Proteomic profiling of the rat hypothalamus

  • Amanda P Pedroso1,

    Affiliated with

    • Regina L H Watanabe1,

      Affiliated with

      • Kelse T Albuquerque1,

        Affiliated with

        • Mônica M Telles1, 2,

          Affiliated with

          • Maria C C Andrade1, 3,

            Affiliated with

            • Juliana D Perez3,

              Affiliated with

              • Maísa M Sakata3,

                Affiliated with

                • Mariana L Lima4,

                  Affiliated with

                  • Debora Estadella1,

                    Affiliated with

                    • Cláudia M O Nascimento1,

                      Affiliated with

                      • Lila M Oyama1,

                        Affiliated with

                        • José C Rosa5,

                          Affiliated with

                          • Dulce E Casarini3 and

                            Affiliated with

                            • Eliane B Ribeiro1, 6Email author

                              Affiliated with

                              Proteome Science201210:26

                              DOI: 10.1186/1477-5956-10-26

                              Received: 2 December 2011

                              Accepted: 20 April 2012

                              Published: 20 April 2012

                              Abstract

                              Background

                              The hypothalamus plays a pivotal role in numerous mechanisms highly relevant to the maintenance of body homeostasis, such as the control of food intake and energy expenditure. Impairment of these mechanisms has been associated with the metabolic disturbances involved in the pathogenesis of obesity. Since rodent species constitute important models for metabolism studies and the rat hypothalamus is poorly characterized by proteomic strategies, we performed experiments aimed at constructing a two-dimensional gel electrophoresis (2-DE) profile of rat hypothalamus proteins.

                              Results

                              As a first step, we established the best conditions for tissue collection and protein extraction, quantification and separation. The extraction buffer composition selected for proteome characterization of rat hypothalamus was urea 7 M, thiourea 2 M, CHAPS 4%, Triton X-100 0.5%, followed by a precipitation step with chloroform/methanol. Two-dimensional (2-D) gels of hypothalamic extracts from four-month-old rats were analyzed; the protein spots were digested and identified by using tandem mass spectrometry and database query using the protein search engine MASCOT. Eighty-six hypothalamic proteins were identified, the majority of which were classified as participating in metabolic processes, consistent with the finding of a large number of proteins with catalytic activity. Genes encoding proteins identified in this study have been related to obesity development.

                              Conclusion

                              The present results indicate that the 2-DE technique will be useful for nutritional studies focusing on hypothalamic proteins. The data presented herein will serve as a reference database for studies testing the effects of dietary manipulations on hypothalamic proteome. We trust that these experiments will lead to important knowledge on protein targets of nutritional variables potentially able to affect the complex central nervous system control of energy homeostasis.

                              Keywords

                              Hypothalamus Proteome 2-D electrophoresis Mass spectrometry Nutrition Obesity Rat

                              Background

                              The hypothalamus plays a pivotal role in numerous mechanisms highly relevant to maintenance of body homeostasis. By exerting important control of autonomic and endocrine functions, it affects aspects as critical as body temperature, food intake, energy expenditure, water intake, and intermediary metabolism.

                              Concerning the control of body energy homeostasis, the hypothalamus exerts an integrative influence, as it receives neural, hormonal, and metabolic signals that inform about body energy status. These inputs modify the activity of hypothalamic anabolic and catabolic neurons, whose neuropeptide products stimulate or inhibit food intake, respectively. Disturbances of these control mechanisms have been associated with the pathogenesis of obesity [14].

                              In this study, we used two-dimensional electrophoresis (2-DE) to separate proteins expressed in the rat hypothalamus. The separated proteins were analysed by matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF/TOF MS) and the obtained spectra used to determine protein identity.

                              Proteomic analysis is relatively new in nutrition studies and its potential to contribute to this field has been emphasized [5, 6]. Few studies have used proteomic technology in hypothalamus. It has recently been reported that the hypothalamic expression of Ubiquitin and Ubiquitin carboxyl-terminal esterase L1 (UCHL-1), both components of Ubiquitin-proteasome system, was altered in diet-induced obese rats when compared with diet-resistant rats [7]. Chronic circadian desynchronization in rats led to increased food intake and body weight while affecting expression of five hypothalamic proteins, some of which are involved in carbohydrate metabolism and the Krebs cycle [8]. In another study, estradiol replacement in ovariectomized rats was shown to regulate expression of 29 proteins in ventromedial hypothalamus, some of which are related to neuronal plasticity [9].

                              The above considerations suggest that proteomic studies of hypothalamic tissue, in the context of nutritional aspects, may provide relevant information not only on physiological control of food intake and energy homeostasis but also on the pathophysiology of obesity and other feeding disturbances. Since the rat hypothalamus is poorly characterized by proteomic strategies, this study focused on identifying proteins expressed in hypothalamus of normal male Wistar rats.

                              Results and discussion

                              Reported advantages of protein separation by 2-DE for proteomic analysis include robustness, reproducibility, statistical confidence and ability to separate complete proteins, while sample preparation has been considered a main factor still contributing to variability [10].

                              In this study, a two-dimensional profile of rat hypothalamus proteins was constructed. Considering that the experimental protocol is a highly relevant aspect in proteomic studies, as it ensures satisfactory resolution and proteome representation [11, 12], experiments were performed aimed at establishing the best conditions for tissue withdrawal and protein extraction, quantification and separation. These results are not shown and we comment on these findings below.

                              Initially, 5 different extraction buffers were used (Table 1) and the resulting 2-D maps were compared for gel resolution and spot counting. Although all buffers were efficient for hypothalamic protein extraction, the best protein recovery was achieved with buffer 3, regardless the presence of ASB-14 or DTT (data not shown). The presence of both urea and thiourea was probably effective, because this combination has been shown to increase membrane and nuclear proteins solubilisation, even of proteins prone to undergo precipitation during isoelectric focusing [13].
                              Table 1

                              Sample preparation procedures and buffers composition

                                

                              1

                              2

                              3

                              3 + DTT

                              3 + ASB-14

                              Extraction

                              Tris–HCl pH 7,6

                              40 mM

                              -

                              -

                              -

                              -

                              Tris

                              -

                              20 mM

                              -

                              -

                              -

                              Urea

                              -

                              9 M

                              7 M

                              7 M

                              7 M

                              Tiourea

                              -

                              -

                              2 M

                              2 M

                              2 M

                              EDTA

                              -

                              1 mM

                              -

                              -

                              -

                              CHAPS (w/v)

                              2%

                              4%

                              4%

                              4%

                              4%

                              Triton X-100 (v/v)

                              -

                              -

                              0.5%

                              0.5%

                              0.5%

                              DTT

                              -

                              10 mM

                              -

                              100 mM

                              -

                              ASB-14 (w/v)

                              -

                              -

                              -

                              -

                              2%

                              Precipitation

                               

                              No

                              No

                              Yes

                              Yes

                              Yes

                              Rehydration

                              Tiourea

                              2 M

                              -

                               

                              2 M

                               

                              Urea

                              7 M

                              9 M

                               

                              7 M

                               

                              DTT

                              50 mM

                              18 mM

                               

                              100 mM

                               

                              CHAPS (w/v)

                              2%

                              2%

                               

                              4%

                               

                              Triton x-100 (v/v)

                              -

                              -

                               

                              0.5%

                               

                              IPG Buffer pH 3-10 (v/v)

                              0.5%

                              2%

                               

                              0.2%

                               

                              Bromofenol blue

                              traces

                              traces

                               

                              traces

                               

                              One aspect tested in the present study was the importance of the presence of DTT as reducing agent in the extraction buffer. DTT, which breaks disulfide bonds, has been used in numerous proteomic studies to favour protein solubility in the extraction solution [14]. Indeed, proteome analysis of rat and mice brain regions has used DTT, in concentrations ranging from 10 to 100 mM [8, 9, 1517]. Because we failed to find differences in protein recovery by the addition of 100 mM DTT to buffer 3, it is suggested that the presence of 100 mM DTT in the rehydration buffer was sufficient to efficiently reduce hypothalamic proteins.

                              The addition of 2% ASB-14 to CHAPS-containing extraction buffer has been shown to improve solubilization of human frontal cortex proteins, when no sample precipitation was performed [18]. In the present experiments with rat hypothalamus, we failed to obtain higher protein recovery by performing precipitation of samples extracted in the presence of ASB-14. We suggest that the precipitation procedure may have interfered with protein recovery extracted in buffer containing ASB-14. Other authors reporting beneficial effects of ASB-14 have also omitted the precipitation step [19, 20].

                              We chose to include the precipitation step in the present study as this procedure is believed to improve 2-DE quality by eliminating contaminating species (lipids, nucleic acids, and salts), although it may lead to incomplete protein recovery [21, 22]. Among different precipitation methods, chloroform/methanol, as used in the present study, has been recently shown to result in better protein yields from rat hippocampus, amygdala, frontal cortex and striatum [23].

                              Given all the above considerations, extraction buffer 3 was selected for the proteome characterization of rat hypothalamus. Six extracts from six different four-month-old rats were focused with pH 3–10 strips, in two independent experiments, and the 2-DE gels were analyzed. Each rat sample was analyzed individually, with no tissue pooling. Details of isoelectric focusing and gel separation are given in the Methods section. A high degree of identity among the gels was confirmed by a high scatter plot correlation coefficient (>85%).

                              Figure 1 shows a representative 2-D gel with molecular weight range from 10 to 250 KDa and pI from 3–9. The number of spots obtained was 234 ± 6, of which 137 were analyzed by mass spectrometry. All analyzed spots were present in all six gels. Table 2 shows the Swiss-Prot Accession Numbers (available at http://​www.​expasy.​ch/​sprot), abbreviated and full protein names, theoretical MW and pI values, and mass spectrometry data. Only statistically significant Mascot score results (p < 0.05) were included.
                              http://static-content.springer.com/image/art%3A10.1186%2F1477-5956-10-26/MediaObjects/12953_2011_Article_367_Fig1_HTML.jpg
                              Figure 1

                              Representative 2-D gel of rat hypothalamus stained with Coomassie Blue G-250. The proteins identified are designated with their Swiss-Prot accession numbers. Multiple lines originating from the same Accession Number indicate that the same protein was identified in different spots. Multiple lines originating from the same spot indicate that more than one protein was identified in that spot. Detailed information about the proteins are found in Table 2.

                              Table 2

                              Identified proteins from the rat hypothalamus

                              Name/

                              Acession

                              Numbera

                              Full name

                              MW (Da)/

                              pI

                              Matches/

                              SCb

                              PSc

                              Peptides

                              ISd

                              G3P_RAT/P04797

                              Glyceraldehyde-3-phosphate dehydrogenase

                              36090/

                              8.14

                              4(4)/

                              17%

                              274

                              M.VKVGVNGFGR.I

                              R.VPTPNVSVVDLTCR.L

                              K.LISWYDNEYGYSNR.V

                              K.AENGKLVINGKPITIFQER.D

                              47

                              97

                              92

                              38

                              4(2)/

                              15%

                              108

                              M.VKVGVNGFGR.I

                              R.VPTPNVSVVDLTCR.L

                              K.LVINGKPITIFQER.D

                              K.LISWYDNEYGYSNR.V

                              46

                              27

                              16

                              19

                              3(2)/

                              11%

                              106

                              M.VKVGVNGFGR.I

                              R.VPTPNVSVVDLTCR.L

                              K.LISWYDNEYGYSNR.V

                              38

                              19

                              49

                              SSDH_RAT/P51650

                              Succinate-semialdehyde dehydrogenase, mitochondrial

                              56723/

                              8.35

                              1(1)/

                              1%

                              44

                              R.AAYDAFSSWK.E

                              44

                              DHE3_RAT/P10860

                              Glutamate dehydrogenase 1, mitochondrial

                              61719/

                              8.05

                              4(3)/

                              10%

                              204

                              K.MVEGFFDR.G + Oxidation (M)

                              R.DDGSWEVIEGYR.A

                              K.HGGTIPVVPTAEFQDR.I

                              K.IIAEGANGPTTPEADKIFLER.N

                              17

                              60

                              57

                              70

                              5(5)/

                              14%

                              216

                              R.DDGSWEVIEGYR.A

                              K.DIVHSGLAYTMER.S + Oxidation (M)

                              K.HGGTIPVVPTAEFQDR.I

                              K.KGFIGPGIDVPAPDMSTGER.E + Oxidation (M)

                              K.IIAEGANGPTTPEADKIFLER.N

                              57

                              41

                              53

                              40

                              27

                              AK1A1_RAT/P51635

                              Alcohol dehydrogenase [NADP+]

                              36711/

                              6.84

                              2(0)/

                              8%

                              29

                              R.DAGHPLYPFNDPY.-

                              R.GLEVTAYSPLGSSDR.A

                              20

                              9

                              CN37_RAT/P13233

                              2',3'-cyclic-nucleotide 3'-phosphodiesterase

                              47638/

                              9.03

                              4(3)/

                              7%

                              169

                              K.AIFTGYYGK.G

                              R.ADFSEEYKR.L

                              K.ATGAEEYAQQDVVR.R

                              K.ATGAEEYAQQDVVRR.S

                              51

                              49

                              45

                              23

                              4(4)/

                              7%

                              175

                              K.AIFTGYYGK.G

                              R.ADFSEEYKR.L

                              K.ATGAEEYAQQDVVR.R

                              K.ATGAEEYAQQDVVRR.S

                              69

                              40

                              36

                              30

                              DPYL2_RAT/P47942

                              Dihydropyrimidinase-related protein 2

                              62638/

                              5.95

                              5(4)/

                              14%

                              160

                              R.KPFPDFVYKR.I

                              K.IVLEDGTLHVTEGSGR.Y

                              K.DNFTLIPEGTNGTEER.M

                              R.NLHQSGFSLSGAQIDDNIPR.R

                              R.DIGAIAQVHAENGDIIAEEQQR.I

                              20

                              31

                              46

                              25

                              39

                              3(1)/

                              6%

                              67

                              K.VFNLYPR.K

                              R.KPFPDFVYKR.I

                              R.ISVGSDADLVIWDPDSVK.T

                              19

                              36

                              12

                              4(3)/

                              5%

                              164

                              K.VFNLYPR.K

                              R.KPFPDFVYKR.I

                              K.THNSALEYNIFEGMECR.G

                              K.THNSALEYNIFEGMECR.G + Oxidation (M)

                              37

                              69

                              58

                              (15)

                              DPYL5_RAT/Q9JHU0

                              Dihydropyrimidinase-related protein 5

                              62071/

                              6.60

                              4(0)/

                              7%

                              45

                              K.IPHGVSGVQDR.M

                              R.DSELYQVFHACR.D

                              R.GRVVYENGVFMCAEGTGK.F

                              R.GRVVYENGVFM CAEGTGK.F + Oxidation (M)

                              4

                              19

                              (8)

                              23

                              UCHL1_RAT/Q00981

                              Ubiquitin carboxyl-terminal hydrolase isozyme L1

                              25165/

                              5.14

                              4(2)/

                              22%

                              157

                              K.QFLSETEK.L

                              K.QFLSETEKLSPEDR.A

                              -.MQLKPMEINPEMLNK.V + 3 Oxidation (M)

                              R.MPFPVNHGASSEDSLLQDAAK.V + Oxidation (M)

                              52

                              82

                              9

                              16

                              2(1)/

                              15%

                              52

                              K.QFLSETEKLSPEDR.A

                              R.MPFPVNHGASSEDSLLQDAAK.V + Oxidation (M)

                              38

                              16

                              ATPG_RAT/P35435

                              ATP synthase subunit gamma, mitochondrial

                              30229/

                              8.87

                              2(1)/

                              8%

                              73

                              R.VYGTGSLALYEK.A

                              R.THSDQFLVSFK.D

                              63

                              10

                              VATE1_RAT/Q6PCU2

                              V-type proton ATPase subunit E 1

                              26169/

                              8.44

                              4(2)/

                              14%

                              102

                              R.GALFGANANR.K

                              R.GALFGANANRK.F

                              K.AEEEFNIEKGR.L

                              K.IQM SNLM NQAR.L + 2 Oxidation (M)

                              15

                              31

                              45

                              13

                              GABT_RAT/P50554

                              4-aminobutyrate aminotransfe- rase, mitochondrial

                              57161/

                              8.15

                              4(2)/

                              7%

                              124

                              K.TIFMWYR.S

                              K.VDFEFDYDGPLM K.T + Oxidation (M)

                              R.GTFCSFDTPDEAIR.N

                              R.GRGTFCSFDTPDEAIR.N

                              6

                              49

                              52

                              17

                              AATC_RAT/P13221

                              Aspartate aminotransferase cytoplasmic

                              46628/

                              6.73

                              4(4)/

                              13%

                              149

                              R.ITWSNPPAQGAR.I

                              R.TDDSQPWVLPVVR.K

                              R.SCASQLVLGDNSPALR.E

                              R.IVATTLSNPELFKEWK.G

                              36

                              40

                              38

                              35

                              NDKB_RAT/P19804

                              Nucleoside diphosphate kinase B

                              17386/

                              6.92

                              2(0)/

                              14%

                              32

                              K.DRPFFPGLVK.Y

                              R.TFIAIKPDGVQR.G

                              12

                              19

                              KPYM_RAT/P11980

                              Pyruvate kinase isozymes M1/M2

                              58294/

                              6.63

                              4(2)/

                              9%

                              85

                              R.LLFEELAR.A

                              R.YRPRAPIIAVTR.N

                              K.CLAAALIVLTESGR.S

                              R.RFDEILEASDGIMVAR.G + Oxidation (M)

                              43

                              4

                              30

                              10

                              HXK1_RAT/P05708

                              Hexokinase-1

                              103540/

                              6.29

                              6(2)/

                              5%

                              125

                              K.EGLLFEGR.I

                              K.M HPQYSR.R + Oxidation (M)

                              R.ITPELLTR.G

                              K.FLSQIESDR.L

                              R.QIEETLAHFR.L

                              K.M ISGM YLGEIVR.N + 2 Oxidation (M)

                              28

                              17

                              11

                              23

                              53

                              2

                              PGK1_RAT/P16617

                              Phosphoglycerate kinase 1

                              44909/

                              8.02

                              3(2)/

                              11%

                              70

                              K.LGDVYVNDAFGTAHR.A

                              K.ALESPERPFLAILGGAK.V

                              K.VLNNMEIGTSLYDEEGAK.I + oxidation (M)

                              38

                              6

                              27

                              2(2)/

                              7%

                              76

                              K.LGDVYVNDAFGTAHR.A

                              K.VLNNMEIGTSLYDEEGAK.I + Oxidation (M)

                              26

                              50

                              KCRB_RAT/P07335

                              Creatine kinase B-type

                              42983/

                              5.39

                              5(4)/

                              18%

                              318

                              R.GFCLPPHCSR.G

                              K.VLTPELYAELR.A

                              K.LAVEALSSLDGDLSGR.Y

                              K.TFLVWINEEDHLR.V

                              R.GTGGVDTAAVGGVFDVSNADR.L

                              44

                              56

                              67

                              22

                              131

                              2(1)/

                              5%

                              52

                              R.MGGYQPSDEHK.T + oxidation (HW)

                              K.VLTPELYAELR.A

                              7

                              45

                              KCRU_RAT/P25809

                              Creatine kinase U-type

                              47398/

                              8.72

                              5(2)/

                              12%

                              102

                              R.GWEFMWNER.L + oxidation (M)

                              R.LYPPSAEYPDLR.K

                              R.LYPPSAEYPDLRK.H

                              R.VVVDALSGLKGDLAGR.Y

                              K.SFLIWVNEEDHTR.V

                              19

                              28

                              17

                              11

                              32

                              5(3)/

                              12%

                              164

                              R.GWEFMWNER.L + Oxidation (M)

                              R.LYPPSAEYPDLR.K

                              R.LYPPSAEYPDLRK.H

                              K.SFLIWVNEEDHTR.V

                              R.LGYILTCPSNLGTGLR.A

                              18

                              50

                              17

                              56

                              25

                              ENOG_RAT/P07323

                              Gamma-enolase

                              47510/

                              5.03

                              5(2)/

                              14%

                              98

                              R.FAGHNFRNPSVL.-

                              K.M VIGMDVAASEFYR.D + Oxidation (M)

                              K.M VIGM DVAASEFYR.D + 2 Oxidation (M)

                              R.AAVPSGASTGIYEALELR.D

                              K.LAM QEFM ILPVGAESFR.D + 2 Oxidation (M)

                              18

                              (6)

                              17

                              41

                              26

                              ALDOC_RAT/P09117

                              Fructose-biphosphate aldolase C

                              39658/

                              6.67

                              5(4)/

                              20%

                              264

                              R.ALQASALSAWR.G

                              R.DNAGAATEEFIKR.A

                              M.PHSYPALSAEQKK.E

                              R.CSLPRPWALTFSYGR.A

                              K.YEGSGDGGAAAQSLYVANHAY.-

                              59

                              84

                              75

                              8

                              38

                              4(1)/

                              15%

                              104

                              K.ELSDIALR.I

                              R.DNAGAATEEFIKR.A

                              R.LSQIGVENTEENRR.L

                              K.YEGSGDGGAAAQSLYVANHAY.-

                              19

                              55

                              24

                              9

                              ENOA_RAT/P04764

                              Alpha-enolase

                              47440/

                              6.16

                              6(4)/

                              17%

                              233

                              R.SFRNPLAK.-

                              K.LAQSNGWGVMVSHR.S

                              K.LAQSNGWGVMVSHR.S + Oxidation (M)

                              R.AAVPSGASTGIYEALELR.D

                              K.LAMQEFMILPVGASSFR.E + 2 Oxidation (M)

                              K.AGYTDQVVIGMDVAASEFYR.A + Oxidation (M)

                              36

                              (22)

                              24

                              99

                              31

                              46

                              2(1)/

                              8%

                              60

                              R.AAVPSGASTGIYEALELR.D

                              K.AGYTDQVVIGMDVAASEFYR.A + Oxidation (M)

                              19

                              41

                              ALDOA_RAT/P05065

                              Fructose-biphosphate aldolase A

                              39783/

                              8.31

                              4(2)/

                              14%

                              113

                              M.PHPYPALTPEQK.K

                              M.PHPYPALTPEQKK.E

                              K.FSNEEIAMATVTALRR.T + Oxidation (M)

                              K.YTPSGQSGAAASESLFISNHAY.

                              40

                              51

                              22

                              6

                              2(1)/9%

                              54

                              M.PHPYPALTPEQKK.E

                              K.YTPSGQSGAAASESLFISNHAY.

                              40

                              17

                              DCE2_RAT/Q05683

                              Glutamate decarboxylase 2

                              66215

                              /6.45

                              1(1)/

                              3%

                              27

                              K.LCALLYGDSEKPAESGGSVTSR.A

                              27

                              PYGB_RAT/P53534

                              Glycogen phosphorylase, brain form (fragment)

                              96854/

                              6.24

                              5(1)/

                              6%

                              98

                              R.VIFLENYR.V

                              R.DYFFALAHTVR.D

                              R.HLEIIYAYNQR.H

                              R.VLYPNDNFFEGK.E

                              K.ARPEYMLPVHFYGR.V + oxidation (HW)

                              5

                              25

                              44

                              22

                              8

                              TPIS_RAT/P48500

                              Triosephosphate isomerase

                              27345/

                              6.89

                              4(3)/

                              14%

                              115

                              K.FFVGGNWK.M

                              R.KFFVGGNWK.M

                              R.IIYGGSVTGATCK.E

                              K.DLGATWVVLGHSER.R

                              45

                              8

                              29

                              32

                              5(2)/

                              20%

                              147

                              K.FFVGGNWK.M

                              R.KFFVGGNWK.M

                              R.IIYGGSVTGATCK.E

                              K.DLGATWVVLGHSER.R

                              R.RHIFGESDELIGQK.V

                              49

                              14

                              59

                              10

                              15

                              GLNA_RAT/P09606

                              Glutamine synthetase

                              42982/

                              6.64

                              5(2)/

                              16%

                              133

                              K.RHQYHIR.A

                              K.IQLM YIWVDGTGEGLR.C + Oxidation (M)

                              R.RPSANCDPYAVTEAIVR.T

                              R.LTGFHETSNINDFSAGVANR.S

                              R.RLTGFHETSNINDFSAGVANR.S

                              24

                              43

                              19

                              40

                              10

                              CALR_RAT/P18418

                              Calreticulin

                              48137/

                              4.33

                              3(2)/

                              9%

                              197

                              K.EQFLDGDAWTNR.W

                              K.HEQNIDCGGGYVK.L

                              K.IKDPDAAKPEDWDER.A

                              102

                              13

                              82

                              SCRN1_RAT/Q6AY84

                              Secernin-1

                              46994/

                              4.73

                              2(2)/

                              7%

                              88

                              K.VECTYISIDQVPR.T

                              R.SSPCIHYFTGTPDPSR.S

                              49

                              39

                              IMPCT_RAT/Q5GFD9

                              Protein IMPACT

                              36314/

                              5.07

                              2(1)/

                              10%

                              37

                              K.SLEEIYMK.N + Oxidation (M)

                              K.ISESAPEAEELPPIAHGAPITDRR.S

                              2

                              35

                              PGAM1_RAT/P25113

                              Phosphoglycerate mutase 1

                              28928/

                              6.67

                              3(2)/

                              18%

                              121

                              R.HGESAWNLENR.F

                              R.ALPFWNEEIVPQIK.E

                              R.SYDVPPPPM EPDHPFYSNISK.D + Oxidation (M)

                              59

                              44

                              21

                              VDAC1_RAT/Q9Z2L0

                              Voltage-dependent anion-selective channel protein 1

                              30851/

                              8.62

                              3(1)/

                              8%

                              66

                              R.WTEYGLTFTEK.W

                              K.YQVDPDACFSAK.V

                              K.YRWTEYGLTFTEK.W

                              40

                              16

                              12

                              3(1)/

                              12%

                              86

                              R.VTQSNFAVGYK.T

                              R.WTEYGLTFTEK.W

                              K.YQVDPDACFSAK.V

                              13

                              24

                              51

                              VDAC2_RAT/P81155

                              Voltage-dependent anion- selective channel protein 2

                              32353/

                              7.44

                              3(2)/

                              17%

                              121

                              R.SNFAVGYR.T

                              K.VNNSSLIGVGYTQTLRPGVK.L

                              R.TGDFQLHTNVNNGTEFGGSIYQK.V

                              41

                              71

                              9

                              ALBU_RAT/P02770

                              Serum albumin

                              70682/

                              6.09

                              3(2)/

                              7%

                              83

                              K.LGEYGFQNAVLVR.Y

                              K.LRDNYGELADCCAK.Q

                              K.AADKDNCFATEGPNLVAR.S

                              35

                              19

                              29

                              NSF_RAT/Q9QUL6

                              Vesicle-fusing ATPase

                              83170/

                              6.55

                              3(0)/

                              4%

                              40

                              K.GILLYGPPGCGK.T

                              K.NFSGAELEGLVR.A

                              R.QSIINPDWNFEK.M

                              25

                              6

                              12

                              EF1G_RAT/Q68FR6

                              Elongation factor 1-gamma

                              50371/

                              6.31

                              2(0)/

                              4%

                              38

                              K.AKDPFAHLPK.S

                              K.STFVLDEFKR.K

                              14

                              24

                              1433G_RAT/P61983

                              14-3-3 protein gamma

                              28456/

                              4.80

                              1(1)/

                              5%

                              88

                              K.NVTELNEPLSNEER.N

                              88

                              1433E_RAT/P62260

                              14-3-3 protein épsilon

                              29326/

                              4.63

                              3(3)/

                              9%

                              142

                              R.YLAEFATGNDR.K

                              R.YLAEFATGNDRK.E

                              K.VAGM DVELTVEER.N + Oxidation (M)

                              36

                              77

                              29

                              1433B_RAT/P35213

                              14-3-3 protein beta/alpha

                              28151/

                              4.81

                              3(0)/

                              13%

                              48

                              R.NLLSVAYK.N

                              K.DSTLIM QLLR.D + Oxidation (M)

                              K.AVTEQGHELSNEER.N

                              16

                              15

                              18

                              1433Z_RAT/P63102

                              14-3-3 protein zeta/delta

                              27925/

                              4.73

                              3(2)/

                              16%

                              148

                              R.NLLSVAYK.N

                              K.SVTEQGAELSNEER.N

                              K.GIVDQSQQAYQEAFEISK.K

                              25

                              92

                              31

                              1433T_RAT/P68255

                              14-3-3 protein theta

                              28046/

                              4.69

                              2(1)/

                              8%

                              76

                              R.NLLSVAYK.N

                              K.AVTEQGAELSNEER.N

                              25

                              51

                              PEBP1_RAT/P31044

                              Phosphatidylethanolamine- binding protein 1

                              20902/

                              5.48

                              3(2)/

                              22%

                              149

                              K.FKVESFR.K

                              R.VDYGGVTVDELGK.V

                              K.YHLGAPVAGTCFQAEWDDSVPK.L

                              39

                              92

                              18

                              EF2_RAT/P05197

                              Elongation factor 2

                              96192/

                              6.41

                              3(1)/

                              5%

                              74

                              M.VNFTVDQIR.A

                              K.AYLPVNESFGFTADLR.S

                              K.ARPFPDGLAEDIDKGEVSAR.Q

                              42

                              21

                              11

                              GNAO_RAT/P59215

                              Guanine nucleotide-binding protein G(o) subunit alpha

                              40613/

                              5.34

                              5(2)/

                              15%

                              114

                              K.YYLDSLDR.I

                              R.AMDTLGVEYGDKER.K + Oxidation (M)

                              R.IGAADYQPTEQDILR.T

                              R.MEDTEPFSAELLSAMMR.L + 2 Oxidation (M)

                              R.MEDTEPFSAELLSAMMR.L + 3 Oxidation (M)

                              17

                              29

                              59

                              (5)

                              8

                              3(1)/

                              12%

                              66

                              R.AMDTLGVEYGDKER.K + Oxidation (M)

                              R.IGAADYQPTEQDILR.T

                              R.MEDTEPFSAELLSAMMR.L + 3 Oxidation (M)

                              18

                              45

                              3

                              GBB1_RAT/P54311

                              Guanine nucleotide-binding protein G(I)/G(S)/G(T) subunit beta-1

                              38151/

                              5.60

                              3(2)/

                              7%

                              76

                              K.IYAMHWGTDSR.L

                              K.IYAMHWGTDSR.L + Oxidation (M)

                              R.ELAGHTGYLSCCR.F

                              43

                              (18)

                              33

                              GDIA_RAT/P50398

                              Rab GDP dissociation inhibitor alpha

                              51074/

                              5.00

                              5(4)/

                              16%

                              195

                              R.IKLYSESLAR.Y

                              R.GRDWNVDLIPK.F

                              R.FQLLEGPPESMGR.G + Oxidation (M)

                              K.SPYLYPLYGLGELPQGFAR.L

                              R.NPYYGGESSSITPLEELYKR.F

                              22

                              64

                              41

                              26

                              45

                              MK01_RAT/P63086

                              Mitogen-activated protein kinase 1

                              41648/

                              6.50

                              4(0)/

                              8%

                              79

                              R.GQVFDVGPR.Y

                              K.ELIFEETAR.F

                              K.LKELIFEETAR.F

                              K.ISPFEHQTYCQR.T

                              25

                              21

                              23

                              10

                              STXB1_RAT/P61765

                              Syntaxin-binding protein 1

                              67925/

                              6.49

                              2(1)/

                              3%

                              41

                              R.SQLLILDR.G

                              R.ISEQTYQLSR.W

                              13

                              30

                              ANXA5_RAT/P14668

                              Annexin A5

                              35779/

                              4.93

                              3(1)/

                              11%

                              80

                              K.VLTEIIASR.T

                              R.GTVTDFSGFDGR.A

                              K.GLGTDEDSILNLLTAR.S

                              22

                              37

                              21

                              TBB2A_RAT/P85108

                              Tubulin beta-2A chain

                              50274/

                              4.78

                              4(3)/

                              9%

                              137

                              R.LHFFMPGFAPLTSR.G

                              R.LHFFMPGFAPLTSR.G + oxidation (M)

                              K.NSSYFVEWIPNNVK.T

                              R.INVYYNEATGGKYVPR.A

                              46

                              (11)

                              57

                              34

                              TBB2C_RAT/Q6P9T8

                              Tubulin beta-2C chain

                              50225/

                              4.79

                              5(4)/

                              11%

                              188

                              R.YLTVAAVFR.G

                              R.LHFFMPGFAPLTSR.G

                              R.LHFFMPGFAPLTSR.G + oxidation (M)

                              K.NSSYFVEWIPNNVK.T

                              R.INVYYNEATGGKYVPR.A

                              55

                              46

                              (11)

                              57

                              30

                              TBB3_RAT/Q4QRB4

                              Tubulin beta-3 chain

                              50842/

                              4.82

                              2(1)/

                              6%

                              72

                              R.LHFFMPGFAPLTAR.G + oxidation (M)

                              K.NSSYFVEWIPNNVK.V

                              18

                              57

                              TBA1A_RAT/P68370

                              Tubulin alpha-1A chain

                              50788/

                              4.94

                              4(4)/

                              13%

                              246

                              R.QLFHPEQLITGK.E

                              R.AVFVDLEPTVIDEVR.T

                              R.IHFPLATYAPVISAEK.A

                              R.AVCMLSNTTAIAEAWAR.L

                              32

                              100

                              67

                              47

                              TBA1C_RAT/Q6AYZ1

                              Tubulin alpha-1C chain

                              50590/

                              4.96

                              4(4)/

                              13%

                              246

                              R.QLFHPEQLITGK.E

                              R.AVFVDLEPTVIDEVR.T

                              R.IHFPLATYAPVISAEK.A

                              R.AVCMLSNTTAIAEAWAR.L

                              32

                              100

                              67

                              47

                              TBA1B_RAT/Q6P9V9

                              Tubulin alpha-1B chain

                              50804/

                              4.94

                              4(4)/

                              13%

                              246

                              R.QLFHPEQLITGK.E

                              R.AVFVDLEPTVIDEVR.T

                              R.IHFPLATYAPVISAEK.A

                              R.AVCMLSNTTAIAEAWAR.L

                              32

                              100

                              67

                              47

                              TBA4A_RAT/Q5XIF6

                              Tubulin alpha-4A chain

                              50634/

                              4.95

                              4(4)/

                              13%

                              185

                              R.QLFHPEQLITGK.E

                              R.AVFVDLEPTVIDEIR.N

                              R.IHFPLATYAPVISAEK.A

                              R.AVCMLSNTTAIAEAWAR.L

                              32

                              41

                              67

                              47

                              ACTB_RAT/P60711

                              Actin, cytoplasmic 1

                              42052/

                              5.29

                              5(4)/

                              20%

                              235

                              R.AVFPSIVGRPR.H

                              K.IWHHTFYNELR.V

                              K.SYELPDGQVITIGNER.F

                              R.VAPEEHPVLLTEAPLNPK.A

                              K.DLYANTVLSGGTTMYPGIADR.M + Oxidation (M)

                              35

                              62

                              78

                              49

                              13

                              MDHM_RAT/P04636

                              Malate dehydrogenase, mitochondrial

                              36117/

                              8.93

                              1(1)/

                              4%

                              33

                              K.AGAGSATLSMAYAGAR.F + Oxidation (M)

                              33

                              ROA2_RAT/A7VJC2

                              Heterogeneous nuclear ribonucleoproteins A2/B1

                              37512/

                              8.97

                              3(2)/

                              10%

                              86

                              R.GGNFGFGDSR.G

                              R.GGGGNFGPGPGSNFR.G

                              K.YHTINGHNAEVR.K

                              30

                              32

                              24

                              COF1_RAT/P45592

                              Cofilin-1

                              18749/

                              8.22

                              2(1)/

                              16%

                              107

                              R.YALYDATYETK.E

                              K.LTGIKHELQANCYEEVK.D

                              90

                              17

                              DYN1_RAT/P21575

                              Dynamin-1

                              97576/

                              6.44

                              2(1)/

                              2%

                              51

                              K.FTDFEEVR.L

                              K.VLNQQLTNHIR.D

                              26

                              25

                              NFL_RAT/P19527

                              Neurofilament light polypeptide

                              61355/

                              4.63

                              5(4)/

                              13%

                              195

                              R.ALYEQEIR.D

                              R.YLKEYQDLLNVK.M

                              R.SAYSGLQSSSYLMSAR.A + Oxidation (M)

                              R.SAYSSYSAPVSSSLSVR.R

                              R.LSFTSVGSITSGYSQSSQVFGR.S

                              40

                              64

                              44

                              23

                              27

                              NFM_RAT/P12839

                              Neurofilament medium polypeptide

                              95848/

                              4.77

                              2(2)/

                              3%

                              83

                              K.VQSLQDEVAFLR.S

                              R.FSTFSGSITGPLYTHR.Q

                              55

                              27

                              PRDX1_RAT/Q63716

                              Peroxiredoxin-1

                              22323/

                              8.27

                              4(2)/

                              20%

                              133

                              K.IGHPAPSFK.A

                              R.TIAQDYGVLK.A

                              R.LVQAFQFTDK.H

                              R.QITINDLPVGR.S

                              50

                              20

                              39

                              23

                              PRDX2_RAT/P35704

                              Peroxiredoxin-2

                              21941/

                              5.34

                              1(1)/

                              9%

                              25

                              K.SLSQNYGVLKNDEGIAYR.G

                              25

                              SODM_RAT/P07895

                              Superoxide dismutase [Mn], mitochondrial

                              24887/

                              8.96

                              2(1)/

                              13%

                              87

                              K.AIWNVINWENVSQR.Y

                              K.HHATYVNNLNVTEEK.Y

                              3

                              84

                              GSTP1_RAT/P04906

                              Glutathione S-transferase P

                              23652/

                              6.89

                              2(1)/

                              13%

                              47

                              M.PPYTIVYFPVR.G

                              K.YGTLIYTNYENGKDDYVK.A

                              47

                              0

                              GRP78_RAT/P06761

                              78 kDa glucose-regulated protein

                              72473/

                              5.07

                              1(1)/

                              2%

                              29

                              K.VTHAVVTVPAYFNDAQR.Q

                              29

                              HS90A_RAT/

                              P82995

                              Heat shock protein HSP 90-alpha

                              85161/

                              4.93

                              5(1)/

                              7%

                              79

                              R.RAPFDLFENR.K

                              R.GVVDSEDLPLNISR.E

                              K.HLEINPDHSIIETLR.Q

                              R.NPDDITNEEYGEFYK.S

                              K.KHLEINPDHSIIETLR.Q

                              15

                              15

                              9

                              10

                              29

                              HS90B_RAT/

                              P34058

                              Heat shock protein HSP 90-beta

                              83571/

                              4,97

                              2(0)/

                              4%

                              26

                              R.GVVDSEDLPLNISR.E

                              R.NPDDITQEEYGEFYK.S

                              15

                              11

                              HSP7C_RAT/P63018

                              Heat shock cognate 71 kDa protein

                              71055/

                              5.37

                              4(2)/

                              9%

                              114

                              K.DAGTIAGLNVLR.I

                              R.TTPSYVAFTDTER.L

                              K.NQVAMNPTNTVFDAKR.L + Oxidation (M)

                              K.TVTNAVVTVPAYFNDSQR.Q

                              9

                              66

                              10

                              28

                              ENPL_RAT/Q66HD0

                              Endoplasmin

                              92998/

                              4.72

                              4(2)/

                              5%

                              103

                              R.GLFDEYGSK.K

                              K.FAFQAEVNR.M

                              K.SILFVPTSAPR.G

                              R.FQSSHHSTDITSLDQYVER.M

                              45

                              23

                              30

                              7

                              PPIA_RAT/P10111

                              Peptidyl-prolyl cis-trans isomerase A

                              18091/

                              8.34

                              4(0)/

                              27%

                              81

                              K.FEDENFILK.H

                              K.GFGYKGSSFHR.I

                              R.VCFELFADKVPK.T

                              K.TEWLDGKHVVFGK.V

                              23

                              23

                              15

                              20

                              5(5)/

                              38%

                              224

                              K.FEDENFILK.H

                              K.GFGYKGSSFHR.I

                              R.VCFELFADKVPK.T

                              K.TEWLDGKHVVFGK.V

                              M.VNPTVFFDITADGEPLGR.V

                              45

                              54

                              44

                              38

                              48

                              LDHA_RAT/P04642

                              L-lactate dehydrogenase A chain

                              18749/

                              8.22

                              4(2)/

                              11%

                              105

                              K.LVIITAGAR.Q

                              R.FRYLM GER.L + Oxidation (M)e

                              K.SADTLWGIQK.E

                              K.VTLTPDEEAR.L

                              30

                              23

                              35

                              17

                              LDHB_RAT/P42123

                              L-lactate dehydrogenase B chain

                              36874/

                              5.70

                              3(2)/

                              8%

                              121

                              K.IVVVTAGVR.Q

                              R.GLTSVINQK.L

                              K.SADTLWDIQK.D

                              23

                              31

                              67

                              MDHC_RAT/O88989

                              Malate dehydrogenase, cytoplasmic

                              36631/

                              6.16

                              4(2)/

                              15%

                              105

                              K.GEFITTVQQR.G

                              K.FVEGLPINDFSR.E

                              K.SAPSIPKENFSCLTR.L

                              K.EVGVYEALKDDSWLK.G

                              37

                              36

                              14

                              18

                              NDUS2_RAT/Q641Y2

                              NADH dehydrogenase [ubiquinone] iron-sulfur protein 2, mitochondrial

                              52927/

                              6.52

                              2(1)/

                              7%

                              56

                              K.GEFGVYLVSDGSSRPYR.C

                              K.TQPYDVYDQVEFDVPIGSR.G

                              33

                              23

                              DLDH_RAT/Q6P6R2

                              Dihydrolipoyl dehydrogenase, mitochondrial

                              54574/

                              7.96

                              3(2)/

                              6%

                              73

                              R.GIEIPEVR.L

                              K.VGKFPFAANSR.A

                              R.VCHAHPTLSEAFR.E

                              12

                              37

                              27

                              DHE3_RAT/P10860

                              Glutamate dehydrogenase 1, mitochondrial

                              61719/

                              8.05

                              1(1)/

                              2%

                              32

                              R.DDGSWEVIEGYR.A

                              32

                              ATPA_RAT/P15999

                              ATP synthase subunit alpha, mitochondrial

                              59831/

                              9.22

                              4(4)/

                              9%

                              226

                              R.VGLKAPGIIPR.I

                              K.LYCIYVAIGQKR.S

                              R.EAYPGDVFYLRSR.L

                              R.TGAIVDVPVGDELLGR.V

                              41

                              33

                              80

                              71

                              4(2)/

                              8%

                              100

                              R.VLSIGDGIAR.V

                              K.AVDSLVPIGR.G

                              R.EAYPGDVFYLHSR.L

                              R.ILGADTSVDLEETGR.V

                              16

                              33

                              32

                              19

                              QCR1_RAT/Q68FY0

                              Cytochrome b-c1 complex subunit 1

                              53500/

                              5.57

                              2(2)/

                              5%

                              118

                              R.RIPLAEWESR.I

                              K.EVESIGAHLNAYSTR.E

                              39

                              81

                              QCR2_RAT/P32551

                              Cytochrome b-c1 complex subunit 2, mitochondrial

                              48423/

                              9.16

                              3(1)/

                              7%

                              72

                              K.AVAFQNPQTR.I

                              K.EVAEQFLNIR.G

                              K.NALANPLYCPDYR.M

                              21

                              21

                              30

                              ACON_RAT/Q9ER34

                              Aconitate hydratase mitochondrial

                              86121/

                              7.87

                              6(6)/

                              9%

                              300

                              R.DGYAQILR.D

                              K.EGWFLDIR.V

                              K.SQFTITPGSEQIR.A

                              K.VAMSHFEPSEYIR.Y + oxidation (M)

                              R.NAVTQEFGPVPDTAR.Y

                              R.WVVIGDENYGEGSSR.E

                              49

                              48

                              37

                              42

                              51

                              75

                              6(4)/

                              9%

                              175

                              K.EGWPLDIR.V

                              R.HLGGRAIITK.S

                              K.VAMSHFEPSEYIR.Y + Oxidation (M)

                               R.NAVTQEFGPVPDTAR.Y

                              R.WVVIGDENYGEGSSR.E

                              K.IVYGHLDDPANQEIER.G

                              33

                              9

                              43

                              44

                              43

                              5

                              EFTU_RAT/P85834

                              Elongation factor Tu, mitochondrial

                              49890/

                              7.23

                              1(1)/

                              3%

                              54

                              R.GITINAAHVEYSTAAR.H

                              54

                              SPTA2_RAT/P16086

                              Spectrin alpha chain

                              285261/

                              5.20

                              3(0)/

                              1%

                              44

                              R.EELITNWEQIR.T

                              R.ELPTAFDYVEFTR.S

                              K.HQAFEAELHANADR.I

                              25

                              21

                              6

                              ACTZ_RAT/P85515

                              Alpha-centractin

                              42701/

                              6.19

                              1(1)/

                              2%

                              43

                              K.YCFPNYVGRPK.H

                              43

                              SNAB_RAT/P85969

                              Beta-soluble NSF attachment protein

                              33791/

                              5.32

                              2(2)/

                              8%

                              118

                              K.VAAYAAQLEQYQK.A

                              K.YEEMFPAFTDSR.E + Oxidation (M)

                              79

                              39

                              TKT_RAT/P50137

                              Transketolase

                              68342/

                              7.23

                              3(1)/

                              8%

                              67

                              R.TVPFCSTFAAFFTR.A

                              K.ILATPPQEDAPSVDIANIR.M

                              R.TSRPENAIIYSNNEDFQVGQAK.V

                              33

                              24

                              10

                              aAccession number of Swiss-Prot database.

                              bSequence coverage.

                              cProtein score: protein overall scores higher than 25 are significant (P < 0.05).

                              dIon score.

                              Importantly, all protein assignments listed in this study had a false discovery rate (FDR) of 0%, as estimated by decoy database analysis provided by Mascot. Because FDR is a source of error in protein identification, its estimation is important to validate data. Searches against a composite target-decoy database have been shown to provide an effective way of FDR estimation [24].

                              The analysis led to the identification of 86 different proteins contained in 97 spots. Figure 1 shows that there were 57 spots in which only one protein was identified. In six spots, 2, 3, or 4 proteins were identified. In four cases, proteins were highly homologous (subtypes of tubulin alpha and beta chains; 14-3-3 protein zeta/delta and theta; heat shock protein HSP 90 alpha and beta) while in two cases, 2 proteins constituting the same spot were not related (heterogeneous nuclear ribonucleoproteins A2/B1 and malate dehydrogenase mitochondrial; glutamate dehydrogenase 1 and dihydrolipoyl dehydrogenase). The fact that their molecular masses and isoelectric points are very similar suggests the occurrence of protein overlapping. It is important to point out that we found 60% of the spots to comprise a single polypeptide chain, agreeing with the analysis of overlapping as a function of protein load [25].

                              Additional experiments were performed using isoelectric focusing with pH 4–7 strips with the objective of better resolving spots presenting multiple proteins. In the 6 gels performed, 141 ± 1 spots were resolved, of which 50 were cut and digested. The analysis led to the identification of 38 proteins, whose identity confirmed the results obtained with the broad-range strip (data not shown). These findings demonstrate that the use of pH 3–10 IEF strips is appropriate for proteomic studies of rat hypothalamus.

                              Finally, 17 proteins were identified in more than one spot, for example, the enzymes fructose-bisphosphate aldolase C (P09117, 2 spots), glyceraldehyde-3-phosphate dehydrogenase (P04797, 3 spots), and dihydropyrimidinase-related protein 2 (P47942, 3 spots). The presence of one protein in multiple spots has been suggested to reflect isoforms or post-translational modifications. Creatine kinase B-type (P07335), an enzyme that plays a role in cell energy metabolism, is represented in two spots differing in isoelectric points. This enzyme is also present in different spots of 2-D gels of crude microtubule preparations from rat brains, the isoelectric variants corresponding to a phosphorylated and a non-phosphorylated form [26].

                              In order to confirm protein identification, we performed one additional experiment using Western blot for the protein glyceraldehyde-3-phosphate dehydrogenase. Figure 2, showing high binding of the specific antibody to the three analysed spots indicate the accuracy of the protein identification in the present study.
                              http://static-content.springer.com/image/art%3A10.1186%2F1477-5956-10-26/MediaObjects/12953_2011_Article_367_Fig2_HTML.jpg
                              Figure 2

                              Western blot confirmation of protein identity. 2-D gel of rat hypothalamus stained with Coomassie Blue G-250 (a). Immunobloting of glyceraldehyde-3-phosphate dehydrogenase (b).

                              Approximately 75% of the identified proteins had molecular masses in the 30–100 KDa range and 79% had pI values between 4 and 8. Thus, we were able to identify only four low molecular weight proteins (under 20 kDa) (l-lactate dehydrogenase A chain, P04642; nucleoside diphosphate kinase B, P19804; cofilin-1, P45592; peptidyl-prolyl cis-trans isomerase A, P10111) and only one protein with a molecular weight above 150 kDa (spectrin alpha-chain, P16086). This agrees with the low ability of 2-DE protein separation to resolve proteins in upper and lower limits of molecular mass range [27].

                              The Swiss-Prot database was used to classify proteins according to their subcellular location and, as expected, most of the identified proteins are cytoplasmatic, as shown in Figure 3a. Although both the chaotropic agent thiourea and the zwitterionic detergent CHAPS were used in the extraction buffer to maximize membrane protein solubility [20], only 10% of the identified proteins were membrane proteins. This low recovery has been associated with the poor solubilization of hydrophobic molecules in 2-DE technique [28, 29].
                              http://static-content.springer.com/image/art%3A10.1186%2F1477-5956-10-26/MediaObjects/12953_2011_Article_367_Fig3_HTML.jpg
                              Figure 3

                              Protein Ontology. Identified proteins were classified according to their subcellular location (a), biological processes (b), molecular function (c), and protein class (d).

                              Gene Ontology analysis of identified proteins was performed using the bioinformatics tool PANTHER [30] (http://​www.​pantherdb.​org/​). In this way, proteins were categorized according to biological processes (Figure 3b), molecular function (Figure 3c) and protein class (Figure 3d). An additional file shows the classification of each protein in more detail (see Additional file 1).

                              The majority of the identified proteins were classified as participating in metabolic processes (Figure 3b), consistent with the finding of a large number of proteins with catalytic activity (Figure 3c). Oxidoreductases, transferases, and hydrolases were the main protein classes identified in this study (Figure 3d).

                              Genes encoding some proteins identified in this study have been related to obesity development. When gene expression profile was performed in obese subjects, genes involved in NADH dehydrogenase (ubiquinone) activity, glutamate dehydrogenase activity and glutamate decarboxylase activity, among others, were up-regulated in comparison to normal lean individuals [31].

                              GAD2 polymorphisms are believed to be associated with disrupted eating behavior and obesity risk in women [32]. The GAD2 gene encodes the enzyme glutamate decarboxylase 2 (Q05683), which catalyzes glutamate decarboxylation to γ-aminobutyric acid (GABA). According to the authors, GAD2 polymorphisms could modulate increases in hypothalamic GABA concentration, enhancing the orexigenic effect of neuropeptide Y (NPY). Moreover, GAD2 has been suggested to participate in complex polygenic mechanisms linking birth weight to further risk for metabolic diseases [33].

                              Excessive superoxide production has been related to obesity and several other chronic diseases. An association between obesity and manganese-dependent superoxide dismutase gene polymorphism has been reported in elderly subjects. A possible biological explanation of this association could be a chronic state of superoxide enzyme (P07895) imbalance present in subject carriers of gene polymorphism, which could affect differential metabolic pathways contributing to obesity development [34].

                              With the use of proteomic approach in rat hypothalamic tissue, it has recently been reported that perinatal undernutrition modulated numerous metabolic pathways, resulting in alterations of hypothalamic energy supply. In the 12–16 day-old male offspring, proteins related to energy-sensing, redox status, amino acid pathways and neurodevelopment, including fructose bisphosphate aldolase C (P09117), malate dehydrogenase cytoplasmic (O88989), and dihydropyrimidinase related protein 2 (P47942) were affected [35]. We have previously shown that female adult rats exposed to intrauterine food restriction had obesity and defects in hypothalamic systems involved in feeding regulation [36, 37]. Importantly, we are currently applying the present protocol of hypothalamic proteomic analysis to further characterize the late consequences of intrauterine food restriction.

                              In another study in the nutrition field, cows subjected to energy restriction for 60 hours showed altered expression of nine hypothalamic proteins that are potential candidate molecules involved in maintaining energy homeostasis, such as ubiquitin carboxyl-terminal hydrolase L1 (Q00981) [38]. Furthermore, chronic circadian desynchronization has led to increased food intake, weight gain and fat mass in rats, and affected the expression of five hypothalamic proteins: fructose-bisphosphate aldolase A (P05065), aconitase 2, GABA aminotransferase, aldehyde dehydrogenase family 1 member B1 and VDAC1 (Q9Z2L0) [8].

                              Conclusion

                              In summary, the methods described herein allowed identification of 86 hypothalamic proteins, some of which have already been found to be altered in obesity. There have been relatively few analyses of hypothalamic proteomes of male Wistar rats and the current identification contributes to the building of a database for this important neuroendocrine structure. These results will serve as a reference database for studies testing the effects of dietary manipulations on hypothalamic proteome. We trust that these experiments will lead to important knowledge on protein targets of nutritional variables potentially able to affect the complex central nervous system control of energy homeostasis.

                              Methods

                              Animals and sample preparation

                              All procedures were in compliance with guidelines of Committee on Research Ethics of Federal University of São Paulo. Male Wistar were kept under controlled conditions of temperature and lighting (lights on from 6:00 to 18:00 h). Four- month-old rats were killed by decapitation, the skull was rapidly opened and the hypothalami removed and immediately homogenized in 1 mL of extraction buffer. The hypothalamus was dissected having the thalamus as the dorsal limit, with the rostral and caudal limits being the optic chiasm and the mammillary bodies, respectively [39].

                              In order to determine the optimal conditions for proteome analysis of rat hypothalamus, a series of tests were performed.2-D gels of samples prepared with five different extraction and rehydration buffers were analysed for spot counting and resolution. All buffers contained complete Mini Protease Inhibitor Cocktail Tablets (Roche Diagnostics, Germany), added immediately before use. Each rat sample was analyzed individually, with no tissue pooling. After sample homogenization, lysates were centrifuged at 14.000 rpm for 30 minutes; supernatants were collected and stored at - 80°C until use. Table 1 summarizes buffers composition and the procedures used for sample preparation.

                              Protein assay

                              Protein concentration of supernatants was determined using 2-D Quant Kit (GE Healthcare, USA) and bovine albumin as standard, according to manufacturer's recommendations. Protein concentrations were typically between 3 and 4.5 mg/mL.

                              Protein precipitation

                              Aliquots of 750 μg of protein were precipitated with a solution of 35% KCl, 44% chloroform, and 21% methanol (v/v). The mixture was homogenized by vortex mixing and centrifuged at 14.000 rpm and 4°C for 15 min. The pellet was recovered and air-dried.

                              Two-dimensional gel electrophoresis and image analysis

                              For isoelectric focusing (IEF), the pellet was dissolved in 500 μL of rehydration buffer. When protein precipitation was not performed (buffers 1 and 2, please see Table 1), the rehydration solution was added to the sample, to a final volume of 500μL. IEF was carried out on a Protean IEF cell (Bio-Rad, USA) using immobiline dry strips (18 cm linear gradient, pH 3–10 and pH 4–7) previously rehydrated for 12-14 h. IEF was performed with the current limit set at 50 mA per IPG strip with the following conditions at 18°C: 1000 V for 30 minutes, 2000 V for 1 hour, 4000 V for 1 hour, 8000 V for one hour, 8000 V until 40000 Vh.

                              After focusing, strips were equilibrated for 15 min in buffer containing 6 M urea, 50 mM Tris base pH 8.8, 34% (v/v) glycerol, 2% (w/v) SDS (Sodium Dodecyl Sulfate), and 1% (w/v) DDT, followed by an additional 15 min in the same buffer containing 2.5% (w/v) iodocetamide instead of DTT. Strips were then loaded onto 12% SDS-polyacrylamide gels. After running in Protean II Multi-Cell (Bio-Rad, USA), at 50 mA per gel for 5 hours, the gels were stained for 48 h with Coomassie Blue G-250 (Bio-Rad, USA). Stained gels were scanned (GS-710 Calibrated Imaging Densitometer) and analyzed using PDQuest Image Analysis Software version 7.2 (Bio-Rad, USA).

                              To construct a two-dimensional gel electrophoresis profile of rat hypothalamus proteins, six different rats were used and each hypothalamus was analysed separately, in two independent experiments. Each analyzed spot was present in all six gels.

                              Matrix-assisted laser desorption ionization time-of-flight mass spectrometry

                              The selected spots were automatically excised, destained and digested, using XciseTM spot picker (Shimadzu Biotech, Japan), as reported elsewhere [40]. Briefly, excised spots were destained in 100 mM ammonium bicarbonate and 50% acetonitrile (1:1) and digestion was performed in 30 μL of 10 ng/μL trypsin (Sigma Aldrich, Germany) in 25 mM ammonium bicarbonate, overnight at 34°C. Digested samples were desalted using μC18 Zip Tips (Millipore, Ireland). One microliter of sample was mixed with matrix solution (10 mg/mL α-cyano-4 hydroxycinnamic acid in 70% acetonitrile/0.1% trifluoroacetic acid), applied on the spectrometer plate and air dried at room temperature.

                              MALDI-TOF/TOF MS was performed using an Axima Performance ToF-ToF, (Kratos-Shimadzu Biotech, UK) mass spectrometer. The instrument was externally calibrated with [M + H]+ ions of bradykinin 1–7 fragment (757.4 Da), human angiotensin II (1046.54 Da), P14R synthetic peptide (1533.86 Da), and human ACTH 18–39 fragment (2465.20 Da). Following MALDI MS analysis, MALDI MS/MS was performed on 7 most abundant ions from each spot.

                              MASCOT (Matrix Science, UK) server was used to search Swiss-Prot protein database (http://​www.​expasy.​ch/​sprot/​). The following parameters were used in this search: no restrictions on protein molecular weight, trypsin digest with one missing cleavage, monoisotopic mass, taxonomy limited to Rattus, carbamidomethylation of cysteine as fixed modification, possible oxidation of methionine and tryptophan, peptide mass tolerance of 0.5 Da, fragment mass tolerance of 0.8 Da, and peptide charge +1. False discovery rate (FDR) assessment was estimated using Mascot decoy database approach and only proteins identified with 0% FDR were included in the results.

                              Protein matching probabilities were determined using MASCOT protein scores, with identification confidence indicated by the number of matching and the coverage of protein sequence by the matching peptides. The presence of at least one peptide with significant ion score was required for positive protein identification. Only statistically significant MASCOT score results (p < 0.05) were included in the analysis.

                              Western blot procedures

                              For confirmation of protein identity, two 2-D gels were performed in identical conditions as those described above, with protein extracted from one rat hypothalamus. One of the gels was stained with Coomassie Blue G-250 while the other was cut and had its proteins transferred to a nitrocellulose membrane, as previously described [41]. After blockage, the membrane was incubated with glyceraldehyde-3-phosphate dehydrogenase antibody (GAPDH, sc-25778, Santa Cruz Biotechnology, USA) followed by secondary anti-rabbit antibody and revealed by chemiluminescense.

                              Declarations

                              Acknowledgments

                              This research was supported by grants from the Brazilian agencies: State of São Paulo Research Foundation (FAPESP), National Council for Scientific and Technological Development (CNPq), and Coordination for the Enhancement of Higher Education Personnel (CAPES).

                              The authors are indebted to Dr Ricardo Bertolla for his assistance in analysing decoy data.

                              Authors’ Affiliations

                              (1)
                              Department of Physiology, Division of Nutrition Physiology, Universidade Federal de São Paulo, UNIFESP
                              (2)
                              Department of Biological Sciences, Universidade Federal de São Paulo, UNIFESP
                              (3)
                              Department of Medicine, Division of Nephrology, Universidade Federal de São Paulo, UNIFESP
                              (4)
                              Department of Microbiology, Immunology and Parasitology, Universidade Federal de São Paulo, UNIFESP
                              (5)
                              Centro de Química de Proteínas, FMRP, Universidade de São Paulo
                              (6)
                              Departamento de Fisiologia, Universidade Federal de São Paulo – Escola Paulista de Medicina

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                              © Pedroso et al.; licensee BioMed Central Ltd. 2012

                              This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://​creativecommons.​org/​licenses/​by/​2.​0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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