroscopic analysis

    of liver pus, it may be concluded that the differential met-

    abolic profile of ALA and PLA reflect the different meta-

    bolic pathways involved in the infection ofE. histolytica andbacterial pathogens. These differential metabolic profiles of

    ALA and PLA can be used to investigate the molecular

    pathogenesis of E. histolytica and bacteria. The in vitro

    NMR analysis of liver pus suggests that acetate, formate and

    succinate can be used as distinguishing marker for PLA from

    ALA in in vivo MRS studies. We believe that NMR spec-

    troscopy of pus samples may be useful in conjunction with

    routine diagnostic methods for better discrimination with

    ALAs. For the differentiation with other liver abscesses like

    fungal, tubercular etc., verification of metabolic profile of

    such abscesses is required using NMR spectroscopy.

    Acknowledgment Financial assistance from the Department of

    Science and Technology, Govt. of India and Sanjay Gandhi Post

    Graduate Institute of Medical Sciences, Lucknow, India are gratefullyacknowledged.

    References

    Acuna-Soto, R., Samuelson, J., De Girolami, P., Zarate, L., Millan-

    Velasco, F., Schoolnick, G., et al. (1993). Application of the

    polymerase chain reaction to the epidemiology of pathogenic

    and nonpathogenic Entamoeba histolytica. American Journal of

    Tropical Medicine and Hygiene, 48, 5870.

    Anderson, I. J., & Loftus, B. J. (2005). Entamoeba histolytica:

    Observations on metabolism based on the genome sequence.

    Experimental Parasitology, 110, 173177.Bollard, M. E., Contel, N. R., Ebbels, T. M. D., Smith, L., Beckonert,

    O., Cantor, G. H., et al. (2009). NMR-based metabolic profiling

    identifies biomarkers of liver regeneration following partial

    hepatectomy in the rat. Journal of Proteome Research, 9, 5969.

    Burtscher, I. M., & Holtas, S. (1999). In vivo proton MR spectroscopy

    of untreated and treated brain abscesses. American Journal of

    Neuroradiology, 20, 10491053.

    Chang, S.-C., Fang, C.-T., Hsueh, P.-R., Chen, Y.-C., & Luh, K.-T.

    (2000). Klebsiella pneumoniae isolates causing liver abscess in

    Taiwan. Diagnostic Microbiology and Infectious Disease, 37,

    279284.

    Cheng, D. L., Liu, Y. C., Yen, M. Y., Liu, C. Y., Shi, F. W., & Wang,

    L. S. (1989). Causal bacteria of pyogenic liver abscess. Taiwan

    Yi Xue Hui Za Zhi, 88, 10081011.

    Clark, D. P. (1989). The fermentation pathways of Escherichia coli.FEMS Microbiology Letters, 63, 223234.

    Collee, J. G., Miles, R. S., & Watt, B. (1996). Tests for the

    identification of bacteria (14th ed.). London: Churchill

    Livingstone.

    Denkert, C., Budczies, J., Weichert, W., Wohlgemuth, G., Scholz, M.,

    Kind, T., et al. (2008). Metabolite profiling of human colon

    carcinomaderegulation of TCA cycle and amino acid turnover.

    Molecular Cancer, 7, 72.

    Dunn, W. B., & Ellis, D. I. (2005). Metabolomics: Current analytical

    platforms and methodologies. Trends in Analytical Chemistry,

    24, 285294.

    Table 3 Classification of NMR results on the basis of distinct metabolic profile taking PCR and bacterial culture methods as gold standard

    method

    Gold standard method (N = 95) NMR method

    ALA PLA Mixeda

    Sterileb

    PCR ?ve, B.Cult. -ve ALA (n = 85) 80 0 3 2

    PCR -ve, B.Cult. ?ve PLA (n = 10) 0 10 0 0

    NMR results were classified on the basis of aspartic acid, asparagine/galactose in ALA and bacterial fermentation product such as acetate,

    succinate, formate, butyrate and propionate in PLA. Gold Standard Criteria: ALA; PCR positive for E. histolytica and culture negative for

    bacteria and PLA; PCR negative for E. histolytica and culture positive for bacteria. Other cases were excluded as discussed in Sect. 2a

    Mixed (both ALA and PLA) was classified on the basis of NMR metabolic profileb

    Neither ALA nor PLA was classified on the basis of NMR metabolic profile

    Metabolic profile of pus from liver abscesses 553

    123

  • 7/28/2019 Metabolomic Profiling of Amoebic and Pyogenic Liver Abscesses an in Vitro NMR Study

    15/16

    Fotedar, R., Stark, D., Beebe, N., Marriott, D., Ellis, J., & Harkness, J.

    (2007a). Laboratory diagnostic techniques for Entamoeba spe-

    cies. Clinical Microbiology Reviews, 20, 511532. (table of

    contents).

    Fotedar, R., Stark, D., Beebe, N., Marriott, D., Ellis, J., & Harkness, J.

    (2007b). PCR detection of Entamoeba histolytica, Entamoeba

    dispar, and Entamoeba moshkovskii in stool samples from

    Sydney. Australian Journal of Clinical Microbiology, 45,

    10351037.

    Foxall, P. J., Parkinson, J. A., Sadler, I. H., Lindon, J. C., &

    Nicholson, J. K. (1993). Analysis of biological fluids using

    600 MHz proton NMR spectroscopy: Application of homonu-

    clear two-dimensional J-resolved spectroscopy to urine and

    blood plasma for spectral simplification and assignment. Journal

    of Pharmaceutical and Biomedical Analysis, 11, 2131.

    Gao, H., Lu, Q., Liu, X., Cong, H., Zhao, L., Wang, H., et al. (2009).

    Application of 1H NMR-based metabonomics in the study of

    metabolic profiling of human hepatocellular carcinoma and liver

    cirrhosis. Cancer Science, 100, 782785.

    Garg, M., Gupta, R. K., Husain, M., Chawla, S., Chawla, J., Kumar,

    R., et al. (2004). Brain abscesses: Etiologic categorization with

    in vivo proton MR spectroscopy. Radiology, 230, 519527.

    Govindaraju, V., Young, K., & Maudsley, A. A. (2000). Proton NMR

    chemical shifts and coupling constants for brain metabolites.

    NMR in Biomedicine, 13, 129153.

    Grand, S., Passaro, G., Ziegler, A., Esteve, F., Boujet, C., Hoffmann,

    D., et al. (1999). Necrotic tumor versus brain abscess: impor-

    tance of amino acids detected at 1H MR spectroscopyinitial

    results. Radiology, 213, 785793.

    Gupta, R. K., Vatsal, D. K., Husain, N., Chawla, S., Prasad, K. N.,

    Roy, R., et al. (2001). Differentiation of tuberculous from

    pyogenic brain abscesses with in vivo proton MR spectroscopy

    and magnetization transfer MR imaging. American Journal of

    Neuroradiology, 22, 15031509.

    Haque, R., Mollah, N. U., Ali, I. K., Alam, K., Eubanks, A., Lyerly,

    D., et al. (2000). Diagnosis of amoebic liver abscess and

    intestinal infection with the TechLab Entamoeba histolytica II

    antigen detection and antibody tests. Journal of Clinical

    Microbiology, 38, 32353239.

    Huang, C. J., Pitt, H. A., Lipsett, P. A., Osterman, F. A., Jr, Lillemoe,

    K. D., Cameron, J. L., et al. (1996). Pyogenic hepatic abscess.

    Changing trends over 42 years. Annals of Surgery, 223,

    600607. (discussion 607609).

    Khairnar, K., & Parija, S. C. (2007). A novel nested multiplex

    polymerase chain reaction (PCR) assay for differential detection

    of Entamoeba histolytica, E. moshkovskii and E. dispar DNA in

    stool samples. BMC Microbiology, 7, 47.

    Khan, U., Mirdha, B. R., Samantaray, J. C., & Sharma, M. P. (2006).

    Detection of Entamoeba histolytica using polymerase chain

    reaction in pus samples from amoebic liver abscess. Indian

    Journal of Gastroenterology, 25, 5557.

    Kim, S. H., Chang, K. H., Song, I. C., Han, M. H., Kim, H. C., Kang,

    H. S., et al. (1997). Brain abscess and brain tumor: Discrimi-

    nation with in vivo H-1 MR spectroscopy. Radiology, 204,239245.

    Lai, P. H., Ho, J. T., Chen, W. L., Hsu, S. S., Wang, J. S., Pan, H. B.,

    et al. (2002). Brain abscess and necrotic brain tumor: Discrim-

    ination with proton MR spectroscopy and diffusion-weighted

    imaging. American Journal of Neuroradiology, 23, 13691377.

    Lai, P. H., Li, K. T., Hsu, S. S., Hsiao, C. C., Yip, C. W., Ding, S.,

    et al. (2005). Pyogenic brain abscess: Findings from in vivo 1.5-

    T and 11.7-T in vitro proton MR spectroscopy. American

    Journal of Neuroradiology, 26, 279288.

    Larive, C. K., Jayawickrama, D., & Orfi, L. (1997). Quantitative

    analysis of peptides with NMR spectroscopy. Applied Spectros-

    copy, 51, 15311536.

    Latchman, D. S. (1995). PCR applications in pathology: Principles

    and practice. Oxford: Oxford University Press.

    Lee, K. T., Wong, S. R., & Sheen, P. C. (2001). Pyogenic liver

    abscess: An audit of 10 years experience and analysis of risk

    factors with invited commentary. Digestive Surgery, 18,

    459466.

    Lindon, J. C., Nicholson, J. K., & Everett, J. R. (1999). NMR

    spectroscopy of biofluids. In G. A. Webb (Ed.), Annual reports

    on NMR spectroscopy (pp. 188). London: Academic Press.

    Lindon, J. C., Nicholson, J. K., Holmes, E., & Everett, J. R. (2000).

    Metabonomics: Metabolic processes studied by NMR spectros-

    copy of biofluids. Concepts in Magnetic Resonance, 12,

    289320.

    Lindon, J. C., Holmes, E., & Nicholson, J. K. (2003). So whats the

    deal with metabonomics? Analytical Chemistry, 75, 384A391A.

    Lodhi, S., Sarwari, A. R., Muzammil, M., Salam, A., & Smego, R. A.

    (2004). Features distinguishing amoebic from pyogenic liver

    abscess: A review of 577 adult cases. Tropical Medicine and

    International Health, 9, 718723.

    Loftus, B., Anderson, I., Davies, R., Alsmark, U. C., Samuelson, J.,

    Amedeo, P., et al. (2005). The genome of the protist parasite

    Entamoeba histolytica. Nature, 433, 865868.

    Markley, J. L., Anderson, M. E., Cui, Q., Eghbalnia, H. R., Lewis, I.

    A., Hegeman, A. D., et al. (2007). New bioinformatics resources

    for metabolomics. Pacific Symposium on Biocomputing, 12,

    157168.

    Murarka, A., Dharmadi, Y., Yazdani, S. S., & Gonzalez, R. (2008).

    Fermentative utilization of glycerol by Escherichia coli and its

    implications for the production of fuels and chemicals. Applied

    and Environmental Microbiology, 74, 11241135.

    Nicholson, J. K., & Wilson, I. D. (1989). High resolution proton

    magnetic resonance spectroscopy of biological fluids. Progress

    in Nuclear Magnetic Resonance Spectroscopy, 21, 449501.

    Nicholson, J. K., Foxall, P. J. D., Spraul, M., Farrant, R. D., &

    Lindon, J. C. (1995). 750 MHz 1H and 1H-13C NMR spectros-

    copy of human blood plasma. Analytical Chemistry, 67,

    793811.

    Parija, S. C., & Khairnar, K. (2007). Detection of excretory

    Entamoeba histolytica DNA in the urine, and detection of

    E. histolytica DNA and lectin antigen in the liver abscess pus for

    the diagnosis of amoebic liver abscess. BMC Microbiology, 7,

    41.

    Pinero-Sagredo, E., Nunes, S., de Los Santos, M. J., Celda, B., &

    Esteve, V. (2010). NMR metabolic profile of human follicular

    fluid. NMR in Biomedicine, 23, 485495.

    Rahimian, J., Wilson, T., Oram, V., & Holzman, R. S. (2004).

    Pyogenic liver abscess: Recent trends in etiology and mortality.

    Clinical Infectious Diseases, 39, 16541659.

    Rahmatulla, R. H., Al-Mofleh, I. A., Al-Rashed, R. S., Al-Hedaithy,

    M. A., & Mayet, I. Y. (2001). Tuberculous liver abscess: A case

    report and review of literature. European Journal of Gastroen-

    terology and Hepatology, 13, 437440.

    Ralls, P. W., Barnes, P. F., Radin, D. R., Colletti, P., & Halls, J.

    (1987). Sonographic features of amoebic and pyogenic liverabscesses: A blinded comparison. American Journal of Roent-

    genology, 149, 499501.

    Rocha, C. M., Barros, A. S., Gil, A. M., Goodfellow, B. J., Humpfer,

    E., Spraul, M., et al. (2010). Metabolic profiling of human lung

    cancer tissue by 1H high resolution magic angle spinning

    (HRMAS) NMR spectroscopy. Journal of Proteome Research,

    9, 319332.

    Silwood, C. J. L., Lynch, E., Claxson, A. W. D., & Grootveld, M. C.

    (2002). 1H and 13C NMR spectroscopic analysis of human

    saliva. Journal of Dental Research, 81, 422427.

    Sue Moody-Haupt, J. H. P., Mirelman, D., & McConville, M. J.

    (2000). The major surface antigens of Entamoeba histolytica

    554 S. K. Bharti et al.

    123

  • 7/28/2019 Metabolomic Profiling of Amoebic and Pyogenic Liver Abscesses an in Vitro NMR Study

    16/16

    trophozoites are GPI-anchored proteophosphoglycans. Journal

    of Molecular Biology, 297, 409420.

    Sweatman, B. C., Farrant, R. D., Holmes, E., Ghauri, F. Y.,

    Nicholson, J. K., & Lindon, J. C. (1993). 600 MHz 1H-NMR

    spectroscopy of human cerebrospinal fluid: Effects of sample

    manipulation and assignment of resonances. Journal of Phar-

    maceutical and Biomedical Analysis, 11, 651664.

    Tannich, E., & Burchard, G. D. (1991). Differentiation of pathogenic

    from nonpathogenic Entamoeba histolytica by restriction frag-

    ment analysis of a single gene amplified in vitro. Journal of

    Clinical Microbiology, 29, 250255.

    Verweij, J. J., Blange, R. A., Templeton, K., Schinkel, J., Brienen, E.

    A., van Rooyen, M. A., et al. (2004). Simultaneous detection of

    Entamoeba histolytica, Giardia lamblia, and Cryptosporidium

    parvum in fecal samples by using multiplex real-time PCR.

    Journal of Clinical Microbiology, 42, 12201223.

    Virendra Jaiswal, U. G., Kumar, S., Baijal, S. S., Mittal, B., Dhole, T.

    N., & Ghoshal, U. C. (2010). Diagnosis of amoebic liver abscess:

    A study to evaluate the role of IgG antibody, antigen detection

    and polymerase chain reaction. Indian Journal of Gastroenter-

    ology, 29, 106107.

    Wang, Q., Ou, M. S., Kim, Y., Ingram, L. O., & Shanmugam, K. T.

    (2010). Metabolic flux control at the pyruvate node in an

    anaerobic Escherichia coli strain with an active pyruvate

    dehydrogenase. Applied and Environmental Microbiology, 76,

    21072114.

    WHO. (1997). Amoebiasis. Weekly Epidemiological Record, 72,

    9799.

    Wishart, D. S., Knox, C., Guo, A. C., Eisner, R., Young, N., Gautam,

    B., et al. (2009). HMDB: A knowledgebase for the human

    metabolome. Nucleic Acids Research, 37, D603D610.

    Zaman, S., Khoo, J., Ng, S. W., Ahmed, R., Khan, M. A., Hussain, R.,

    et al. (2000). Direct amplification of Entamoeba histolytica DNA

    from amoebic liver abscess pus using polymerase chain reaction.

    Parasitology Research, 86, 724728.

    Zeehaida, M., Wan Nor Amilah, W. A., Amry, A. R., Hassan, S.,

    Sarimah, A., & Rahmah, N. (2008). A study on the usefulness of

    Techlab Entamoeba histolytica II antigen detection ELISA in the

    diagnosis of amoebic liver abscess (ALA) at Hospital Universiti

    Sains Malaysia (HUSM), Kelantan, Malaysia. Tropical Biomed-

    icine, 25, 209216.

    Metabolic profile of pus from liver abscesses 555

    123