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Erythrocyte acetylcholinesterase is a signaling receptor

Saldanha, Carlota,Herdade, Ana Silva

Abstract

The acetylcholinesterase (AChE), is an enzyme located in the erythrocyte membrane that motivate continually questions, about its physiological function. The aim of this mini review is highlight the receptor behavior of AChE in human red blood cells for chemical signals associated with nitric oxide mobilization and efflux from erythrocytes. Data from the experimental models used are presented. Consequently, key participative proteins in the steps of the signal transduction pathways, in dependence of AChE receptor, are suggested to be further considered as potential therapeutic targets.

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Mini Re iew Volume 3 Issue 4 - Janua y 2018 DOI: 10.19080/NAPDD.2018.03.555617 No App o D ug Des De Copy igh © All igh s a e ese ed by Ca lo a Saldanha E y h ocy e Ace ylcholines e ase is a Signaling Recep o Ca lo a Saldanha* and Ana Sil a He dade Ins i u e o Biochemis y, Ins i u e o Molecula Medicine, Facul y o Medicine, Uni e si y o Lisbon, Po ugal Recei ed Da e: Janua y 12, 2018; Published Da e: Janua y 23, 2018 *Co esponding au ho : Ca lo a Saldanha, Ins i u e o Biochemis y, Ins i u e o Molecula Medicine, Facul y o Medicine, Uni e si y o Lisbon, Po ugal, Email: Mini Re iew The need o cha ac e ize he composi ion, s uc u e and unc ion o he ed blood cells (RBCs) memb ane, he p esence o he ace ylcholines e ase (AChE) enzyme, which kine ically esembled he b ain es e ase, bu ma kedly di e en om he cholines e ase ound in se um was e idenced [1]. Human e y h ocy e AChE enzyme ac i i y is he highes one in he mammalian scale [2,3]. The p esence o AChE a away o he neu onal sys em aises ques ions abou i s unc ion beyond he enzyme ac ion. He zand Kaplan in hei e ision pape poin ed ha a e in i o hemolysis, ace ylcholines e ase ac i i y can be eco e ed in he e y h ocy e memb ane [4]. Also he endency o couple ion anspo mechanisms ac oss e y h ocy e memb ane wi h AChE was explo ed wi h ailu e [4]. La e was epo ed AChE enzyme ac i i y as a bioma ke o human ed blood cell aging and o RBC memb ane in eg i y [5,6]. The blood o heal hy humans p esen s a wide a ie y o a g adien scale wi h di e en aged classes om olde o younge e y h ocy es each one showing a iable amoun o RBCs esul ing om i s na u al li e span o 120 days. Du ing his pe iod, exo esicles en iched wi h AChE a e eleased om e y h ocy e memb ane o blood ci cula ion es ing he olde e y h ocy e wi h lowe enzyme ac i i y [5,7,8]. Conside ing gende he human emale has highe AChE enzyme ac i i y han he men ma ched in age [9]. Highe human e y h ocy e AChE enzyme ac i i y we e e i ied in pa ien s wi h glaucoma, essen ial hype ension, and ALS [10]. These pa hologies a e in lamma o y ascula diseases cha ac e ized by high concen a ion in blood o in lamma o y molecules, eac i e oxygen species, and eac i e ni ogen species, [10]. The RBCs AChE enzyme ac i i y da a ob ained in hose abo e men ioned ascula diseases ein o ce he Das`s a emen o e y h ocy e AChE be conside ed a bioma ke o in lamma ion [11]. Das e i ied also, ha in blood samples o in lamma o y diseases, wi h high enzyme ac i i y o e y h ocy e AChE, lowe plasma ace ylcholine (ACh) le els we e ob ained [11]. Ace ylcholine molecule ac ing in he pa asympa he ic sys em and in he neu on muscula junc ion, was conside ed as a neu o ansmi e du ing se e al decades. Fu he was also ecognized also as an an i-in lamma o y agen h ough he in e play be ween immune and neu onal sys ems, he nomina ed “choline gic an i-in lamma o y pa hway” [12-14]. This consis s in he ac i a ion o ad ene gic neu ons in he spleen ha libe a e no - epineph ine nea he T cell capable o sec e e ace ylcholine. This non-neu onal ACh ac s on α7 subuni –con aining nico inic ace ylcholine ecep o s exp essed on mac ophages which a e binding induce supp ession on he syn hesis and on he sec e ion o in lamma o y cy okines. Mac ophages ac as an in e ace be ween he b ain and he immune sys em [15]. The ac i a ion o a e en agus ne e by endo oxin o p o-in lamma o y cy okines s imula es hypo halamic-pi ui a y-ad enal an i- in lamma o y esponses conduc ed by he e e en agus ne e. No App o D ug Des De 3(4): NAPDD.MS.ID.555617 (2018) 001 Abs ac The ace ylcholines e ase (AChE), is an enzyme loca ed in he e y h ocy e memb ane ha mo i a e con inually ques ions, abou i s physiological unc ion. The aim o his mini e iew is highligh he ecep o beha io o AChE in human ed blood cells o chemical signals associa ed wi h ni ic oxide mobiliza ion and e lux om e y h ocy es. Da a om he expe imen al models used a e p esen ed. Consequen ly, key pa icipa i e p o eins in he s eps o he signal ansduc ion pa hways, in dependence o AChE ecep o , a e sugges ed o be u he conside ed as po en ial he apeu ic a ge s. Keywo ds: E y h ocy e; Ace ylcholines e ase; signaling ; Ace ylcholine; Recep o Abb e ia ions: RBCs: Red Blood Cells; AChE: Ace ylcholines e ase; ACh: Ace ylcholine; AC: Adenylyl cyclase; cAMP: cyclic Adenosine Monophospha e (cAMP) How o ci e his a icle: Ca lo a Saldanha and Ana Sil a He dades. E y h ocy e Ace ylcholines e ase is a Signaling Recep o . No App o D ug Des De 2018; 3(4) : 555617 DOI: 10.19080/NAPDD.2018.03.555617. 002 No el App oaches in D ug Designing & De elopmen Back o e y h ocy e memb ane enzyme, AChE has he pa icula i y o be inhibi ed by high concen a ions o ACh meaning by i s own na u al subs a e, [10,16]. So, di e en ypes o enzyme complexes may be p esen ed namely, ac i e, inac i e and less ac i e ones acco ding he amoun o ACh exis en in he expe imen al medium [16,17]. The unusual AChE kine ic beha io a non-neu onal en i onmen and he disco e o ni ic oxide (NO) p oduced in he lumen o abbi ao ic endo helium cells unde he p esence ACh, aised us he ques ion i he e is NO inside e y h ocy es [18]. NO was obse ed, in e y h ocy es wi h added ACh, by luo escence mic oscopy [19]. Human e y h ocy e suspensions, in p esence o ACh, we e loaded wi h he pe meable non luo escen p obe diamino luo esceine-2 diace a e (DAF-2Da). In a e y h ocy e luo escence in ensi y o iazolo luo escein (DAF-2T) was isualized as a esul om he eac ion be ween NO and he 4,5- diamino luo escein. We concluded ha ACh, in a dose-dependen way, is able o induce NO mobiliza ion inside he e y h ocy e [19]. Ace ylcholine is known o be p esen in human blood ci cula ion being p oduced by T lymphocy es and endo helial cells [20]. The ci cula ing ACh induces asodila ion o asocons ic ion in dependence o in eg i y o he endo helium, ia he NO syn hesized and eleased o smoo h muscle [21]. Also he NO eleased om endo helial cells can mo e o he lumen o he essels whe e in he blood ci cula ion is cap u ed by ee hemoglobin o sca enged by e y h ocy e p esen [22]. The e y h ocy e NO-heme-hemoglobin adduc o ni osylhemoglobin is o med a high issues oxygen ension, o example, when deoxygena ed blood en e s in o he ascula bed o pulmona y ci cula ion [23]. A e , NO is ans e ed o he hiol g oup o cys eine β93 o Hb o ming S- ni osohemoglobin (SNOHb) conside ed as a NO ese oi molecule [23]. Low issue oxygen ension is pe cei ed by e y h ocy es wi h occu ence o s uc u al allos e ic ansi ions in SNOHb which a o he ans e o i s NO o he hiol g oup o band 3 p o ein, allowing he NO e lux om e y h ocy es o he capilla ies sp eading hose issues [24]. In in i o s udies wi h e y h ocy es ob ained om heal hy dono s unde he p esence o ACh i was e idenced inc eased o NO e lux, e y h ocy e de o mabili y (EE) and dec eased e y h ocy e agg ega ion and hemoglobin oxygen a ini y [25]. O he in i o s udy wi h blood samples aken om pa ien s wi h ascula diseases such as hype ension, hype choles e olemia and kidney ansplan , showing lowe EE han heal hy pe sons ha was amelio a e by he p esence o ACh [24]. A nega i e associa ion be ween EE alues and NO e lux om e y h ocy es was showed in blood samples o hose pa ien s [26]. The NO e lux measu emen s om e y h ocy es a e based on he ACh signal ansduc ion pa hway h ough he AChE– ACh ac i e enzyme complex ( ac i e con o ma ion), associa ed wi h Gαip o ein, adenylyl cyclase (AC) inhibi ion , band 3 p o ein phospho yla ion by p o ein y osine kinase (PTK), p o ein kinase C (PKC) ac i a ion, phosphodies e ase-3 (PDE3) ac i a ion, and low le el o adenosine iphospha e (cAMP) molecules [17,27-31]. Lowe NO e lux om e y h ocy es we e ob ained in p esence o elnac ine and imolol, which a e s ong and mode a e AChE inhibi o s espec i ely, [27,31,32]. E y h ocy e S-ni osoglu a hione (GSNO) is o he NO ese oi molecule exis ing inside e y h ocy e bu able o be sec e ed by he binding o ACh o imolol o AChE o ming ac i e and less ac i e enzyme complex espec i ely [33]. A a iance GSNO e lux om e y h ocy e is null in absence o AChE subs a e o inhibi o [33]. Meanwhile, inside he e y h ocy es he p esence o he inac i e complex AChE-VM showed highe GSNO concen a ion in ela ion o he ac i e enzyme complex AChE-ACh [27,31]. A opposi e GSNO le els inside e y h ocy es we e lowe in p esence o he less ac i e enzyme complex AChE– imolol han in he case o he ac i e enzyme complex AChE-ACh [33,34]. F om all he da a ob ained in he abo e desc ibed s udies we e idenced ha e y h ocy e AChE beyond i s enzyme ac i i y unc ion as a ecep o o signal molecules able o induce escue o NO e lux om human e y h ocy es and i s mobiliza ion om ese oi molecules. The NO de i a i e molecules inside hem as ni i e, ni a e and pe oxyni i e we e also quan i ied in all men ioned s udies. The key p o ein molecules pa icipan s in he chemical signal ansduc ion mechanism o NO unde AChE ecep o once iden i ied we e submi ed o inhibi o s o ac i a o s in in i o models o hype ib inogenemia [35,36]. The acu e phase p o ein ib inogen binds o RBCs memb ane CD47p o ein pa ne o he Rh mac o-complex which is connec ed o he cy oskele on ia p o ein 4.2, and in e ac s also wi h he majo RBC mac o- -complex band 3 p o ein [37]. The p esence o AChE-ACh and AChE- imolol complexes in RBCs induced he e u n o no mal alues he highe NO e lux ob ained unde high ib inogen concen a ion [35,38-40]. Consequen ly his NO sca enged a oids he inc ease concen a ions o he eac i e ni ogen and oxygen species p esen in in lamma o y condi ions. Remembe ing ha he in lamma o y esponse is sys emically associa ed wi h a iable deg ee o endo helium dys unc ion, high plasma ACh and ib inogen concen a ions, he abo e da a a e is acco dance wi h o he s ha conside ace ylcholine as an i- in lamma o y agen . Ou s udies pe o med in i o wi h animal models o in lamma ion demons a ed he an i-in lamma o y unc ion o ACh [41]. The e y h ocy es ob ained om blood samples o pa ien s wi h open glaucoma e idenced ex- i o highe NO e lux alues, in e nal GSNO le els and AChE enzyme ac i i y alues, han hose assessed in e y h ocy es o heal hy pe sons [34,42]. Wi h hese da a we can unde s and he he apeu ic e icacy o o skolin in glaucoma pa ien s [43]. Fo skolin is AC ac i a o , meaning syn hesis o cAMP le els inside RBCs, ha e e ed he highe NO e lux om e y h ocy es model o hype ib inogenemia [44]. Fib inogen binding o RBCs augmen ed he NO e lux unde lowe le els o cAMP [36]. I will be necessa y o con i m in glaucoma pa ien s unde o skolin he apy whe he no maliza ion o NO How o ci e his a icle: Ca lo a Saldanha and Ana Sil a He dades. E y h ocy e Ace ylcholines e ase is a Signaling Recep o . No App o D ug Des De 2018; 3(4) : 555617 DOI: 10.19080/NAPDD.2018.03.555617. 003 No el App oaches in D ug Designing & De elopmen e lux and lowe ni ogen eac i e species occu [34,44]. Also NO dono s like ni oglyce in ac s in ea men and p e en ion o endo helium dys unc ion [45]. Conclusion In conclusion he p o eins he apeu ic a ge s o con ol he RBCs bioa ailabili y in NO (e lux o sca enge) in in lamma o y ascula disease a e AChE, AC, Gi , PTP , PTK, PKC, PI3K and PD3 . Some ac i a o s and inhibi o s o hose p o eins a e al eady disposal o examples ace ylcholine, elnac ine, imolol, ad enaline, o skolin, alsa an, wo mannin de i a e and ilop os . Acknowledgmen This wo k was unded by Fundação pa a a Ciência e Tecnologia: LISBOA-01-0145-FEDER-007391, p ojec co undedby FEDER, h ough POR Lisboa 2020 - P og ama Ope acional Regional de Lisboa, Po ugal 2020. The au ho is also g a e ul o Emilia Al es o ype-w i ing he e e ences. Re e ences 1. Alles GA, Hawes RC (1940) Cholines e ases in he blood o man. J Biol Chem 133: 375-390. 2. Zajicek J, Da a N (1953) In es iga ion o ace ylcholines e ase ac i i y o e y h ocy es, pla ele s and plasma in di e en animal species. Ac aHaema ol 9: 115-123. 3. Callahan JF, K uckenbe g SM (1967) E y h ocy e ace ylcholines e ase ac i i y o domes ic and labo a o y animals: no mal le els o some species. Am J Ve Res 28: 1509-1512. 4. F i z H, Kaplan E (1973) A Re iew: Human E y h ocy e Ace ylcholines e ase Pedia . Res 7: 204-214. 5. P all YG, Gambhi KK, Ampy FR (1998) Ace ylcholines e ase: An enzyma ic ma ke o human ed blood cell aging. Li e Sci 63: 177-184. 6. Aloni B, Li ne A (1974) Ace ycholines e ase as a p obe o e y h ocy e- memb ane in ac ness. Biochim BiophysAc a 339: 359-366. 7. Bü iko e P, B odbeck U, O P (1987) Modula ion o e y h ocy e esicula ion by amphiphilic d ugs. Biochim Biophys Ac a 901: 291- 295. 8. Saldanha C, San os NC, Ma ins e Sil a J (2004) A colo ime icp ocess o isualize e y h ocy e exo esicles agg ega es. Biochem Mol Biol Educ 32: 250 -253. 9. Hilá io S, Saldanha C, Ma ins e Sil a J (2003) An in i o s udy o ad enaline e ec on human e y h ocy e p ope ies in bo h gende . Clin Hemo heol Mic oci c 28: 89-98. 10. Saldanha C (2017) Human E y h ocy e Ace ylcholines e ase in Heal h and Disease. Molecules 22(9). pii: E1499. 11. Das UN (2007) Ace ylcholines e ase and bu y ylcholines e ase as possible ma ke s o low-g ade sys emic in lamma ion. Med Sci Moni 13(12): 214-221. 12. Bo o iko a LV, I ano a S, Zhang M, Yang H, Bo chkina GI (2000) Vagus ne e s imula ion a enua es he sys emic in lamma o y esponse o endo oxin. Na u e 405: 458-462. 13. T acey KJ, Czu a CJ, I ano a S (2001) Mind o e immuni y. FASEB J. 15: 1575-1576. 14. T acey KJ (2002) The in lamma o y e lex. Na u e 420 (6917): 853- 859. 15. de Jonge WJ, an de Zanden EP, The FO, Bijlsma MF, an Wes e loo DJ, e al. (2005) S imula ion o he agus ne e a enua es mac ophage ac i a ion by ac i a ing he Jak2-STAT3 signaling pa hway. Na Immunol 6(8): 844-851. 16. Saldanha C (1986) Ace ilcolines e ase-Con ibuição pa a o es udo ciné ico da enzima e i oci á ia de homem. Ph.D. Thesis, Uni e sidade No a de Lisboa, Lisboa, Po ugal. 17. Teixei a P, Du o N, Napoleão P, Saldanha C (2015) Ace ylcholines e ase con o ma ional s a es in luence ni ic oxide mobiliza ion in hee y h ocy e. J Memb. Biol 248(2): 349-354. 18. Igna o LJ, By ns RE, Buga GM, Wood KS (1987) Endo helium- de i ed elaxing ac o om pulmona y a e y and ein possesses pha macologic and chemical p ope ies iden ical o hose o ni ic oxide adical. Ci c Res 61(6): 866-879. 19. Mesqui a R, Saldanha C, Ma ins-Sil a J (2000) Ace ylcholine induces ni ic oxide p oduc ion by e y h ocy es in i o. Mee ing Repo : Fi s In e na ional Con e ence Ni ic Oxide: Biology, Chemis y and The apeu ic Applica ions o Ni ic Oxide, 3-7 June 2000. In: Ni ic Oxide Biology and Chemis y 4: 313-314. 20. Fujii T, Yamada S, Yamaguchi N, Fujimo o K, Suzuki T, Kawashima K (1995) Species di e ences in he concen a ion o ace ylcholine, a neu o ansmi e , in whole blood and plasma. Neu osci Le 201(3): 207-210. 21. Fu chgo RF, Vanhou e PM (1989) Endo helium-de i ed elaxing and con ac ing ac o s. FASEB J 3(9): 2007-2018. 22. Vaughn MW, Huang KT, Kuo L, Liao JC (2000) E y h ocy es possess an in insic ba ie o ni ic oxide consump ion. J Biol Chem 275(4): 2342-2348. 23. Son eaux P, Lobyshe a II, Fe on O, McMahon TJ (2007) T anspo and pe iphe al bioac i i ies o ni ogen oxides ca ied by ed blood cell hemoglobin: ole in oxygen deli e y. Physiology (Be hesda) 22: 97- 112. 24. Jia L, Bona en u a C, Bona en u a J, S amle JS (1996) Sni osohaemoglobin: a dynamic ac i i y o blood in ol ed in ascula con ol. Na u e 380(6571): 221-226. 25. Mesqui a R, Pi es I, Saldanha C, Ma ins-Sil a J (2001) E ec s o ace ylcholine and spe mineNONOa e on e y h ocy e hemo heologic and oxygen ca ying p ope ies. Clin Hemo heol Mic oci 25(3-4): 153-163. 26. Ca alho FA, Ma ia AV, B az Noguei a JM, Gue a J, Ma ins-Sil a J, e al. (2006) The ela ion be ween he e y h ocy e ni ic oxide and hemo heological pa ame e s. Clin Hemo heol Mic oci c 35(1-2): 341- 347. 27. Ca alho FA, Lopes de Almeida JP, F ei as-San os T, Saldanha C (2009) Modula ion o e y h ocy es ace ylcholines e ase ac i i y and i s associa ion wi h G p o ein Band 3 in e ac ions. J Memb Biol 228(2): 89-97. 28. Almeida JP, Ca alho FA, Ma ins-Sil a J, Saldanha C (2008) The modula ion o cyclic nucleo ide le els and PKC ac i i y by ace ylcholines e ase e ec o s in human e y h ocy es. Ac aBioquímica 9: 111-114. 29. Low PS, Allen DP, Zioncheck TF, Cha i V, Willa dson BM, e al. (1987) Ty osine phospho yla ion o band 3 inhibi s pe iphe al p o ein binding. J Biol Chem 262(10): 4592-4596. 30. Shaku Y, Hols LS, Lands om TR, Mo sesian M, Dege man E, e al. (2001) Regula ion and unc ion o he cyclic nucleo ide phosphodies e ase (PDE3) gene amily. P og Nucleic Acid Res Mol Biol 66: 241-277. 31. Ca alho FA, Almeida JP, Fe nandes IO, F ei as-San os T, Saldanha C (2008) Non-neu onal choline gic sys em and signal ansduc ion How o ci e his a icle: Ca lo a Saldanha and Ana Sil a He dades. E y h ocy e Ace ylcholines e ase is a Signaling Recep o . No App o D ug Des De 2018; 3(4) : 555617 DOI: 10.19080/NAPDD.2018.03.555617. 004 No el App oaches in D ug Designing & De elopmen pa hways media ed by band 3 in ed blood cells. Clin Hemo heol Mic oci c 40(3): 207-227. 32. Saldanha C, Teixei a P, San os-F ei as T, Napoleão P (2013) Timolol modula es e y h ocy e ni ic oxide bioa ailabili y. J Clin Exp Op almol 4:285. 33. Teixei a P, Napoleão P, Saldanha C (2015) S-ni osoglu a hione e lux in he e y h ocy e. Clin Hemo heol Mic oci c 60(4):397-404. 34. Es e es R, F ei as T, Teixei a P, Napoleão P, Ne es C, e al. (2016) E y h ocy eni ic oxide in glaucoma pa ien s - ex i o s udy. Clin Hemo heol Mic oci c 64(4): 989-994 35. Lopes de Almeida JP, F ei as-San os T, Saldanha C (2011) E idence ha he deg ee o band 3 phospho yla ion modula es human e y h ocy es ni ic oxide e lux-in i o model o hype ib inogenemia. Clin Hemo h Mic oc 49(1-4): 407-416. 36. Sil a-He dade AS, F ei as T, Almeida JP, Saldanha C (2016) Fib inogen Signaling in E y h ocy e Ni ic oxide Mobiliza ion in P esence o PI3-K and Adenylyl Ciclase Inhibi o s. Eu J Biom Pha m Science 3(4): 28-34. 37. De Oli ei a S, Vi o ino de Almeida V, Calado A, Saldanha C (2012) In eg in- associa ed p o ein (CD47) is a pu a i e media o o soluble ib inogen in e ac ion wi h human ed blood cells memb ane, Biochem Biophys Ac a 1818(3): 481-490. 38. Saldanha C, F ei as T, Almeida JP (2012) Fib inogen e ec s on e y h ocy e ni ic oxide mobiliza ion in p esence o ace ylcholine. Li e Sci 91(21-22): 1017-1022. 39. Saldanha C, Sil a-He dade AS (2017) Physiological p ope ies o human e y h ocy es in in lamma ion. J Cell Bioc en 3: 15-20. 40. Saldanha C, He dade AS (2017) E y h ocy e as a he apeu ic a ge . No App o D ug des De 2 (3): 1-3. 41. Saldanha C, Sil a-He dade AS. (2014) The Ubiqui y Na u e o Ace ylcholine. Clinical & Expe imen al Pha macology 4: 3. 42. Zabala L, Saldanha C, Ma ins e Sil a J, Souza-Ramalho P (1999) Red blood cell memb ane in eg i y in p ima y open angle glaucoma: ex i o and in i o s udies. Eye 13: 101-103. 43. Mu olo MG, Albanese G, Rusciano D, Pescosolido N (2016) O al Adminis a ion o Fo skolin, Homo au ine, Ca nosine, and Folic Acid in Pa ien s wi h P ima y Open Angle Glaucoma: Changes in In aocula P essu e, Pa e n Elec o e inog am Ampli ude, and Fo eal Sensi i i y. J Ocul Pha macol The 32(3): 178-183. 44. Galassi F, Renie i G, Sodi A, Ucci F, Vannozzi L, e al. (2004) Ni ic oxide p oxies and ocula pe usion p essu e in p ima y open angle glaucoma. B J Oph halmol 88: 757-760. 45. Saldanha C, Lopes de Almeida JP, Sil a-He dade AS (2014) Applica ion o ni ic oxide senso in biomedicine. Biosenso s 4(1): 1-17. You nex submission wi h Junipe Publishe s will each you he below asse s • Quali y Edi o ial se ice • Swi Pee Re iew • Rep in s a ailabili y • E-p in s Se ice • Manusc ip Podcas o con enien unde s anding • Global a ainmen o you esea ch • Manusc ip accessibili y in di e en o ma s ( Pd , E-pub, Full Tex , Audio) • Unceasing cus ome se ice T ack he below URL o one-s ep submission h ps://junipe publishe s.com/online-submission.php This wo k is licensed unde C ea i e Commons A ibu ion 4.0 License DOI: 10.19080/NAPDD.2018.03.555617