Numerical Modelling of Tooth Enamel Subsurface Lesion Formation Induced by Dental Plaque

Size: px
Start display at page:

Download "Numerical Modelling of Tooth Enamel Subsurface Lesion Formation Induced by Dental Plaque"

Transcription

1 Originl Pper Cries Res 214;48:73 89 DOI: / Received: My 2, 213 Accepted fter revision: June 28, 213 Published online: November 14, 213 Numericl Modelling of Tooth Enmel Subsurfce Lesion Formtion Induced by Dentl Plque O. Ilie A.G. vn Turnhout b M.C.M. vn Loosdrecht C. Piciorenu Deprtments of Biotechnology nd b Geoscience nd Engineering, Delft University of Technology, Delft, The Netherlnds Key Words Deminerlistion Enmel Fluoride Mthemticl model Orl biofilms Subsurfce lesion Abstrct Using one-dimensionl mthemticl model tht couples tooth deminerlistion nd reminerlistion with metbolic processes occurring in the dentl plque, two mechnisms for subsurfce lesion formtion were evluted. It ws found tht subsurfce lesion cn develop only s the result of lternting periods of deminerlistion (cid ttck during sugr consumption) nd reminerlistion (resting period) in tooth enmel with uniform minerl composition. It ws lso shown tht minimum plque thickness tht cn induce n enmel lesion exists. The subsurfce lesion formtion cn lso be explined by ssuming the existence of fluoridecontining lyer t the tooth surfce tht decreses enmel solubility. A nerly constnt thickness of the surfce lyer ws obtined with both proposed mechnisms. Sensitivity nlysis showed tht surfce lyer formtion is strongly dependent on the length of reminerlistion nd deminerlistion cycles. The restortion period is very importnt nd the numericl simultions support the observtion tht often consumption of sugrs is key fctor in cries formtion. The clculted profiles of minerl content in enmel re similr E-Mil krger@krger.com S. Krger AG, Bsel /14/481 73$39.5/ to those observed experimentlly. Most probbly, both studied mechnisms interct in vivo in the process of cries development, but the simplest explntion for subsurfce lesion formtion remins the lterntion between deminerlistion nd reminerlistion cycles without ny pre-imposed grdients. 213 S. Krger AG, Bsel Dentl cries usully strts with lesion in the superficil enmel lyer (i.e., initil cries) developing under the influence of dentl plque metbolism. If the process is not stopped, such lesion will dvnce until the dentino-enmel junction nd even beyond, into the dentin nd pulp. The study of the initil stges of cries development is importnt in understnding the disese s whole, but lso in coming up with restortive strtegies since in the erly stges the process is reversible [Fejerskov nd Kidd, 28]. One spect tht is not well understood currently concerns the spect of initil lesions. The typicl minerl profile of initil dentl cries shows region of roughly 1 μm t the tooth surfce seemingly unffected by deminerlistion [Fejerskov nd Kidd, 28], with the min body of the lesion present under this surfce lyer. The differences in minerl content between the two zones cn become considerble, especilly in the more dvnced Olg Ilie Deprtment of Biotechnology, Delft University of Technology Julinln 67 NL 2628 BC Delft (The Netherlnds) E-Mil tudelft.nl /18/213 4:4:53 PM

2 stges of cries development: up to 99% minerl content in the surfce lyer compred to just 5 75% in the body of the lesion [Robinson et l., 2; Fejerskov nd Kidd, 28]. This prticulr profile hs been observed for the first time by Hollnder nd Sper [1935], who mistook it for photogrphic rtefct. Since then, much reserch both experimentl nd theoreticl hs been crried out in order to confirm nd explin the phenomen responsible for subsurfce lesion formtion [Gry nd Frncis, 1963; Vn Dijk et l., 1979; Lngdon et l., 198; Ten Cte, 1983; Mrgolis nd Moreno, 1985]. From the hypotheses mde to explin the mechnisms behind surfce lyer formtion, two hve received specil ttention. These hypotheses hve been tested in the current study. (1) Initil dentl cries is minly the consequence of n imblnce between two concurrent processes, deminerlistion nd reminerlistion of tooth enmel [Loesche, 1986; Hicks et l., 24; Fejerskov nd Kidd, 28]. These processes hve the sme thermodynmic driving force nd cn both occur in vivo. Therefore, the formtion of surfce lyer covering subsurfce lesion is seen s the result of n imblnce following repeted cycles of deminerlistion (during mels) nd reminerlistion (between mels). (2) The minerl crystls re less soluble t the enmel surfce. This might be due to the following: (i) A fluoride distribution in the enmel depth with the highest content t the surfce [Arends nd Christoffersen, 1986; Fejerskov nd Kidd, 28]. The fluoride is incorported into hydroxyptite (HAP) structure forming more stble minerl, fluorohydroxyptite (FHAP), which mkes the enmel less soluble during cid ttcks [Koutsoukos et l., 198; Robinson et l., 2]. (ii) HAP crystls with higher purity (hence, lower solubility) my develop t the enmel surfce through process clled Ostwld ripening [Robinson et l., 2; Fejerskov nd Kidd, 28]. Other hypotheses in the dentistry literture hve been proposed to explin the surfce lyer: fster reminerlistion nd delyed diffusion t the tooth surfce [Silverstone, 1977; White et l., 1988], presence of chemicl species tht inhibit subsurfce reminerlistion [White et l., 1988], presence of slivry proteins tht inhibit surfce deminerlistion nd reminerlistion [White et l., 1988], nd phse trnsformtion t the tooth surfce resulting in the formtion of diclcium phosphte dehydrte [Mrgolis nd Moreno, 1985; Fejerskov nd Kidd, 28]. Although plusible, some of these premises re too specultive or cnnot lone explin the formtion of the surfce lyer. 74 Cries Res 214;48:73 89 DOI: / The interction between physicl, chemicl nd (micro)biologicl spects involved in subsurfce lesion formtion is highly complex. Intuition nd simple clcultions my not be sufficient to llow thorough theoreticl evlution of conceptul hypothesis. Therefore, series of numericl models of cries formtion hve been developed [Zimmermn, 1966 c; Holly nd Gry, 1968; Vn Dijk, 1978; Ten Cte, 1983; Arends nd Christoffersen, 1986]. These models could test with minimum effort hypotheses for which lborious experiments (some even impossible) would hve been required. A disdvntge though is tht ll these models re simplified to del exclusively with the processes occurring in the superficil lyer of the tooth (deminerlistion or reminerlistion), without considering the ctive influence of the dentl plque. Moreover, deminerlistion nd reminerlistion were not studied together, most of the models focusing on deminerlistion only, with only few [Ten Cte, 1983, 28] investigting tooth reminerlistion. The current work presents one-dimensionl, timedependent mthemticl model tht integrtes the kinetics of tooth deminerlistion nd reminerlistion with mss trnsfer nd with microbil conversions occurring in the dentl plque. The study is bsed on previously developed numericl model for tooth deminerlistion under the influence of n orl biofilm [Ilie et l., 212], extended to evlute the two min hypotheses for subsurfce lesion formtion. Our purpose ws to estblish which of the two theories cn best explin the formtion of surfce lyer with the simplest ssumptions. Cse 1 ssumes the tooth enmel is formed by HAP only nd both deminerlistion nd reminerlistion processes cn occur, depending on the degree of sturtion. Cse 2 ssumes tht the tooth enmel includes FHAP crystls nd studies the surfce lyer formtion in the presence of solubility grdient when only tooth deminerlistion occurs. M o d e l D e s c r i p t i o n The one-dimensionl numericl model for clcultion of nd solute concentrtions in ctive dentl plque [Ilie et l., 212] ws extended to describe the subsurfce lesion formtion in the tooth enmel. In the present model, the dentl plque composition ws simplified to only one generic microbil group with one fermenttive pthwy, in order to llow n incresed complexity of tooth chemistry (while mintining resonble computtionl effort). Ilie /vn Turnhout /vn Loosdrecht / Piciorenu /18/213 4:4:53 PM

3 Tble 1. Model prmeters Prmeter Symbol Vlue Reference Biomss concentrtion in plque C X 1 g l 1 Morgenroth et l., 2 Mximum specific uptke rte q S,mx mol g 1 s 1 vn der Hoeven et l., 1985 Monod hlf-sturtion coefficient for glucose K S,Glu mol l 1 Hmilton nd St Mrtin, 1982 vn der Hoeven et l., 1985 Proton inhibition constnt K + I,H 1 6 mol l 1 ssumed for inhibition t 4.5 Rte coefficients for dissocition equilibri 1 6 s 1 ssumed k LcH k Pho Acidity constnt for lctic cid K LcH mol l 1 Atkins nd De Pul, 29 Acidity constnt for dihydrogen phosphte dissocition K Pho mol l 1 Atkins nd De Pul, 29 Acidity constnt for hydrogen phosphte dissocition K 2+ Pho mol l 1 Atkins nd De Pul, 29 Acidity constnt for wter dissocition K H2 O 1 14 mol 2 l 2 Atkins nd De Pul, 29 Enmel solubility constnt K S,HAP(en) mol 9 l 9 Fejerskov nd Kidd, 28 HAP solubility constnt K S,HAP mol 9 l 9 Fejerskov nd Kidd, 28 HAP molr weight M HAP 52 g mol 1 Fejerskov nd Kidd, 28 HAP density ρ HAP 3,16 kg m 3 Fejerskov nd Kidd, 28 Rdius of HAP rod r rod m Fejerskov nd Kidd, 28 Deminerlistion rte constnt k d mol.7 m 1.1 s 1 Mrgolis nd Moreno, 1992 Reminerlistion rte constnt k r mol.25 m.75 s 1 Nncolls, 1983 Deminerlistion rection order n d.3 Mrgolis nd Moreno, 1992 Deminerlistion rection order m d 2.8 Mrgolis nd Moreno, 1992 Reminerlistion rection order n r 1.25 Nncolls, 1983 Length of tooth domin L t 1 μm ssumed Length of dentl plque domin L p 25 μm ssumed b Reduction fctor for diffusion coefficients in the plque f p.25 Dibdin, 1981 Time for the trnsition from C Glu,min to C Glu,mx t step 1 s ssumed Feeding period t feed 2 min ssumed Length of feeding/resting cycle t cycle 9 min ssumed Hlving time in the sliv film t h,f.5 min Dibdin, 199 Hlving time in the sliv bulk t h,s 2.17 min Dibdin, 199 Residence time in the sliv film Q f /V f ln(2)/t h,f min clculted Residence time in the sliv bulk Q/V s ln(2)/t h,s min clculted Are per volume rtio in sliv film A f /V f 1 3 m 1 clculted c Minimum glucose concentrtion (between mels) C Glu,min.7 mm Vn der Hoeven et l., 199 Mximum glucose concentrtion (during pulse) C S,Glu,mx 56 mm Dirksen et l., 1962 Universl gs constnt R J mol 1 K 1 Temperture T 31 K chosen, 37 C Frdy s constnt F 96,485 C mol 1 Assumed n rbitrrily high vlue for very fst equilibri. b Bsed on the mesured thickness of 96-hour dentl plque, grown in vivo [Wood et l., 2]. c Assumes tht the sliv film thickness is 1 μm [Fejerskov nd Kidd, 28] nd tht only 1% of the tooth is covered with plque. P ro c e s se s Microbil Rections From the multitude of microbil processes occurring in dentl plque, only lctic fermenttion ws considered since it hs the highest impct on cries formtion [Dwes nd Dibdin, 1986; Ilie et l., 212]. This simplifiction still offers good description of cidity production due to microbil metbolism, while llowing to focus the study on Numericl Modelling of Subsurfce Lesion Formtion Induced by Dentl Plque the porosity profile developed in the tooth. Consequently, the dentl plque ws reduced to one microbil group, the ciduric Streptococci, with constnt concentrtion C X in the plque (i.e., no microbil growth ws considered). This microbil group is commonly ssocited with cries development due to its high cidogenicity nd ciduricity [Loesche, 1986; Mrsh et l., 29]. The nerobic fermenttion t high glucose concentrtion (eqution 1) is the min source of lctic cid dur- Cries Res 214;48:73 89 DOI: / /18/213 4:4:53 PM

4 E >.215 r = d = f(cylinder specific surfce) E <.215 r = f(prllelepiped specific surfce) r rod Color version vilble online Acid-Bse Equilibri The simplified model includes very fst protontion equilibri for lctte (microbil metbolic product) nd hydrogen phosphte (tooth deminerlistion product) in ll model comprtments (sliv, plque nd tooth) (equtions 2 nd 3), with prmeters in tble 1 : ing criogenic ttck. Moreover, lctic cid is the strongest nd most bundnt cid present in fermenting dentl plque [Borgström et l., 2]. 76 d nd r (m 2 m 3 ) b HAP rod R totl specific surfce ( d ) R specific growth surfce ( r ) Porosity (m 3 m 3 ) Fig. 1. Schemtic representtion of the volume inside the tooth enmel. The HAP rods re ssumed cylinders with rdius r rod, while the inter-rod spce is prllelepiped. Left: clcultion of the specific surfce for reminerlistion ( r ) t high enmel porosity function of re of the HAP cylinders. Right: low enmel porosity function of the inter-rod surfce re. b Clculted totl specific surfce, d, nd specific growth surfce, r, function of enmel porosity E. CH O 2CHO 2H C K Glu I, H rglu qs, mx CX C Glu K S, Glu C H K I, H For the glucose uptke rte r Glu (mol l 1 s 1 ), Monod kinetics with glucose limittion (concentrtion C Glu ) nd cid inhibition (proton concentrtion C H + ) ws ssumed, with rte prmeters given in tble 1 [Vn Beelen et l., 1986]. Cries Res 214;48:73 89 DOI: / (1) CHO CHO H rlch klch CLcH KLcH C H CLc 2 HPO HPO4 H r Pho k Pho C Pho KPho C H C Pho (3) The other two phosphte equilibri were not considered becuse they only become importnt t vlues not reched in the current conditions. Although present in the previous dentl plque model, other possible inorgnic buffers (e.g., CO 2 /HCO3 ) s well s complextion equilibri with C 2+ nd microbil surfce chrges were neglected here to simplify the nlysis of results. Tooth Deminerlistion nd Reminerlistion Following n nlysis of mechnisms suggested in the literture for the formtion of subsurfce enmel lesions, two theories hve been studied: cse 1 n lterntion of two competing processes, enmel deminerlistion nd reminerlistion, ssuming only HAP crystls; cse 2 deminerlistion of the tooth enmel composed of FHAP with higher concentrtion of fluoride t the enmel surfce slowing down the dissolution rte. The model ws dpted to ech cse, by considering different chemicl rections to occur in the tooth domin in ddition to the cid-bse equilibri. It ws ssumed tht the tooth enmel consists of prllel rods (represented s cylindricl crystls) of HAP, the spces between them being filled with queous solution [Ten Cte, 1979]. Enmel porosity is the totl volume of inter-rod spces divided by totl volume of the enmel ( fig. 1 ). Enmel porosity E is further used to chrcterize lesion by the minerl content profile (i.e., the vrition of (1 E ) over the first micrometres of enmel) nd the lesion severity (i.e., the mximum porosity E reched within the lesion). Cse 1: Tooth Enmel Consisting of HAP The first hypothesis is tht the subsurfce lesion is formed s consequence of n imblnce between two concurrent processes, deminerlistion nd reminerlistion. It ws ssumed tht the tooth enmel consists of homogeneous HAP, therefore removing the bis of solubility grdient due to, for exmple, fluoride distribu- Ilie /vn Turnhout /vn Loosdrecht / Piciorenu (2) /18/213 4:4:53 PM

5 Tble 2. Chemicl components in the model Nme Symbol Diffusion coefficient in wter c Sliv concentrtions 9 (1 m 2 s 1 ) reference initi l C f,j (), inlet b, mol m 3 mol m 3 reference Lctte ion Lc 1.31 Vnýsek, 21 ssumed Lctic cid LcH 1.31 Vnýsek, 21 ssumed Proton H Vnýsek, Fejerskov nd Kidd, 28 Hydrogen phosphte Pho 2.96 Vnýsek, equilibrium, C Pho,tot initil = 13.2 mol m 3 C Pho,tot inlet = 5.4 mol m 3 Fejerskov nd Kidd, 28 Dihydrogen phosphte Pho 1.22 Vnýsek, equilibrium Clcium ion C Vnýsek, Fejerskov nd Kidd, 28 Ction (potssium ion) K Vnýsek, Fejerskov nd Kidd, 28 Anion (chloride ion) Cl 2.57 Vnýsek, chrge blnce Fluoride ion F 1.48 Vnýsek, Fejerskov nd Kidd, 28 Glucose Glu.85 Vnýsek, 21.7 C s,glu (t) Vn der Hoeven nd Gottschl, 1989; clculted for inlet Vlues corresponding to those mesured in humn resting plque (ssumed to be in stedy stte). b Vlues corresponding to those mesured in unstimulted mixed (from ll slivry glnds) humn sliv. c Diffusion coefficients for ll solutes in wter re reduced in plque by fctor of.25 [Dibdin, 1981] nd in the enmel reduced by the porosity E. tion over the enmel depth. All the chemicl species listed in tble 2, with the exception of fluoride, hve been included in this cse. For the HAP deminerlistion rection (eqution 4) C 5 (PO4 ) 3 (OH) 5C2+ + 3PO HO (4) the empiricl eqution for the surfce-bsed deminerlistion rte, r * d,c (mol C m 2 s 1 ), ws proposed in Mrgolis nd Moreno [1992] (equtions 5 nd 6) ( tble 1 ). md d, C d 1 HAP AiH Numericl Modelling of Subsurfce Lesion Formtion Induced by Dentl Plque r k DS C for DS HAP <1 (5) r * r,c = for DS HAP 1 (6) The deminerlistion rte is function of the concentrtion of ll protonted cids, C A(i)H, nd the degree of sturtion of the solution with respect to HAP, DS HAP (eqution 7): DS HAP IP K HAP S, HAPen 1/9 nd nd C C C C IP K K C Pho C Pho 3 HAP 2 4 Pho H2O C HO C H DS HAP depends on the ionic product IP HAP, nd the solubility constnt, K S,HAP(en). Due to the impurities present in (7) the tooth, the enmel solubility K S,HAP(en) hs lower vlue thn tht of pure HAP ( tble 1 ). The deminerlistion occurs only when the solution is understurted in respect to HAP, DS HAP <1. The volumetric deminerlistion rte of HAP (eqution 8), r d,hap (mol HAP m 3 s 1 ), ws derived by multiplying the surfce-bsed rte with the specific crystl surfce, d (m2 m 3 ), nd considering the rection stoichiometry (eqution 4): r d,hap =.2 r * d,c d (8) The specific crystl surfce d ws clculted s the re/volume rtio of rod with constnt rdius, r rod, multiplied with the volume frction of crystl in the enmel (the minerl content, 1 E ) [Ten Cte, 1979] (eqution 9 nd fig. 1 b): 2 d 1 E (9) r rod The surfce-bsed reltion for HAP reminerlistion rte, r * r,hap (mol HAP m 2 s 1 ) (equtions 1 nd 11) ws empiriclly determined by Nncolls [1983] from in vitro experiments on crystllistion of bovine enmel blocks. r r,hap * = k r (DS HAP 1) n r for DS HAP 1 (1) r r,hap * = for DS HAP <1 (11) Cries Res 214;48:73 89 DOI: / /18/213 4:4:53 PM

6 The lumped reminerliztion rte constnt, k r, nd the rection order, n r, were clculted from the results of Nncolls [1983] (vlues in tble 1 ). The volumetric reminerlistion rte, r r,hap (mol HAP m 3 s 1 ), ws obtined from the surfce-bsed rte multiplied with the specific growth surfce, r (eqution 12): 78 K S,HAP(xF) r r,hap = r * r,hap r (12) The specific growth surfce, r, is the frction of the totl specific surfce, d, tht is vilble for crystl growth ( fig. 1 ). Depending on the enmel porosity vlues (E), the specific growth surfce is clculted in two rnges: (i) At porosity higher thn.215 (corresponding to perfectly cylindricl HAP rods) [Ten Cte, 1979], the entire crystl surfce is vilble for reminerlistion (eqution 13). 2 1, r d E when E >.215 (13) r rod K S,HAP(xF) x F Enmel depth (μm) Fig. 2. Imposed distribution of fluoride frction x F nd the mixed FHAP/HAP crystl solubility constnt K S,FHAP(xF) within 15 μm from the enmel surfce. Cries Res 214;48:73 89 DOI: / x F Color version vilble online (ii) At porosity vlues lower thn.215, s the interrod spce gets filled, it ws ssumed tht only prt of the totl specific crystl surfce d remins vilble for crystl growth. The r re ws ssumed to become zero when porosity reches miniml vlue E min (i.e., reminerlistion stops when E min =.1). No pre-existing grdients in porosity were ssumed nd uniform initil porosity E min for helthy enmel ws considered [Fejerskov nd Kidd, 28]. The specific growth surfce ws in this cse clculted from sigmoid function mking the growth-specific re zero t E min, mimicking shrinking prllelepiped inter-rod spce ( fig. 1 b) (eqution 14). r 1 1 d, when.1 < E <.215 (14) 1exp45E. 15 Finlly, the chnge in enmel porosity in time (i.e., the lesion formtion) is the difference between the volumetric deminerlistion nd reminerlistion rtes s shown in eqution 15 [dpted from Vn Dijk, 1978]: de MHAP rd, HAP r, HAP, with E() = E min (15) dt HAP Cse 2: Tooth Enmel Includes FHAP This cse tests the hypothesis tht subsurfce lesion is the result of n enmel solubility grdient cused by the presence of less soluble fluoride inclusions (FHAP) ner the enmel surfce. To represent this sitution, fluoride ions (F ) were introduced in the model ( tble 2 ). Fluoride ws considered non-rective in sliv nd dentl plque nd exchngeble between ll the model comprtments. Only FHAP deminerlistion (eqution 16) is llowed in this cse, without ny reminerlistion. The solubility of mixed enmel crystl contining FHAP is lower thn tht of HAP. It ws experimentlly observed tht fluoride diffuses nd prtly replces the hydroxyl within the first 1 μm of enmel [Moreno et l., 1974; Fejerskov nd Kidd, 28] ccording to the following rection: C 5 (PO 4 ) 3 (OH)1 x F F x F 5 C PO (1 x F )HO + x F F (16) The molr frction of fluoride, x F = n F / (n F + n HO ), decresed exponentilly within 5 μm from the enmel surfce from its mximum vlue x F,mx =.5 to minimum x F,min =.5 [Moreno et l., 1974] ccording to eqution 17 ( x in μm) ( fig. 2 ): x F = x F,min + ( x F,mx x F,min ) exp ( x 1) (17) The dependency of the mixed FHAP/HAP solubility constnt, K x, on the frction of fluoride ws mesured by Moreno et l. [1974] s K x = exp( x 2 F x F ). These results were djusted proportionlly for the replcement of hydroxyl in enmel insted of pure HAP, K S,HAP(x F ) = K x K S,HAP (en) / K S,HAP. The frction of fluoride nd the FHAP solubility constnt within enmel in the first 15 μm from the tooth surfce re displyed in figure 2. We considered the sme type of rte expression for the dissolution of mixed FHAP/HAP crystls (clled here Ilie /vn Turnhout /vn Loosdrecht / Piciorenu /18/213 4:4:53 PM

7 HAP(x F )) s for HAP, so tht r d,hap(xf) (mol HAP(x F ) m 3 s 1 ) becomes: md d r 2. k 1 DS C, d HAP xf d HAP xf A i H DS HAP xf HAP xf IP K HAP xf S, HAPxF 1/9 nd C C C IP K K 5 3 xf 2 C Pho2 F xf Pho C H H2O n d (18) (19) Considering tht stedy fluoride content in enmel builds up over yers nd tht the time periods simulted were reltive short (hours), the contribution of FHAP reminerlistion ws ssumed negligible nd the grdient of fluoride content is stble in time. The vrition of FHAP enmel porosity in time ws clculted similrly to eqution 15 without reminerlistion: de M r E() = E min (2) dt HAP,, d HAP xf HAP Blnce Equtions The chnge of tooth porosity in time depends on the sptil distribution of the concentrtions of severl solute species ( tble 2 ). We ssumed one-dimensionl concentrtion grdients in the tooth enmel nd in the dentl plque on direction perpendiculr to the tooth surfce. The entire sliv volume is considered well-mixed nd the concentrtions re vrying only in time. The one-dimensionl tooth enmel domin extends from x = (deep enmel) to x = L t (enmel-plque interfce) nd the plque is between x = L t nd x = L t + L p (the plque-sliv interfce). Chemicl species (solutes) were exchngeble between these model comprtments. To clculte the solute concentrtions nd the mount of deminerlised tooth enmel, mole nd chrge blnces were defined on enmel, plque nd sliv domins. S liv The sliv film in direct contct with the plque hs volume V f, nd represents only smll frction of the totl sliv present in the mouth. The chnge in concentrtion of ech chemicl species j (tble 2 ), C f,j (t), is clculted from eqution 21, similr to the pproch used in Ilie et l. [212]: dc f, j Qf Af Cs, jcf, j Np, j R (21) j dt V V f f Eqution 21 is bsed on the species exchnge with the sliv bulk with flow rte Q f, exchnge with the dentl plque of re A f with the flux N p,j (diffusive flux t the plque-sliv interfce) nd the net rection rte of ech component, R j ( tble 1 ). The sliv inlet concentrtions for chemicl species C s,j re set s in previous study [Ilie et l., 212] ( tble 2 ), bsed on chemicl specition (mssction lws) nd chrge blnce (solution electroneutrlity, j zc j s, j, where z j is the chrge number). For inlet concentrtion of glucose, repeted feeding/ clernce/resting cycles hving the totl time of 1.5 h were imposed. In the feeding regime, C s,glu quickly incresed within t step from C Glu,min to mximum concentrtion C s,glu,mx, which ws mintined for the entire feeding time, t feed. After feeding, clernce begins nd glucose concentrtion decreses exponentilly (eqution 22) until the end of the resting period: Cs, Glu t Q C t t exp tt t C V s s, Glu step feed step feed Glu, min (22) The residence time ( Q/V s = ln(2)/ t h,s ) ws expressed bsed on the hlving time in the sliv bulk comprtment t h,s [Dibdin, 199]. Dentl Plque In the dentl plque the solute concentrtions C p,j chnge from the plque surfce to the tooth surfce. Therefore, one-dimensionl mole blnces re set for ll solutes j, s in Ilie et l. [212] nd bsed on Nernst- Plnck eqution 23 coupled with the electroneutrlity condition (eqution 24). Equtions include net rection rtes R p,j nd the trnsport by moleculr diffusion ( D p,j, diffusion coefficient of solute in the plque t 37 C, clculted s 25% from the diffusion coefficients in wter, D j, ccording to Dibdin [1981]) nd ion electromigrtion ( z j = chrge number, F = Frdy s constnt, R = universl gs constnt nd T = temperture): C C zf t x RT x x 2 p, j p, j j Φ Dp, j D 2 p, j C p, j Rp, j (23) zc j p, j (24) j Numericl Modelling of Subsurfce Lesion Formtion Induced by Dentl Plque Cries Res 214;48:73 89 DOI: / /18/213 4:4:53 PM

8 R p,j is the net rection rte of ech compound, ccounting for both chemicl nd microbil processes. The dditionl stte vrible Φ (x,t) is n electricl potentil field developed due to ion trnsport with different diffusion rtes. The initil vlues for ll concentrtions were considered equl to those in the sliv film, while the potentil Φ( x,) =. For the sliv-plque interfce (t x = L p + L t ) the concentrtions of ll chemicl components re equl to those in the sliv film nd Φ = s reference vlue. For the plque-tooth interfce, totl flux continuity is set for ll the components except glucose, for which the tooth is impermeble (zero-flux condition) [Fremlin nd Mthieson, 1961]. To oth The most importnt development brought by the current model compred to Ilie et l. [212] is the explicit clcultion of minerl content vrition in the tooth depth. This required the representtion of the tooth s nother one-dimensionl domin djcent to the plque domin. Since the focus of this study ws on the initil development of subsurfce lesions, only the first 1 μm in depth from the tooth surfce were considered. As in the plque domin, the vrition in time of solute concentrtions (ll species but glucose) is clculted by the sme Nernst-Plnk equtions coupled with chrge blnce: 8 C C zf t x RT x x 2 t, j t, j j Φ Dt, j D 2 t, j C t, j Rt, j zc j t, j j Cries Res 214;48:73 89 DOI: / (25) (26) The net rection rte, R t,j, ccounts only for chemicl processes (cid-bse equilibri nd tooth (de)reminerlistion) since there re no microbil species present inside the tooth. Lower enmel porosity leds to slower diffusion of ny chemicl species in the tooth domin D t,j = D j E in respect to diffusivities in wter, D j, from tble 2 [Ten Cte, 1979]. The enmel porosity is vrible in time nd over the tooth depth, E(x,t), nd it is clculted differently, function of the tested hypothesis, with eqution 15 (cse 1) or eqution 2 (cse 2). The boundry conditions were: flux continuity t the plque-tooth interfce nd zero-flux/electricl insultion t the deep enmel boundry ( x = ). Initil concentrtions of chemicl components in the tooth re equl to those in the plque nd the initil porosity is E min (i.e., helthy enmel). Model Solution The model equtions were implemented in COMSOL Multiphysics softwre (COMSOL 4.1, COMSOL Inc., Burlington, Mss., USA, which llows very flexible nd well-structured model construction. COMSOL solves the resulting system of ordinry differentil, prtil differentil nd lgebric equtions by finite element methods. The plque domin ws discretized on mesh of 1 elements with finer mesh size next to both the sliv nd enmel boundries. The mesh in the tooth domin contined lso 1 elements of size nd finer meshing t the enmel surfce, where the concentrtion grdients cn become very steep. First, the mole nd chrge blnces in plque nd enmel (equtions 23 26) were solved towrds the stedy stte solution, which represents sitution of resting plque in contct with constnt composition sliv. Second, the stedy stte solution ws used s initil condition for the time-dependent simultions performed during 8 sequentil feeding/clernce/resting cycles of 1.5 h ech. The time-dependent simultions included the complete model equtions in sliv (eqution 21), plque (equtions 23, 24) nd tooth (equtions 25, 26 nd 15 or 2), with the ssocited boundry conditions nd constitutive (rte) equtions. R e s u l t s The numericl model described in this study is iming to offer better understnding of the mechnisms leding to tooth subsurfce lesion under the influence of cids produced in dentl plque. Two cses were chosen in order to distinguish whether the lesion could be cused solely by n lterntion of deminerlistion/reminerlistion processes (i.e., originting from the sme thermodynmic force) or by fluoride grdient (nd implicitly solubility grdient). In cse 1, tooth enmel consists of HAP with deminerlistion nd reminerlistion, nd in cse 2 tooth enmel contins mixture of HAP nd FHAP with only deminerlistion occurring. For ech cse we nlysed (1) the influence of glucose pulses on the nd the totl mount of deminerlised enmel t tooth surfce in time, (2) the profile, concentrtion of clcium ions nd totl phosphte species over the plque depth s well s deminerlistion nd reminerlistion rtes within the enmel t certin time, nd (3) the evolution of porosity profiles inside the enmel. Ilie /vn Turnhout /vn Loosdrecht / Piciorenu /18/213 4:4:53 PM

9 Totl deminerlised HAP (mol m 2 ) c glucose HAP demin Glucose concentrtion (mm) Color version vilble online t (min) Clcium concentrtion (mm) b Tooth R r demin HAP Plque c C Length (μm) c Pho totl HAP deminerlistion rte (mol m 3 s 1 ) Totl phosphte concentrtion (mm) Fig. 3. Clculted concentrtion profiles for cse 1, when the tooth enmel contins only HAP., glucose concentrtion nd totl mount of deminerlised HAP t the tooth surfce during one feeding/resting cycle. b Concentrtions of clcium nd totl phosphte, nd rte of HAP deminerlistion long the dentl plque nd in the tooth enmel fter 1 min from the beginning of the first feeding/resting cycle. The grey dotted line represents the plquetooth boundry. c Concentrtions of clcium nd totl phosphte, nd rte of HAP reminerlistion profile long the dentl plque nd in the tooth enmel fter 3 min from the beginning of the first feeding/resting cycle. Clcium concentrtion (mm) c Tooth R r remin HAP Plque c C Length (μm) c Pho totl HAP reminerlistion rte (mol m 3 s 1 ) Totl phosphte concentrtion (mm) Numericl Modelling of Subsurfce Lesion Formtion Induced by Dentl Plque Cries Res 214;48:73 89 DOI: / /18/213 4:4:53 PM

10 82 Cse 1: Tooth Enmel Consisting of HAP Concentrtion Profiles Feeding/Resting Cycle. The glucose concentrtion t the tooth surfce nd its influence on the profile t the tooth surfce (Stephn curve) nd subsequently on the mount of HAP lost in time re shown in figure 3. Moments fter the concentrtion of glucose in sliv hs incresed, the t the tooth surfce shrply decreses below the criticl vlue for deminerlistion ( criticl = 5.5). In these conditions, the plque fluid t the tooth surfce becomes understurted with respect to HAP ( DS HAP < 1) nd the tooth enmel strts to deminerlise. As long s there is glucose in the plque, the stys cidic nd n incresing mount of HAP is lost. After pproximtely 2 min from the beginning of the cycle, when the glucose is clered from the sliv nd dentl plque, the strts to restore towrds the stedy stte vlue. As soon s the rises bove 5.5, the mount of HAP lost decreses, mening tht reminerlistion is now ctive. While reminerlistion is ctive (i.e., E >.1 nd DS HAP > 1), the cnnot restore to the stedy stte vlue of 7 due to the continuous consumption of hydroxyl ions during this process (eqution 4). Restortion to stedy stte vlues in tooth nd plque cn occur only when the tooth is completely reminerlised (i.e., E = E min =.1). In the current cse, the tooth is not fully reminerlised t the end of the 9 min cycle, nd there is net loss of pproximtely mol HAP m 2 per cycle ( fig. 3 ). This corresponds to 1 4 mg C mm 2 lost per cycle, n mount in the sme order of mgnitude with the experimentl observtions of Mrgolis nd Moreno [1992] nd with the results of our previous model [Ilie et l., 212]. The net mount of lost HAP per feeding/resting cycle depends thus on the length of the reminerlistion stge. Deminerlistion Phse. An exmple of concentrtion profiles long the dentl plque nd tooth domins for the ions influencing DS HAP (i.e., clcium, totl phosphtes nd protons/), fter 1 min in the feeding period (i.e., during the cid ttck nd mximum deminerlistion rte) is presented in figure 3 b. At this time, the mxim of totl phosphte nd clcium concentrtions re close to the enmel surfce, where these components re relesed by HAP deminerlistion, nd diffuse towrds the plque surfce (therefore the liner concentrtion profile, showing lso tht qusi-stedy stte ws reched in the plque). These species diffuse lso inside the tooth, but much slower, therefore the concentrtion profiles re curved nd fr from stedy stte. The HAP deminerlistion in which these species re produced occurs only in Cries Res 214;48:73 89 DOI: / Minerl content (%) Plque-tooth boundry 9 min f 22 min Enmel depth (μm) 45 min Fig. 4. Clculted minerl content profiles in the tooth enmel t different stges during the 8th feeding/resting cycle. 22 min: end of deminerlistion stge; 45 min: during reminerlistion; 9 min: t the end of the reminerlistion (resting) period. very nrrow region in the tooth where < criticl. In the plque depth, the decreses from nerly neutrl in sliv to lmost 5 t the tooth surfce. This decrese is cused by the microbil production of orgnic cids. Within the tooth enmel the increses to neutrl vlues fr from the tooth surfce due to the slower diffusion of protons inside the tooth compred to the plque. The proton consumption in deminerlistion leds lso to smll increse in the plque depth. Reminerlistion Phse. After 3 min from the beginning of the feeding/resting cycle, during the reminerlistion stge, the clcium nd phosphte re consumed in the tooth, therefore their fluxes re reversed compred to the deminerlistion stge ( fig. 3 c). At this time, the mximum concentrtions re t the sliv-plque boundry nd the minimum t the tooth surfce where the ions re consumed. Although the is bove the criticl vlue long the entire tooth domin, the reminerlistion rection tkes plce only in nrrow region t the very surfce of the tooth. This mens tht during the previous deminerlistion stge, only nrrow region of HAP enmel ws deminerlised, leding to porosity vlues higher thn E min. The mximum clculted rte of reminerlistion is pproximtely ten times smller thn the mximum rte of deminerlistion nd is in the sme rnge s the rtes experimentlly observed by de Rooij nd Nncolls [1984] nd White et l. [1988]. Ilie /vn Turnhout /vn Loosdrecht / Piciorenu Color version vilble online /18/213 4:4:53 PM

11 Tble 3. Sensitivity nlysis results Prmeter nme/ Prmeter vlue Diffusion inside the tooth (D t,j ) (f min =.2) Reminerlistion rte constnt (k m ) (f min =.2; f mx = 5) Length of feeding/resting cycle (t cycle ) (f min =.5; f mx = 2) lost HAP, mmol HAP m 2 min. HAP content b, % lost HAP, mmol HAP m 2 min. HAP content b, % lost HAP, mmol HAP m 2 min. HAP content b, % f min stndrd vlue Stndrd vlue f mx stndrd vlue Amount of HAP lost t the end of ll the 25 feeding/resting cycles. b Minimum content of HAP t the end of the 25th feeding/resting cycle. Minerl Profiles during One Cycle. The minerl content long the first 5 μm from the tooth surfce t different stges fter the beginning of the feeding/resting cycle is represented in figure 4 for the 8th cycle. The model clerly demonstrtes how subsurfce lesion is formed fter mny feeding/resting cycles only by lternting phses of deminerlistion nd reminerlistion. The most chemiclly ctive prt of the tooth ppers to be ner its surfce: the HAP content during deminerlistion (22 min) is 15% lower thn the content of the sme region t the end of the cycle (9 min). The current model suggests tht pre-existing grdient (such s in the enmel solubility constnt [Vn Dijk et l., 1979; Arends nd Christoffersen, 1986], or deminerlistion/reminerlistion rection rte constnts [Ten Cte, 1979], or fluoride distribution [Wng et l., 1996]) is not required in order to develop subsurfce lesion when reminerlistion is present. The reminerlistion rte is highest t the tooth surfce. If the reminerlistion period is long enough, the entire lesion cn reminerlise. However, for short recovery times (s it is the cse for frequent sugr consumption) the lesion cn reminerlise only superficilly, while higher porosity builds up in the lesion depth. Therefore, the porosity of the surfce lyer will remin within certin limits (1 15% in the current model) while the porosity in the subsurfce re will slowly increse with ech deminerlistion-reminerlistion cycle (for exmple, up to 75% s shown in movie 1 in the online supplementry mteril; for ll online suppl. mteril, see www. krger.com/doi/1.1159/354123). Sensitivity Anlysis Importnt fctors to be considered when discussing the development of minerl surfce lyer vi reminerlistion re (1) the diffusion coefficient inside the tooth, Numericl Modelling of Subsurfce Lesion Formtion Induced by Dentl Plque (2) the HAP reminerlistion rte nd (3) length of the reminerlistion period (resting time). To study their influence, sensitivity nlysis ws performed. For these prmeters, simultions were run for 25 feeding/resting cycles, with the bse vlue nd with incresed/decresed prmeter vlues ( tble 3 ). Diffusion inside the Tooth. A subsurfce lesion ws obtined for ech tested vlue of the diffusion coefficients in the tooth ( fig. 5 ). However, it ppers tht the fster the diffusion, the less pronounced (higher minerl content) but wider nd deeper within the enmel the lesion forms. Indeed, fster diffusion cretes more evenly distributed concentrtion profile of ions (nd consequently DS HAP ) within the enmel, nd the deminerlistion rection is ctive over n extended depth. Although the lesion ppers to be less severe for fster diffusion, the totl mount of minerl lost is still the highest, with 1% more HAP lost compred to the slower diffusion cse ( tble 3 ). Therefore, the effective diffusion of chemicl species within the tooth hs significnt influence on the shpe of the lesion nd on the time when the porosity becomes lrge enough to mke the lesion cliniclly observble. Reminerlistion Rte. The kinetics of reminerlistion my influence the minerl profile, therefore the reminerlistion rte constnt (k m ) ws lso vried ( fig. 5 b). The simulted lesions hd very similr minerl profiles, with only 1% more HAP lost for the highest k m vlue compred with the stndrd cse ( tble 3 ). For slower reminerlistion rte, the surfce lyer remins porous for extended periods of time, thus with incresed effective diffusivity. This llows ions to penetrte deeper inside the tooth nd to better restore the deminerlised enmel. In conclusion, smll vritions in reminerlistion rte my not influence significntly the formtion of subsurfce lesion, but only the qulity of the surfce lyer formed. Cries Res 214;48:73 89 DOI: / /18/213 4:4:53 PM

12 Minerl content (%) D t,j D t,j Plque-tooth boundry f Enmel depth (μm) Minerl content (%) b k m k m 5 k m Enmel depth (μm) Color version vilble online Minerl content (%) c t cycle t cycle 2 t cycle Enmel depth (μm) Minerl content (%) Minimum minerl content (%) μm Plque thickness (μm) d Enmel depth (μm) Fig. 5. Minerl content in the enmel t the end of the 25th feeding/resting cycle, with vrious prmeter vlues for the deminerlistion-reminerlistion model (cse 1): effective diffusion coefficient in the enmel; b reminerlistion rte constnt; c length of the feeding/resting cycle; d plque thickness between 5 nd 4 μm. The insert shows the minimum minerl content reched fter 25 cycles s function of the plque thickness. Length of the Reminerlistion Phse. The highest impct on lesion formtion proved to be the length of the reminerlistion period. This is behviourl fctor, determined by the eting hbits of the individul becuse cries formtion is minly ssocited with frequent sugr intke nd therefore short reminerlistion time. For longer reminerlistion times ( t cycle = 18 min) there is no 84 Cries Res 214;48:73 89 DOI: / lesion formed t the end of the 25th feeding/resting cycle ( fig. 5 c). This shows tht given enough time, the lesion formed fter n cid ttck could be fully reminerlised. However, for shorter reminerlistion time ( t cycle = 3 min), the lesion is formed directly t the tooth surfce nd no surfce lyer is present, giving the highest mount of HAP lost from ll the cses studied ( tble 3 ). The res- Ilie /vn Turnhout /vn Loosdrecht / Piciorenu /18/213 4:4:53 PM

13 Totl deminerlised FHAP (mol m 2 ) c glucose FHAP demin Glucose concentrtion (mm) Color version vilble online t (min) Fig. 6. Clculted concentrtion profiles for cse 2, when the tooth enmel contins fluoride distribution., glucose concentrtion nd totl mount of deminerlised FHAP t the tooth surfce during one feeding/resting cycle. b Concentrtions of clcium nd totl phosphte, nd rte of FHAP deminerlistion long the dentl plque nd in the tooth enmel fter 1 min from the beginning of the first feeding/resting cycle. The grey dotted line represents the plque-tooth boundry. Clcium concentrtion (mm) b Tooth Plque c Pho totl 3 2 c C 2+ 1 R r demin FHAP Length (μm) FHAP deminerlistion rte (mol m 3 s 1 ) Totl phosphte concentrtion (mm) tortion period is therefore very importnt nd the numericl simultions support the widespred observtion tht often consumption of sugrs is key fctor in cries formtion. Plque Thickness. Interestingly, the model of enmel deminerlistion nd reminerlistion llows the identifiction of minimum plque thickness tht cn induce lesion. With the current model prmeters (cse 1), for plque thickness L p <15 μm there ws no significnt minerl loss ( fig. 5 d). Above 15 μm, the thicker the plque the more extensive enmel lesions developed. It should be noted tht the model only indictes the existence of criticl plque thickness needed for the development of n incipient cries lesion. The vlue of this criticl thickness is subjected to mny prmeters, such Numericl Modelling of Subsurfce Lesion Formtion Induced by Dentl Plque s the length of reminerlistion phse, plque composition nd ctivity, slivry flow nd composition, etc. Showing tht cries onset cn be prevented by reducing, though not completely eliminting, the plque would be relevnt to understnding pproprite orl hygiene protocols. Cse 2: Tooth Enmel Includes FHAP This cse tested in wht extent the subsurfce lesion is the result of n incresed enmel resistnce to cid ttcks due to the presence of less soluble fluoride inclusions ner the enmel surfce. The glucose concentrtion t the tooth surfce, the t the tooth surfce nd the totl Cries Res 214;48:73 89 DOI: / /18/213 4:4:53 PM

14 Minerl content (%) Tooth enmel consisting of HAP No reminerlistion time Plque-tooth boundry f Minerl content (%) Cse 1: tooth enmel consisting of HAP time Color version vilble online Enmel depth (μm) b Enmel depth (μm) 1 Cse 2: tooth enmel consisting of FHAP 8 Fig. 7. Clculted minerl content profiles (progression of cries lesion) inside the tooth enmel t the end of ech 8th feeding/resting cycle. The plque-tooth boundry is represented t depth zero. Only deminerlistion without ny reminerlistion. b Deminerlistion nd reminerlistion of HAP (cse 1). c Deminerlistion of FHAP/HAP (cse 2). Animtions of clculted minerl content evolution re presented in online supplementry movies 1 nd 2. Minerl content (%) c time Enmel depth (μm) mount of deminerlised FHAP during one cycle in this cse re displyed in figure 6. The sme correltion is noticed between the glucose pulse, the sudden drop nd the incresing mount of deminerlised FHAP. Since there is no reminerlistion process in this cse, the mount of FHAP remins constnt once the deminerlistion hs stopped. The lower solubility of FHAP compred to HAP is reflected in the smller mount of deminerlised FHAP compred with cse 1. The minimum vlue is lower thn the one obtined for the HAP cse, due to the lower buffer cpcity t lower concentrtions of phosphte relesed during deminerlistion. Qulittively, the profiles of the totl phosphte species nd clcium ion concentrtions in this cse ( fig. 6 b) resemble those for cse 1 ( fig. 3 b), one minute fter the beginning of the feeding/resting cycle. The mximum rte of FHAP deminerlistion ws in this cse 6 times 86 Cries Res 214;48:73 89 DOI: / lower thn the HAP deminerlistion rte nd it led to lower concentrtions of clcium nd totl phosphte species in the plque. As expected, the first few micrometres of enmel do not dissolve due to the fluoride presence, but there is still minerl loss under this surfce lyer. This ws lso ssumed in the model of Wng et l. [1996] on fluoride dsorption in enmel nd experimentlly observed by Chu et l. [1989]. It remins questionble whether the surfce lyer is completely inert in vivo during lesion development. Experimentl dt re vilble on the development of subsurfce lesions in environments both with nd without fluoride [Nncolls, 1983; Theuns et l., 1984; Mrgolis et l., 1999]. Although fluoride presence my not be the sole reson for the development of subsurfce lesion, the model shows how fluoride distribution lone cn led to subsurfce lesions comprble with the experimentl observtions. Ilie /vn Turnhout /vn Loosdrecht / Piciorenu /18/213 4:4:53 PM

15 Comprison of the Lesions Formtion of surfce lyers in time ws compred for the studied cses: (1) HAP without reminerliztion ( fig. 7 ); (2) HAP by lternting deminerlistion/reminerlistion periods ( fig. 7 b); (3) HAP/FHAP by imposing fluoride distribution over the tooth domin ( fig. 7 c). As expected, there ws no surfce lyer present nd the crious lesion formed t the tooth surfce without reminerlistion becuse there ws no restoring process to blnce the deminerlistion dmge ( fig. 7 ). After ech deminerlistion cycle, the minerl content ner the surfce would decrese, nd the simulted lesion extended in the enmel depth t qusi-constnt rte, reching pproximtely 3 μm fter 8 feeding/resting cycles. When reminerlistion ws ctive (cse 1), t the end of the 8th cycle the minimum minerl content reched 3% within the first 5 μm of tooth enmel, with distinct surfce lyer formed t the tooth-plque interfce ( fig. 7 b). The decrese in minerl content ner the surfce lyer to the minimum vlue in the body of the lesion ws very brupt, while the dmge cused deeper within the tooth ws more grdul. This cn be explined by the fster minerl regenertion t the tooth surfce thn in the deeper lyers, leding to fully regenerted surfce. As the number of cycles (i.e., cid ttcks) increses, more pronounced subsurfce lesion developed inside the tooth (see movie 1 in the online suppl. mteril). The obtined profile is very similr to the minerl content profiles determined experimentlly by Mrgolis et l. [1999]. In cse the tooth enmel contined FHAP crystls but no reminerlistion occurred (cse 2), the obtined profiles resembled qulittively those obtined for HAP with deminerlistion/reminerlistion ( fig. 7 c). The most notble differences were however the lmost complete minerl dissolution in the subsurfce lesion fter 8 cycles nd fster progression of the lesion in the tooth depth (see movie 2 in online suppl. mteril). However, these lte stges of lesion development re less probble to occur in vivo. There is limit to the minerl content in the subsurfce lesion fter which the surfce lyer brkes during mstiction nd cvittion exposes the body of the lesion. Discussion This study developed numericl model tht couples tooth deminerlistion nd reminerlistion with metbolic processes in the dentl plque. It ws found tht Numericl Modelling of Subsurfce Lesion Formtion Induced by Dentl Plque subsurfce lesion cn be chieved using the sme thermodynmic driving force (degree of sturtion leding to deminerlistion or reminerlistion) nd without ny preimposed grdients. There is debte in dentistry regrding the importnce of the reminerlistion phenomen for the formtion of surfce lyer. The model results re discussed here in the context of erly stge crious lesions, the so-clled white spots. One point of view is tht wht ppers to be restored surfce is prtly explined in terms of wer nd polishing [Fejerskov nd Kidd, 28]. Although it is possible tht polishing plys role in the spect of restored tooth surfce, this does not exclude the existence of reminerlistion. Furthermore, there is experimentl evidence tht the surfce lyer hs more thn just the spect of restored surfce; it lso hs minerl content close to tht of helthy enmel [Silverstone, 1977; Fejerskov nd Kidd, 28]. Another rgument is tht inhibitor molecules present in sliv (e.g., sttherin) prevent in vivo precipittion t crystl surfce by blocking crystlliztion nuclei [Sntos et l., 28]. However, the presence of these inhibitors does not imply tht the process of reminerlistion is entirely blocked, but only indictes tht reminerlistion in vivo would occur more slowly ( fig. 5 b). It ws lso rgued tht the very fst uptke of clcium nd phosphte by the HAP mkes the pore liquid in the deep lyers of lesion only mrginlly sturted [Lrsen nd Fejerskov, 1989], thus reminerlistion cn only be very slow. A widespred theory is lso tht since the surfce enmel reminerlises fster, n re of lower porosity t the tooth surfce is creted. This surfce lyer cts s diffusion brrier tht restricts further ccess of HAP constituent ions in the deeper lyers of the lesion nd stops the reminerlistion [Silverstone, 1977; Lrsen nd Fejerskov, 1989; Robinson et l., 2]. Although it is true tht such brrier is formed, this cn only dely the diffusion of the ions inside the lesion ( fig. 5 ). If the reminerlistion time is long enough, the deep lyers of the lesion cn still be restored ( fig. 5 c). According to Arends nd Christoffersen [1986], the experimentl observtion tht surfce lyer once formed hs nerly constnt thickness supports the ide tht the surfce lyer forms becuse of solubility grdient long the enmel depth. With the model described in this study, surfce lyer of nerly constnt thickness ws obtined in both cses. The surfce lyer cn develop only by lternting periods of deminerlistion (corresponding to sugr consumption) nd reminerlistion (corresponding to rest- Cries Res 214;48:73 89 DOI: / /18/213 4:4:53 PM

ENERGY CONTENT OF BARLEY

ENERGY CONTENT OF BARLEY ENERGY CONTENT OF BARLEY VARIATION IN THE DIETARY ENERGY CONTENT OF BARLEY Shwn Firbirn, John Ptience, Hnk Clssen nd Ruurd Zijlstr SUMMARY Formultion of commercil pig diets requires n incresing degree

More information

Single-Molecule Studies of Unlabelled Full-Length p53 Protein Binding to DNA

Single-Molecule Studies of Unlabelled Full-Length p53 Protein Binding to DNA Single-Molecule Studies of Unlbelled Full-Length p53 Protein Binding to DNA Philipp Nuttll, 1 Kidn Lee, 2 Pietro Ciccrell, 3 Mrco Crminti, 3 Giorgio Ferrri, 3 Ki- Bum Kim, 2 Tim Albrecht 1* 1 Imperil College

More information

EVALUATION OF DIFFERENT COPPER SOURCES AS A GROWTH PROMOTER IN SWINE FINISHING DIETS 1

EVALUATION OF DIFFERENT COPPER SOURCES AS A GROWTH PROMOTER IN SWINE FINISHING DIETS 1 Swine Dy 2001 Contents EVALUATION OF DIFFERENT COPPER SOURCES AS A GROWTH PROMOTER IN SWINE FINISHING DIETS 1 C. W. Hstd, S. S. Dritz 2, J. L. Nelssen, M. D. Tokch, nd R. D. Goodbnd Summry Two trils were

More information

THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS

THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS THE EVALUATION OF DEHULLED CANOLA MEAL IN THE DIETS OF GROWING AND FINISHING PIGS John F. Ptience nd Doug Gillis SUMMARY

More information

Check your understanding 3

Check your understanding 3 1 Wht is the difference etween pssive trnsport nd ctive trnsport? Pssive trnsport is the movement of prticles not requiring energy. Movement of prticles in ctive trnsport uses energy. 2 A gs tp in the

More information

Clinical Study Report Synopsis Drug Substance Naloxegol Study Code D3820C00018 Edition Number 1 Date 01 February 2013 EudraCT Number

Clinical Study Report Synopsis Drug Substance Naloxegol Study Code D3820C00018 Edition Number 1 Date 01 February 2013 EudraCT Number EudrCT Number 2012-001531-31 A Phse I, Rndomised, Open-lbel, 3-wy Cross-over Study in Helthy Volunteers to Demonstrte the Bioequivlence of the Nloxegol 25 mg Commercil nd Phse III Formultions nd to Assess

More information

EFFECTS OF INGREDIENT AND WHOLE DIET IRRADIATION ON NURSERY PIG PERFORMANCE

EFFECTS OF INGREDIENT AND WHOLE DIET IRRADIATION ON NURSERY PIG PERFORMANCE Swine Dy 21 EFFECTS OF INGREDIENT AND WHOLE DIET IRRADIATION ON NURSERY PIG PERFORMANCE J. M. DeRouchey, M. D. Tokch, J. L. Nelssen, R. D. Goodbnd, S. S. Dritz 1, J. C. Woodworth, M. J. Webster, B. W.

More information

Analysis of Regulatory of Interrelated Activity of Hepatocyte and Hepatitis B Viruses

Analysis of Regulatory of Interrelated Activity of Hepatocyte and Hepatitis B Viruses Interntionl Journl of Biomedicl Mterils Reserch 8 6(): -7 http://www.sciencepublishinggroup.com/j/ijbmr doi:.648/j.ijbmr.86. ISSN: 33-756 (Print) ISSN: 33-7579 (Online) Anlysis of Regultory of Interrelted

More information

Comparison of three simple methods for the

Comparison of three simple methods for the J. clin. Pth. (1967), 2, 5 Comprison of three simple methods for the ssessment of 'free' thyroid hormone T. M. D. GIMLETTE1 From the Rdio-Isotope Lbortory, St. Thoms's Hospitl, London SYNOPSIS A dilysis

More information

Math 254 Calculus Exam 1 Review Three-Dimensional Coordinate System Vectors The Dot Product

Math 254 Calculus Exam 1 Review Three-Dimensional Coordinate System    Vectors   The Dot Product Mth 254 Clculus Exm 1 Review Your first exm is Fridy, April 26. I will provide one pge of notes. You my bring in one 3- inch by 5-inch note crd with notes on both sides. You should hve been working on

More information

Feeding state and age dependent changes in melaninconcentrating hormone expression in the hypothalamus of broiler chickens

Feeding state and age dependent changes in melaninconcentrating hormone expression in the hypothalamus of broiler chickens Supplementry Mterils Epub: No 2017_23 Vol. 65, 2018 https://doi.org/10.183/bp.2017_23 Regulr pper Feeding stte nd ge dependent chnges in melninconcentrting hormone expression in the hypothlmus of broiler

More information

2. Hubs and authorities, a more detailed evaluation of the importance of Web pages using a variant of

2. Hubs and authorities, a more detailed evaluation of the importance of Web pages using a variant of 5 Web Serch Outline: 1. Pge rnk, for discovering the most ëimportnt" pges on the Web, s used in Google. 2. Hubs nd uthorities, more detiled evlution of the importnce of Web pges using vrint of the eigenvector

More information

Parameter Optimization for FEM based modeling of singlet oxygen during PDT using COMSOL

Parameter Optimization for FEM based modeling of singlet oxygen during PDT using COMSOL Excerpt from the Proceedings of the COMSOL Conference 00 Boston Prmeter Optimiztion for FEM bsed modeling of singlet oxygen during PDT using COMSOL Xing Ling, Ken Kng-Hsin Wng, nd Timothy C. Zhu * Deprtment

More information

Extraction and Some Functional Properties of Protein Extract from Rice Bran

Extraction and Some Functional Properties of Protein Extract from Rice Bran Ksetsrt J. (Nt. Sci.) 40 : 209-214 (2006) Extrction nd Some Functionl Properties of Protein Extrct from Rice Brn Chockchi Theerkulkit*, Siree Chiseri nd Siriwt Mongkolknchnsiri ABSTRACT Rice brn protein

More information

Using Paclobutrazol to Suppress Inflorescence Height of Potted Phalaenopsis Orchids

Using Paclobutrazol to Suppress Inflorescence Height of Potted Phalaenopsis Orchids Using Pcloutrzol to Suppress Inflorescence Height of Potted Phlenopsis Orchids A REPORT SUBMITTED TO FINE AMERICAS Linsey Newton nd Erik Runkle Deprtment of Horticulture Spring 28 Using Pcloutrzol to Suppress

More information

Review TEACHING FOR GENERALIZATION & MAINTENANCE

Review TEACHING FOR GENERALIZATION & MAINTENANCE Gols By the end of clss, you should be ble to: Explin wht generliztion is, why it is criticl for techers to know how to tech so tht it occurs, nd give n exmple of it from your own experience in the clssroom

More information

Sandra Grbić Vladimir Lukić Ivan Kovačević Jelena Parojčić Zorica Đurić

Sandra Grbić Vladimir Lukić Ivan Kovačević Jelena Parojčić Zorica Đurić Deprtment of Phrmceuticl Technology nd Cosmetology Fculty of Phrmcy University of Belgrde An investigtion into the possibilities nd limittions of in silico bsorption modeling: GstroPlus TM simultion of

More information

Soybean Hulls as an Alternative Feed for Horses

Soybean Hulls as an Alternative Feed for Horses Animl Industry Report AS 650 ASL R1931 2004 Soyben Hulls s n Alterntive Feed for Horses Josie Booth Iow Stte University Howrd Tyler Iow Stte University Peggy Miller-Auwerd Iow Stte University Jenette Moore

More information

WSU Tree Fruit Research and Extension Center, Wenatchee (509) ext. 265;

WSU Tree Fruit Research and Extension Center, Wenatchee (509) ext. 265; FINAL REPORT WTFRC Project # AH-1-5 WSU Project # 13C-355-3 Project title: PI: Orgniztion: Coopertors: of Sunburn in Apples with RAYNOX Lrry Schrder, Horticulturist WSU Tree Fruit Reserch nd Extension

More information

Analytic hierarchy process-based recreational sports events development strategy research

Analytic hierarchy process-based recreational sports events development strategy research ISSN : 0974-7435 Volume 0 Issue 6 An Indin Journl Anlytic hierrchy process-bsed recretionl sports events development strtegy reserch Weihu Yo School of hysicl Eduction, Luoyng Norml University, Luoyng

More information

The potential future of targeted radionuclide therapy: implications for occupational exposure? P. Covens

The potential future of targeted radionuclide therapy: implications for occupational exposure? P. Covens The potentil future of trgeted rdionuclide therpy: implictions for occuptionl exposure? Introduction: Trgeted Rdionuclide Therpy (TRT) Systemic tretment Molecule lbelled with rdionuclide delivers toxic

More information

Summary. Effect evaluation of the Rehabilitation of Drug-Addicted Offenders Act (SOV)

Summary. Effect evaluation of the Rehabilitation of Drug-Addicted Offenders Act (SOV) Summry Effect evlution of the Rehbilittion of Drug-Addicted Offenders Act (SOV) The Rehbilittion of Drug-Addicted Offenders Act (SOV) ws lunched on April first 2001. This lw permitted the compulsory plcement

More information

Improved hydrolytic stability of waterborne polyester resins with Eastman 1,4-CHDA and Eastman TMPD glycol

Improved hydrolytic stability of waterborne polyester resins with Eastman 1,4-CHDA and Eastman TMPD glycol Improved hydrolytic stbility of wterborne polyester resins with Estmn nd Estmn glycol Introduction Wterborne cotings provide vible mens of complying with VOC (voltile orgnic compound) requirements. An

More information

SOME MECHANISTIC CONCEPTS IN ELECTROPHILIC ADDITION REACTIONS TO C=C BONDS

SOME MECHANISTIC CONCEPTS IN ELECTROPHILIC ADDITION REACTIONS TO C=C BONDS SM MANISTI NPTS IN LTPILI AITIN ATINS T = BNS The = ond is considered to e wek se/nucleophile. The high concentrtion of electron density mkes the pi ond Lewis se, ut in order to donte electrons the pi

More information

AOAC Official Method Determination of Isoflavones in Soy and Selected Foods Containing Soy

AOAC Official Method Determination of Isoflavones in Soy and Selected Foods Containing Soy 45.4.14 AOAC Officil Method 2001.10 Determintion of Isoflvones in Soy nd Selected Foods Contining Soy Extrction, Sponifiction, nd Liquid Chromtogrphy First Action 2001 (Applicble to the determintion of

More information

Meat and Food Safety. B.A. Crow, M.E. Dikeman, L.C. Hollis, R.A. Phebus, A.N. Ray, T.A. Houser, and J.P. Grobbel

Meat and Food Safety. B.A. Crow, M.E. Dikeman, L.C. Hollis, R.A. Phebus, A.N. Ray, T.A. Houser, and J.P. Grobbel Met nd Food Sfety Needle-Free Injection Enhncement of Beef Strip Loins with Phosphte nd Slt Hs Potentil to Improve Yield, Tenderness, nd Juiciness ut Hrm Texture nd Flvor B.A. Crow, M.E. Dikemn, L.C. Hollis,

More information

THE KIDNEY AND THE CONCEPT OF CLEARANCE*

THE KIDNEY AND THE CONCEPT OF CLEARANCE* THE KIDNEY AND THE CONCEPT OF CLEARANCE* I. The Antomy of the Mmmlin Kidney A. Gross ntomy: 1. The outer region of the kidney = the CORTEX 2. Inner region = the MEDULLA 3. The re where ll of the urine

More information

Preservative Resistance in Yeast Species

Preservative Resistance in Yeast Species APPLIED AND ENVIRONMENTAL MICROBIOLOGY, Nov. 1989, p. 2995-2999 Vol. 55, No. 11 99-224/89/112995-5$2./ Copyright 1989, Americn Society for Microbiology Reltionships mong Cell Size, Membrne Permebility,

More information

Finite Element Analysis of MOD Prosthetic Restored Premolars

Finite Element Analysis of MOD Prosthetic Restored Premolars Finite Element Anlysis of MOD Prosthetic Restored Premolrs LILIANA SANDU, FLORIN TOPALĂ, SORIN POROJAN School of Dentistry V. Beş University of Medicine nd Phrmcy 9 Revolutiei 1989 Blv., 300041 Timişor

More information

% Inhibition of MERS pseudovirus infection. 0 h 0.5 h 1 h 2 h 4 h 6 h Time after virus addition

% Inhibition of MERS pseudovirus infection. 0 h 0.5 h 1 h 2 h 4 h 6 h Time after virus addition % Inhiition of MERS pseudovirus infection 1 8 h.5 h 1 h 2 h 4 h 6 h Time fter virus ddition Supplementry Figure S1. Inhiition of on MERS pseudovirus infection t the different intervls postinfection. A

More information

Simulating the Effect of Exercise on Urea Clearance in

Simulating the Effect of Exercise on Urea Clearance in BRIEF COMMUNICATION Simulting the Effect of Exercise on Ure Clernce in Hemodily si s STEPHEN W. SMYE,* ELIZABETH J. LINDLEY,* nd ERIC J. WILLt Deprtments of *Medicl Physics nd Renl Medicine, St. Jmes s

More information

SEIZURES AND EPILEPSY

SEIZURES AND EPILEPSY SEIZURES AND EPILEPSY CONTENT CREATED BY Lern more t www.helth.hrvrd.edu TALK WITH YOUR DOCTOR Tble of Contents WHAT IS A SEIZURE? 4 WHAT IS EPILEPSY? 6 TESTING 7 TREATMENT OPTIONS 9 ANTI-SEIZURE MEDICATION

More information

The Effects of Diet Particle Size on Animal Performance

The Effects of Diet Particle Size on Animal Performance MF-2050 Feed Mnufcturing Feed Mnufcturing Cerel grins re the primry energy source in swine nd poultry diets. Therefore, not only must producers be concerned bout the composition of the grin, but lso how

More information

Scientific research on the biological value of olive oil

Scientific research on the biological value of olive oil Scientific reserch on the biologicl vlue olive oil Cov F.G. Ally M. (ed.). L' économie de l' olivier Pr : CIHEAM Options Méditerrnéennes : Série Etudes; n. 1988-V 1988 pges 149-152 Article vilble on le

More information

Replacing Fish Meal with Soybean Meal and Brewer s Grains with Yeast in Diets for Australian Red Claw Crayfish, Cherax quadricarinatus

Replacing Fish Meal with Soybean Meal and Brewer s Grains with Yeast in Diets for Australian Red Claw Crayfish, Cherax quadricarinatus Replcing Fish Mel with Soyben Mel nd Brewer s Grins with Yest in Diets for Austrlin Red Clw Cryfish, Cherx qudricrintus Lur A. Muzinic*, Kenneth R. Thompson, & Crl D. Webster Introduction Soyben mel (SBM)

More information

Relationship between food availability, glycerol and glycogen levels in lowtemperature challenged rainbow smelt Osmerus mordax

Relationship between food availability, glycerol and glycogen levels in lowtemperature challenged rainbow smelt Osmerus mordax 866 The Journl of Experimentl Biology, 866-87 Published by The Compny of Biologists 7 doi:.4/jeb.749 Reltionship between food vilbility, glycerol nd glycogen levels in lowtemperture chllenged rinbow smelt

More information

Geographical influence on digit ratio (2D:4D): a case study of Andoni and Ikwerre ethnic groups in Niger delta, Nigeria.

Geographical influence on digit ratio (2D:4D): a case study of Andoni and Ikwerre ethnic groups in Niger delta, Nigeria. Journl of Applied Biosciences 27: 1736-1741 ISSN 1997 5902 Geogrphicl influence on digit rtio (2D:4D): cse study of Andoni nd Ikwerre ethnic groups in Niger delt, Nigeri. Gwunirem, Isrel U 1 nd Ihemelndu,

More information

XII. HIV/AIDS. Knowledge about HIV Transmission and Misconceptions about HIV

XII. HIV/AIDS. Knowledge about HIV Transmission and Misconceptions about HIV XII. HIV/AIDS Knowledge bout HIV Trnsmission nd Misconceptions bout HIV One of the most importnt prerequisites for reducing the rte of HIV infection is ccurte knowledge of how HIV is trnsmitted nd strtegies

More information

Invasive Pneumococcal Disease Quarterly Report. July September 2017

Invasive Pneumococcal Disease Quarterly Report. July September 2017 Invsive Pneumococcl Disese Qurterly Report July September 2017 Prepred s prt of Ministry of Helth contrct for scientific services by Rebekh Roos Helen Heffernn October 2017 Acknowledgements This report

More information

A comparative study on the extraction of membranebound bilirubin from erythrocyte membranes using various methods

A comparative study on the extraction of membranebound bilirubin from erythrocyte membranes using various methods J. Biochem. Biophys. Methods 39 (1999) 39 45 A comprtive study on the extrction of membrnebound bilirubin from erythrocyte membrnes using vrious methods * Sd Tyyb, Mohmmd Kutub Ali Interdisciplinry Biotechnology

More information

Nutrition interacts with parasitism to influence growth and physiology of the insect Manduca sexta L.

Nutrition interacts with parasitism to influence growth and physiology of the insect Manduca sexta L. The Journl of Experimentl iology 28, 611-623 Published by The ompny of iologists 25 doi:1.1242/jeb.144 611 Nutrition intercts with prsitism to influence growth nd physiology of the insect Mnduc sext L.

More information

Dynamic imaging of lateral diffusion by electron spin resonance

Dynamic imaging of lateral diffusion by electron spin resonance Dynmic imging of lterl diffusion by electron spin resonnce nd study of rottionl dynmics in model membrnes Effect of cholesterol Y.-K. Shin nd Jck H. Freed Bker Lbortory of Chemistry, Cornell University,

More information

USE OF SORGHUM-BASED DISTILLERS GRAINS IN DIETS FOR NURSERY AND FINISHING PIGS

USE OF SORGHUM-BASED DISTILLERS GRAINS IN DIETS FOR NURSERY AND FINISHING PIGS Swine Dy 1996 USE OF SORGHUM-BASED DISTILLERS GRAINS IN DIETS FOR NURSERY AND FINISHING PIGS B. W. Senne, J. D. Hncock, I. Mvromichlis, S. L. Johnston, P. S. Sorrell, I. H. Kim, nd R. H. Hines Summry Two

More information

Supplementary figure 1

Supplementary figure 1 Supplementry figure 1 Dy 8 post LCMV infection Vsculr Assoc. Prenchym Dy 3 post LCMV infection 1 5 6.7.29 1 4 1 3 1 2 88.9 4.16 1 2 1 3 1 4 1 5 1 5 1.59 5.97 1 4 1 3 1 2 21.4 71 1 2 1 3 1 4 1 5 1 5.59.22

More information

A Comparison of Serum Magnesium Level in Pregnant Women with and without Gestational Diabetes Mellitus (GDM)

A Comparison of Serum Magnesium Level in Pregnant Women with and without Gestational Diabetes Mellitus (GDM) Brief Report J Bbol Univ Med Sci Vol 18, Issu 12; Dec 2016. P:71-75 A Comprison of Serum Mgnesium Level in Pregnnt Women with nd without Gesttionl Dibetes Mellitus (GDM) Z. Bouzri (MD) 1, F. Elmi(MD) 2,

More information

METHOD 4010 SCREENING FOR PENTACHLOROPHENOL BY IMMUNOASSAY

METHOD 4010 SCREENING FOR PENTACHLOROPHENOL BY IMMUNOASSAY METHOD 4010 SCREENING FOR PENTACHLOROPHENOL BY IMMUNOASSAY 1.0 SCOPE AND APPLICATION 1.1 Method 4010 is procedure for screening solids such s soils, sludges, nd queous medi such s wste wter nd lechtes

More information

Chapter 02 Crime-Scene Investigation and Evidence Collection

Chapter 02 Crime-Scene Investigation and Evidence Collection Nme: Clss: Dte: Chpter 02 Crime-Scene Investigtion nd Evidence Collection 1. The terms grid, liner, qudrnt, zone, nd spirl re typiclly used to descrie dtum points... Flse Flse 2. An evidence log nd chin

More information

PROVEN ANTICOCCIDIAL IN NEW FORMULATION

PROVEN ANTICOCCIDIAL IN NEW FORMULATION PROVEN ANTICOCCIDIAL IN NEW FORMULATION Coxidin 100 microgrnulte A coccidiosttic dditive for roilers, chickens rered for lying nd turkeys Contins 100 g of monensin sodium per kg Aville s homogenous grnules

More information

Metal-Substrate Interactions Facilitate the Catalytic Activity of the Bacterial Phosphotriesterase

Metal-Substrate Interactions Facilitate the Catalytic Activity of the Bacterial Phosphotriesterase 10904 Biochemistry 1996, 35, 10904-10912 Metl-Substrte Interctions Fcilitte the Ctlytic Activity of the Bcteril Phosphotriesterse Suk-Bong Hong nd Frnk M. Rushel* Deprtment of Chemistry, Texs A&M UniVersity,

More information

EFFECTS OF AN ACUTE ENTERIC DISEASE CHALLENGE ON IGF-1 AND IGFBP-3 GENE EXPRESSION IN PORCINE SKELETAL MUSCLE

EFFECTS OF AN ACUTE ENTERIC DISEASE CHALLENGE ON IGF-1 AND IGFBP-3 GENE EXPRESSION IN PORCINE SKELETAL MUSCLE Swine Dy 22 Contents EFFECTS OF AN ACUTE ENTERIC DISEASE CHALLENGE ON IGF-1 AND IGFBP-3 GENE EXPRESSION IN PORCINE SKELETAL MUSCLE B. J. Johnson, J. P. Kyser, J. D. Dunn, A. T. Wyln, S. S. Dritz 1, J.

More information

Study on inter-ethnic human differences in bioactivation and detoxification of estragole using physiologically based kinetic modeling

Study on inter-ethnic human differences in bioactivation and detoxification of estragole using physiologically based kinetic modeling Arch Toxicol (2017) 91:3093 3108 DOI 10.1007/s00204-017-1941-x TOXICOKINETICS AND METABOLISM Study on inter-ethnic humn differences in bioctivtion nd detoxifiction of estrgole using physiologiclly bsed

More information

Roughage Type & Level & Grain Processing Interactions with Distiller s s Grains Diets. Matt May High Plains Bio Fuels Co-Product Nutrition Conference

Roughage Type & Level & Grain Processing Interactions with Distiller s s Grains Diets. Matt May High Plains Bio Fuels Co-Product Nutrition Conference Roughge Type & Level & Grin Processing Interctions with Distiller s s Grins Diets Mtt My High Plins Bio Fuels Co-Product Nutrition Conference Why do we flke grin? Stem-flked corn (SFC) vs. dry-rolled rolled

More information

Bending stiffness of lipid bilayers. II. Spontaneous curvature of the monolayers

Bending stiffness of lipid bilayers. II. Spontaneous curvature of the monolayers Bending stiffness of lipid bilyers. II. Spontneous curvture of monolyers Thoms Fischer To cite this version: Thoms Fischer. Bending stiffness of lipid bilyers. II. Spontneous curvture of monolyers. Journl

More information

Effect of linear and random non-linear programming on environmental pollution caused by broiler production

Effect of linear and random non-linear programming on environmental pollution caused by broiler production Journl of Novel Applied Sciences Aville online t www.jnsci.org 24 JNAS Journl-24-3-/43-434 ISSN 2322-549 24 JNAS Effect of liner nd rndom non-liner progrmming on environmentl pollution cused y roiler production

More information

Design Quadratic Patch and Cubic Patch of the Surface

Design Quadratic Patch and Cubic Patch of the Surface IOSR Journl o Mthemtics IOSR-JM e-issn: - Volume, Issue Jn - Feb, PP - Design Qudrtic Ptch nd Cubic Ptch o the Surce R B M Amer, M A Abd El- Mgeed, Deprtment o Mthemtics nd Ph Engineering, Fcult o Engineering/

More information

Effect of Field Pea Replacement and Yucca schidigera extract on weaning transition growth and feedlot performance

Effect of Field Pea Replacement and Yucca schidigera extract on weaning transition growth and feedlot performance Effect of Field Pe Replcement nd Yucc schidiger extrct on wening trnsition growth nd feedlot performnce D.G. Lndblom 1 nd J. Pennington 2 1 Dickinson Reserch Extension Center, Dickinson, ND 2 Dickinson

More information

WORKSHOP FOR SYRIA. A SHORT TERM PROJECT A Collaborative Map proposal Al Moadamyeh, Syria

WORKSHOP FOR SYRIA. A SHORT TERM PROJECT A Collaborative Map proposal Al Moadamyeh, Syria Al Modmyeh is city locted south-west Dmscus, in Syri. It is fcing post-conflict sitution, fter yers of siege nd displcement of its inhbitnts. Now, the popultion is coming bck, s lso new incomers. Therefore,

More information

DIFFERENTIAL REINFORCEMENT OF VOCAL DURATION1

DIFFERENTIAL REINFORCEMENT OF VOCAL DURATION1 JOURNL OF THE EXPERMENTL NLYSS OF BEHVOR VOLUME 7, NUMBER JNURY, 1 964 DFFERENTL RENFORCEMENT OF VOCL DURTON1 HRLN LNE UNVERSTY OF MCHGN The effects of differentil reinforcement of vocl durtion were exmined

More information

Reconstruction of Deformed Bite Marks using Affine Transformations.

Reconstruction of Deformed Bite Marks using Affine Transformations. econstruction of Deformed Bite Mrks using Affine Trnsformtions. Gerrit Stols, h.d 1.; Hermn Bernitz, h.d 2. Corresponding uthor: rof Hermn Bernitz, Deprtment of Orl tholog nd Orl Biolog, School of Dentistr,

More information

Shamsuddin M. Mamun, U. Focken, G. Francis and K. Becker University of Hohenheim, Stuttgart, Germany. September 2004

Shamsuddin M. Mamun, U. Focken, G. Francis and K. Becker University of Hohenheim, Stuttgart, Germany. September 2004 A GROWTH PERFORMANCE AND METABOLIC RATES OF GENETICALLY IMPROVED AND CONVENTIONAL STRAINS OF NILE TILAPIA, OREOCHROMIS NILOTICUS (L.) Shmsuddin M. Mmun, U. Focken, G. Frncis nd K. Becker University of

More information

Effects of age, density, and seasonality on molt pattern in the mammal genus (Peromyscus)

Effects of age, density, and seasonality on molt pattern in the mammal genus (Peromyscus) University of New Hmpshire University of New Hmpshire Scholrs' Repository Honors Theses nd Cpstones Student Scholrship Spring 2015 Effects of ge, density, nd sesonlity on molt pttern in the mmml genus

More information

Available online at ScienceDirect. Procedia Engineering 160 (2016 )

Available online at  ScienceDirect. Procedia Engineering 160 (2016 ) Aville online t www.sciencedirect.com ScienceDirect Procedi Engineering 160 (2016 ) 131 136 XVIII Interntionl Colloquium on Mechnicl Ftigue of Metls (ICMFM XVIII) Clcultion of stress intensity fctors K

More information

Chapter 5: The peripheral nervous system Learning activity suggested answers

Chapter 5: The peripheral nervous system Learning activity suggested answers Chpter 5: The peripherl nervous system Lerning ctivity suggested nswers Lerning Activity 5.1 (p. 222) 1 Briefly descrie the two min functions of the somtic nervous system. Description should refer to:

More information

Effects of physical exercise on working memory and prefrontal cortex function in post-stroke patients

Effects of physical exercise on working memory and prefrontal cortex function in post-stroke patients Effects of physicl exercise on working memory nd prefrontl cortex function in post-stroke ptients M Moriy, C Aoki, K Sktni Grdute School of Helth Sciences Reserch, Mjor of Physicl Therpy, TeikyoHeisei

More information

HEMOGLOBIN STANDARDS*

HEMOGLOBIN STANDARDS* HEMOGLOBIN STANDARDS* RUSSELL L. HADEN Clevelnd Clinic, Clevelnd, Ohio Estimtions of hemoglobin often re unstisfctory to the lbortory worker nd the reports my be confusing to the clinicin. Unfortuntely,

More information

ECONOMIC EVALUATION OF WATER IODIZATION PROGRAM IN THAILAND

ECONOMIC EVALUATION OF WATER IODIZATION PROGRAM IN THAILAND ECONOMIC EVALUATION OF WATER IODIZATION PROGRAM IN THAILAND CS Pndv 1, K Annd 1, Sngsom Sinwt 2 nd FU Ahmed 1 1 IDD Study Group, All Indi Institute of Medicl Sciences, New Delhi, Indi; 2 Division of Nutrition,

More information

The step method: A new adaptive psychophysical procedure

The step method: A new adaptive psychophysical procedure Perception & Psychophysics 1989, 45 (6), 572-576 The step method: A new dptive psychophysicl procedure WILLIAM A. SIMPSON York University, North York, Ontrio, Cnd A new dptive psychophysicl method, the

More information

Agilent G6825AA MassHunter Pathways to PCDL Software Quick Start Guide

Agilent G6825AA MassHunter Pathways to PCDL Software Quick Start Guide Agilent G6825AA MssHunter Pthwys to PCDL Softwre Quick Strt Guide Wht is Agilent Pthwys to PCDL? Fetures of Pthwys to PCDL Agilent MssHunter Pthwys to PCDL converter is stnd-lone softwre designed to fcilitte

More information

Altered dietary nutrient intake maintains metabolic homeostasis in parasitized larvae of the insect Manduca sexta L.

Altered dietary nutrient intake maintains metabolic homeostasis in parasitized larvae of the insect Manduca sexta L. The Journl of Experimentl iology 2, 65 (21) Printed in Gret ritin The Compny of iologists Limited 21 JE316 65 ltered dietry nutrient intke mintins metbolic homeostsis in prsitized lrve of the insect Mnduc

More information

BIOSTATISTICS. Lecture 1 Data Presentation and Descriptive Statistics. dr. Petr Nazarov

BIOSTATISTICS. Lecture 1 Data Presentation and Descriptive Statistics. dr. Petr Nazarov Microrry Center BIOSTATISTICS Lecture 1 Dt Presenttion Descriptive Sttistics dr. Petr Nzrov 25-02-2011 petr.nzrov@crp-snte.lu Lecture 1. Dt presenttion descriptive sttistics COURSE OVERVIEW Orgniztion

More information

Gustatory reaction time and time intensity measurements of trehalose and sucrose solutions and their mixtures

Gustatory reaction time and time intensity measurements of trehalose and sucrose solutions and their mixtures Glmrini, Mr Virgini ; Zmor, Mrí Clr ; Chirife, Jorge Gusttory rection time nd time intensity mesurements of trehlose nd sucrose solutions nd their mixtures Preprint del documento publicdo en Journl of

More information

Optimizing Metam Sodium Fumigation in Fine-Textured Soils

Optimizing Metam Sodium Fumigation in Fine-Textured Soils Optimizing Metm Sodium Fumigtion in Fine-Textured Soils Neil C Gudmestd University Distinguished Professor & Endowed Chir of Potto Pthology Deprtment of Plnt Pthology North Dkot Stte University Erly Dying

More information

Using Load Research Data to Model Weather Response

Using Load Research Data to Model Weather Response 30 25 20 15 10-5 1,950 2,025 2,100 2,175 2,250 2,325 2,400 2,475 2,550 2,625 2,700 2,775 2,850 2,925 3,000 3,075 3,150 3,225 3,300 3,375 3,450 3,525 3,600 MW 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0%

More information

3 Results RESULTS Cell growth and segregation in recombinant bioprocesses

3 Results RESULTS Cell growth and segregation in recombinant bioprocesses RESULTS 3 3 Results In this thesis, yest α-glucosidse produced in E. coli ws used s model system in order to otin more comprehensive knowledge out cell physiology in response to overexpression of heterologous

More information

Background Pears (Pyrus L.) are one of the leading cultivated fruit trees in China following apples and oranges in planting area and fruit yield.

Background Pears (Pyrus L.) are one of the leading cultivated fruit trees in China following apples and oranges in planting area and fruit yield. Nnjing Agriculturl University Potssium enhnces the sugr ssimiltion in leves nd fruit y regulting the expression of key genes involved in sugr metolism of Asin pers Cixi Dong, Chngwei Shen, Yngchun Xu College

More information

Quantifying perceived impact of scientific publications

Quantifying perceived impact of scientific publications Quntifying perceived impct of scientific publictions Filippo Rdicchi, Alexnder Weissmn, nd John Bollen Center for Complex Networks nd Systems Reserch, School of Informtics nd Computing, Indin University,

More information

TEMPLATE SYNTHESIS OF Cu AND Cu-Sn NANOPARTICLES USING CARBON FOAM AS A SUPPORT. Ivania MARKOVA-DENEVA, Tihomir PETROV, Ivan DENEV

TEMPLATE SYNTHESIS OF Cu AND Cu-Sn NANOPARTICLES USING CARBON FOAM AS A SUPPORT. Ivania MARKOVA-DENEVA, Tihomir PETROV, Ivan DENEV TEMPLATE SYNTHESIS OF Cu AND Cu-Sn NANOPARTICLES USING CARBON FOAM AS A SUPPORT Ivni MARKOVA-DENEVA, Tihomir PETROV, Ivn DENEV University of Chemicl Technology nd Metllurgy, 8, Kl. Ohridski lvd., Sofi,

More information

Improved Method of Neutron Activation Analysis for Microleakage Studies

Improved Method of Neutron Activation Analysis for Microleakage Studies Improved Method of Neutron ctivtion nlysis for Microlekge Studies J. M. MEYER,* J. B. DENNISON, nd R. G. CRIG School of Dentistry, University of Michign, nn rbor, Michign 4814, US Improvements in the neutron

More information

supplemented with daily dose of 3 gm. sulphadimethylpyrimidine (' sulphamezathine' of Imperial Chemical Pharmaceutical, Ltd.) in

supplemented with daily dose of 3 gm. sulphadimethylpyrimidine (' sulphamezathine' of Imperial Chemical Pharmaceutical, Ltd.) in EFFECT OF SULPHADIMETHYLPYRl- MIDINE ON THE MICROBIAL SYNTHESIS OF THIAMINE AND NICOTINIC ACID IN HUMAN INTESTINE By H. N. DE M. C. MALAKER nd A. Iv. PAUL (Nutrition Reserch Unit, I. R. F. A., Biochemi0^

More information

A FACTORIAL STUDY ON THE EFFECTS OF β CYCLODEXTRIN AND POLOXAMER 407 ON THE SOLUBILITY AND DISSOLUTION RATE OF PIROXICAM

A FACTORIAL STUDY ON THE EFFECTS OF β CYCLODEXTRIN AND POLOXAMER 407 ON THE SOLUBILITY AND DISSOLUTION RATE OF PIROXICAM IJRPC 20, (3) Chowdry et l. ISSN: 223 278 INTERNATIONAL JOURNAL OF RESEARCH IN PHARMACY AND CHEMISTRY Aville online t www.ijrpc.com Reserch Article A FACTORIAL STUDY ON THE EFFECTS OF β CYCLODEXTRIN AND

More information

EE247 Lecture 4. EECS 247 Lecture 4: Filters 2005 H.K. Page 1. This Lecture

EE247 Lecture 4. EECS 247 Lecture 4: Filters 2005 H.K. Page 1. This Lecture EE247 Lecture 4 Lst lecture Active biquds Sllen Key & TowThoms Integrtor bsed filters Signl flowgrph concept First order integrtor bsed filter Second order integrtor bsed filter & biquds High order & high

More information

Optimisation of diets for Atlantic cod (Gadus morhua) broodstock: effect of arachidonic acid on egg & larval quality

Optimisation of diets for Atlantic cod (Gadus morhua) broodstock: effect of arachidonic acid on egg & larval quality Optimistion of diets for Atlntic cod (Gdus morhu) roodstock: effect of rchidonic cid on egg & lrvl qulity Dr Gordon Bell, Ms. An Blnco, Dr Bill Roy, Dr Derek Roertson, Dr Jim Henderson nd Mr Richrd Prickett,

More information

The Effects of High-Oil Corn or Typical Corn with or without Supplemental Fat on Diet Digestibility in Finishing Steers

The Effects of High-Oil Corn or Typical Corn with or without Supplemental Fat on Diet Digestibility in Finishing Steers Beef Reserch Report, 2000 Animl Science Reserch Reports 2001 The Effects of High-Oil Corn or Typicl Corn with or without Supplementl Ft on Diet Digestibility in Finishing Steers Crig R. Belknp Iow Stte

More information

Chronic high-sodium diet intake after weaning lead to neurogenic hypertension in adult Wistar rats

Chronic high-sodium diet intake after weaning lead to neurogenic hypertension in adult Wistar rats Chronic high-sodium diet intke fter wening led to neurogenic hypertension in dult Wistr rts 1 Pul Mglhães Gomes; 2 Rento Willin Mrtins Sá; 1 Giovn Lopes Aguir; 1 Milede Hnner Sriv Pes; 1 Andréi Crvlho

More information

Analysis of alternatives for insulinizing patients to achieve glycemic control and avoid accompanying risks of hypoglycemia

Analysis of alternatives for insulinizing patients to achieve glycemic control and avoid accompanying risks of hypoglycemia 284 Anlysis of lterntives for izing ptients to chieve glycemic control nd void ccompnying risks of hypoglycemi JIALIN GAO 1,2*, QIANYIN XIONG 1,2*, JUN MIAO 1*, YAO ZHANG 2,3, LIBING XIA 1, MEIQIN LU 1,

More information

The Effect of Substituting Sugar with Artificial. Sweeteners on the Texture and Palatability of Pancakes

The Effect of Substituting Sugar with Artificial. Sweeteners on the Texture and Palatability of Pancakes The Effect of Sustituting Sugr with Artificil NUTR 453 Sweeteners on the Texture nd Pltility of Pnckes Jmie Wldron, Rquel Reyes, nd Reecc Legi 1 I. Astrct The effects of replcing sugr with Stevi nd Splend

More information

PNEUMOVAX 23 is recommended by the CDC for all your appropriate adult patients at increased risk for pneumococcal disease 1,2 :

PNEUMOVAX 23 is recommended by the CDC for all your appropriate adult patients at increased risk for pneumococcal disease 1,2 : PNEUMOVAX 23 is recommended y the CDC for ll your pproprite dult ptients t incresed risk for pneumococcl disese 1,2 : Adults ged

More information

UV radiation of powdered ZnO pumped by nanosecond pulses

UV radiation of powdered ZnO pumped by nanosecond pulses UV rdition of powdered ZnO pumped y nnosecond pulses V.M.Mrkushev, M.V.Ryzhkov, Ch.M.Briskin *, H.Co, L.A.Zdorozhny c, L.E.Li c, E.I.Gevrgizov c, L.N.Deminets c Institute of Rdio engineering nd Electronics

More information

Assessment of Depression in Multiple Sclerosis. Validity of Including Somatic Items on the Beck Depression Inventory II

Assessment of Depression in Multiple Sclerosis. Validity of Including Somatic Items on the Beck Depression Inventory II Assessment of Depression in Multiple Sclerosis Vlidity of Including Somtic Items on the Beck Depression Inventory II Peggy Crwford, PhD; Noh J. Webster, MA Signs nd symptoms of multiple sclerosis (MS)

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION Supplementry Tble 1. Sttistics of dt sets nd structure refinement PYL1 po PYL2/ABA PYL2 po PYL2/ABA/HAB1 PDB code 3KAY 3KAZ 3KB0 3KB3 Dt collection APS bem line 21-ID 21-ID 21-ID 21-ID Spce group P6 5

More information

PWR Core Response to Boron Dilution Transient

PWR Core Response to Boron Dilution Transient Interntionl Conference Nucler Energy for New Europe 2003 Portorož, Sloveni, September 8-11, 2003 http://www.drustvo-js.si/port2003 ABSTACT PW Core esponse to Boron Dilution Trnsient Angelo Lo Nigro, Frncesco

More information

Detritivory and the stoichiometry of nutrient cycling by a dominant fish species in lakes of varying productivity

Detritivory and the stoichiometry of nutrient cycling by a dominant fish species in lakes of varying productivity OIKOS : /, 26 DOI: 1.1111/j.26.3-1299.1474.x Detritivory nd the stoichiometry of nutrient cycling by dominnt fish species in lkes of vrying productivity Kren A. Higgins, Michel J. Vnni nd Mri J. González

More information

Goal: Evaluate plant health effects while suppressing dollar spot and brown patch

Goal: Evaluate plant health effects while suppressing dollar spot and brown patch Newer Fungicide Products Alone nd In Rottion on Chicgo Golf Green Reserchers: Chicgo District Golf Assoc. Derek Settle, Tim Sibicky, nd Nick DeVries Gol: Evlute plnt helth effects while suppressing dollr

More information

Finite-Dimensional Linear Algebra Errata for the first printing

Finite-Dimensional Linear Algebra Errata for the first printing Finite-Dimensionl Liner Algebr Errt for the first printing Mrk S. Gockenbch Jnury 6, 011 The following corrections will be mde in the second printing of the text, expected in 011. Pge 41: Exercise 5: S

More information

How adaptations of substrate utilization regulate body composition

How adaptations of substrate utilization regulate body composition (27) 1 6 & 27 Nture Pulishing Group All rights reserved 37-565/7 $3. www.nture.com/ijo ORIGINAL ARTICLE How dpttions of sustrte utiliztion regulte ody composition KD Hll, HL Bin nd CC Chow Lortory of Biologicl

More information

SPHINGOLIPIDS. of synthetic ceramides. Gas-liquid chromatography-mass spectrometry. GL C-Mass Spectrometry

SPHINGOLIPIDS. of synthetic ceramides. Gas-liquid chromatography-mass spectrometry. GL C-Mass Spectrometry Gs-liquid chromtogrphy-mss spectrometry of synthetic cermides BENGT SAMUELSSON nd KARN SAMUELSSON Deprtment of Medicl Chemistry, Royl Veterinry College; Deprtment of Neurology, Krolinsk Sjukhuset; nd Lbortory

More information

Vitamin D and Mushrooms: Enrichment With Pulsed UV Light. Michael Kalaras Department of Food Science The Pennsylvania State University

Vitamin D and Mushrooms: Enrichment With Pulsed UV Light. Michael Kalaras Department of Food Science The Pennsylvania State University Vitmin D nd Mushrooms: Enrichment With Pulsed UV Light Michel Klrs Deprtment of Food Science The Pennsylvni Stte University Vitmin D Synthesis Source: http://vitmind.ucr.edu/imges/chem1.gif Vitmin D In

More information

Release and Recovery of Porcine Pepsin and Bovine Chymosin from Reverse Micelles: A New Technique Based on Isopropyl Alcohol Addition

Release and Recovery of Porcine Pepsin and Bovine Chymosin from Reverse Micelles: A New Technique Based on Isopropyl Alcohol Addition Biotechnoi. hog. 1992, 8, 85-90 85 Relese nd Recovery of Porcine Pepsin nd Bovine Chymosin from Reverse Micelles: A New Technique Bsed on sopropyl Alcohol Addition A. Crlson* nd R. Ngrjn Deprtment of Chemicl

More information

STATISTICAL DATA ANALYSIS IN EXCEL

STATISTICAL DATA ANALYSIS IN EXCEL Microrry Center STATISTICAL DATA ANALYSIS IN EXCEL Prt 1 Introduction to Sttistics Dr. Petr Nzrov 14-06-2010 petr.nzrov@crp-snte.lu Sttisticl dt nlysis in Excel COURSE OVERVIEW Objectives The course: Reminds

More information

Time trends in repeated spirometry in children

Time trends in repeated spirometry in children Eur Resplr J 199, 6, 55:H559 Time trends in repeted spirometry in children G. Hoek*t, B. Brunekreef* Time trends in repeted spirometry in children. G. Hoek, B. Brunekreef. BSTRCT: In study on cute helth

More information