3mm RHEOLQGY: . E3RQPOSED fifiGDELS MD ‘i'HE E’FEC‘FS 3F ‘ _ 7 SATEQN CONCEY‘KTRMEON ANS ACTIVE WM ' Twas ft)? the flame of Ph. D; » mom-3m STA‘EE wvmsn‘v’ mm 3. mm. -* 19?1 ‘ht‘fifi't This is to certify that the thesis entitled BLOOD RHEOLOGY: PROPOSED MODELS AND THE EFFECTS OF CATION CONCENTRATION AND ACTIVE HYPEREMIA presented by JOSEPH G . MASIN has been accepted towards fulfillment of the requirements for Ph.D. degree in CHEMICAL ENGINEERING /L:c[rf:c’1“~ ////((9L .Ct(fl—‘,\ ,7 Major professor D ANDERSON Date August 10, 1971 0-169 LIBRARY Michigan State University ABSTRACT BLOOD RHEOLOGY: PROPOSED MODELS AND THE EFFECTS OF CATION CONCENTRATION AND ACTIVE HYPEREMIA By Joseph G. Masin Two rheological models were investigated for their ability to describe the flow of blood, and the effects of both cation concen- tration and active hyperemia on blood viscosity were studied. A couple stress model was prOposed for blood by Valanis and Sun, but their model lacks a yield stress. This rheological feature has been demonstrated by many investigators in blood and must be included in any model which is to describe blood flow. A yield stress term was added to the couple stress model of Valanis and Sun and the mathematical results were found to be physically impossible. Therefore, their concept of a couple stress does not describe the rheology of blood. Turbulence theory was applied to the flow of blood and it was concluded that momentum transport by the eddy-like rotation of red blood cells (RBC's) was negligible when compared to momentum transport by the laminar flow of a suspension of RBC's in plasma. At low shear rates, there were more particle-particle interactions than preposed by a simple yield stress fluid. The best available rheological model for blood is the Casson model. It was used to investigate the effects on viscosity and yield stress of altered cation concentrations and of active hyperemia. Joseph G. Masin The concentration of the principal cations (sodium, potassium, calcium, magnesium, and hydrogen) in canine blood was altered by 1:7 dilution with various isotonic salt solutions differing in their ionic makeup. The resulting ionic concentrations in blood represented high, normal, and low physiological values. Total tonicity remained constant. Low pH (7.02) blood had a 0.019 dyne/crn2 higher yield stress than control blood (pH 7.43) with a significance of less than 0.01. Control blood was a paired aliquot of blood diluted 1:7 with dialysate solution to maintain tonicity, other ionic concentrations, and hematocrit at the same level as the test sample. Blood viscosity increased 15.2% at a potassium ion concentration of 13.2 meq/1 when compared with control blood (4.2 meq K+/1). This change is significant at the 0.05 level. All other conditions tested produced no significant changes in either viscosity or yield stress. Venous outflow from a canine gracilis under- going active hyperemia was not different in viscosity from the venous outflow prior to stimulation (6V, 6 sec'l, .06 msec). However, the yield stress was an average of 0.028 dyne/cm2 higher, which change is significant at the 0.01 level. BLOOD RHEOLOGY: PROPOSED MODELS AND THE EFFECTS OF CATION CONCENTRATION AND ACTIVE HYPEREMIA By ;/ ‘9 Joseph Gerasin A THESIS Submitted to Michigan State University in partial fulfillment of the requirements for the degree of DOCTOR OF PHILOSOPHY Department of Chemical Engineering 1971 To my parents and my wife ACKNOWLEDGMENTS The guidance and encouragement of Dr. Donald K. Anderson were sincerely appreciated throughout the course of this study. The patience of the author's wife, Carol, and her aid in the preparation of this manuscript were deeply appreciated. The author is grateful for financial support received during his studies to the National Science Foundation and to the Department of Chemical Engineering and the Division of Engineering Research at Michigan State University. The craftmanship and labors of the Mechanical Sh0p of the Division of Engineering Research were appreciated. Photographic work was done by William D. Hamilton. ii TABLE OF CONTENTS Page ACKNOWLEDGMENTS. . . . . . . . . . . . . . . . . . . . . . . . ii LIST OF FIGURES. . . . . . . . . . . . . . . . . . . . . . . . v LIST OF TABLES . . . . . . . . . . . . . . . . . . . . . . . . vi INTRODUCTION . . . . . . . . . . . . . . . . . . . . . . . . . 1 BACKGROUND . . . . . . . . . . . . . . . . . . . . . . . . . . 4 Ionic Effects. . . . . . . . . . . . . . . . . . . . . . . Previous Experimental Procedures . . . . . . . . . . . . Fluid Modeling of Blood. . . . . . . . . . . . . . . . . (DOC-p FLUID MODELS . .... . . . . . . . . . . . . . . . . . Fluid with Couple and Yield Stresses . . . . . . . . . . . 14 Fluid with Particulate Turbulence. . . . . . . . . . . . . 22 EXPERIMENTAL . . . . . . . . . . . . . . . . . . . . . . Apparatus. . . . . . . . . . . . . . . . . . . . . . . . . 27 Equipment Calibration. . . . . . . . . . . . . . . . . . . 34 Procedure. . . . . . . . . . . . . . . . . . . . . . . . . 40 RESULTS AND DISCUSSION . . . . . . . . . . . . . . . . . . . Cation Effects . . . . . . . . . . . . . . . . . . . . . . 46 pH Effects . . . . . . . . . . . . . . . . . . . . . . . . 51 Active Hyperemia . . . . . . . . . . . . . . . . . . . . . 53 SWY. C O I O O O O O O O O O O O O O O O O O O O O O O O O 56 RECOMMENDATIONS. . . . . . . . . . . . . . . . . . . . . . . . 58 APPENDICES O O O O O O O O O O O O O O 0 O O O O O O O O O O O 59 A. Mathematical Derivations l. Poiseuille Flow of a Casson Fluid . . . . . . . . . . 59 2. Poiseuille Flow of a Fluid with Couple and Yield Stresses. . . 61 3. Viscosity of a Suspension of RBC's. . . . . . . . . . 73 4. The Fluid with Particulate Turbulence . . . . . . . . 75 iii Page APPENDICES (Cont'd.) B. Computer Programs. . . . . . . . . . . . . . . . . . . 83 C. Experimental Results . . . . . . . . . . . . . . . . . 96 D. Notation . . . . . . . . . . . . . . . . . . . . . . . 105 BIBLIOGRAPHY. . . . . . . . . . . . . . . . . . . . . . . . . . 109 iv Figure 10 11 12 13 14 15 LIST OF FIGURES Determinants of Local Blood Flow. . Casson Equation for Blood Flow. . Velocity Profiles for the Fluid with Couple and Yield Stresses . Excess Shear Needed for Couple Stress Model . . . Comparison of Casson and Turbulence Models. . . . Flow-Pressure Apparatus Diagram . Flow—Pressure Apparatus Used. . . . Apparatus Detail 0 O O C C . O O C 0 Some Precision Bore Capillaries Used. Pressure Transducer Response. . . . Syringe Calibration . . . . . . . Cation Effect on Casson Viscosity . Cation Effect on Yield Stress . . . Forces Acting on a Fluid Element. . Fluctuations Due to A Sphere Rotating in A Shear Field Page 11 17 20 24 28 30 31 32 36 38 48 50 62 76 Table LIST OF TABLES Main Components of Normal Plasma. Flow Rates Available. . . . . . Tube Calibration Results. . . . Results of Ionic Additives Experiments. Results of Active Hyperemia Experiments Summary of Treatment Effects. . vi 0 Page 39 41 97 102 104 INTRODUCTION The human body, its parts, and its functions have increasingly become objects for engineering study. It is only natural that the engineer, as a human being, should be concerned with trying to eliminate the suffering and aging that befall other humans. However, it has only been fairly recently that many engineers have seen that they can make contributions which are as useful as those made by the traditional healers. Several avenues of attack on health problems have been used and are particularly well suited to engineering study. One is modeling and computer studies, since the engineer is well trained in the mathematical and physical sciences. Another is the design of research equipment and laboratory apparatus. In this study, both of these avenues were employed--an apparatus was designed to measure pressure drOp as a function of flow rate for blood, and two proposed rheological models were tested with the collected data. The rheology of complex suspensions, such as blood, is not well understood. Blood is a suspension of erythrocytes (red blood cells or RBC's), leukocytes (white blood cells), and platelets in a solution called plasma. The components of normal plasma are shown in Table 1. The suspension usually consists of about forty-five volume percent (hematocrit or Hct) red blood cells, fifty-five percent plasma and small amounts of the other cells. Associated with many diseased or abnormal states is an altered ability of the blood to flow. Some cellular changes which affect viscosity are abnormal l TABLE 1 MAIN C(MPONENTS OF NORMAL PLASMA [14. 4. 16] .82282 PROTEINS Total 6.0 - 8.0 gm/lOOml ALBUMIN 3.3 - 5.4 gm/lOOml GLOBULINS 1.6 - 3.4 gm/100ml FIBRINOGEN 0.2 - 0.4 gm/lOOml OTHER SUBSTANCES LIPIDS 400 - 850 mg/lOOml GLUCOSE 70 - 170 mg/lOOml UREA 24 - 49 mg/lOOml ORGANIC ACIDS 3.5 - 7.7 mg/lOOml INORGANIC IONS SODIUM 313-334 mg/100m1, 136-145 mEq/l POTASSIUM 14-20 mg/100m1, 3.58-5.12 mEq/l CALCIUM 9-11.1 mg/lOOml, 4.49-5.53 mEq/l ‘MAGNESIUM 1.8-3.0 mg/lOOml, 1.48-2.47 mEq/I CHLORIDE 352-375 mg/lOOml, 99.3-106 mEq/l BICARBONATE 130-170 mg/lOOml, 21.3-27.8 mEq/l PHOSPHATE 9.0-14.0mg/100m1, 1.88-2.98 mEq/l 3 shape, size, flexibility, and concentration of cells. Alterations in the plasma of the amounts of ions, proteins, or other substances are also associated with viscosity changes. This study is an investigation of the effects of abnormal concentrations of the potassium, magnesium, calcium, and hydrogen ions on the viscosity and yield stress of whole blood. The organization of this study is to first consider the previous work concerning: 1) local ionic effects upon the resistance to blood flow, 2) the equipment and procedures used to gather data on these effects, and 3) the fluid models which aid in interpreting the data collected. Next, the work done by this investigator will be described. Presented are: 1) two new fluid models and their applicability to blood rheology, 2) the equipment and procedures used in this study, and 3) the effects of cation concentration and active hyperemia on blood viscosity. BACKGROUND All animals above microscopic size rely on the circulation of blood to supply necessary raw materials and to remove waste products from each of the cells of that organism. There are many immediate and remote determinants of blood flow and some of these are shown in Figure 1. For almost one hundred fifty years, investigators have tried to derive equations which quantitatively describe the dependence of flow on each of the parameters shown. This science is now known as hemorheology. IONIC EFFECTS One parameter listed in Figure l is ions. Ions can affect viscosity by their individual presence (concentration) or by their collective presence (tonicity). They can also affect flow geometry via active radius alteration. The separation of in-vivo ionic effects into viscosity and geometry components is not easy and many investi- gators, for example, Roth [53], simply assumed any effects could be attributed to geometry alteration. An example showing there is an effect of ions on viscosity is the case of pH in vitro [48, 50, 69] where increased pH causes a marked increase in viscosity. In vivo effects are harder to interpret. Locally decreased blood pH causes decreased resistance to flow through the mechanism of vasodilation [31, 56] while locally increased blood pH causes increased resistance to flow. However, non-blood perfusate yields DETERMINANTS OF LOCAL BLOOD FLOW [30] FIGURE m._.<.._ Vqu (7a) v = constant for ’IJL1(o<'>/o<']/[ Io(o<) - (M) (1 +311 coo lak]. 16 It is desired to determine if this equation follows the correct limiting process as the shear stress at the wall falls to the yield stress. There have been several studies made, for example by Merrill, et a1 [43, 45], which show that the yield stress as determined by extrapolation of wall shear stress from pressure-flow data is identical with the value of the yield stress as determined from static tests. Therefore, flow must go to zero as the shear stress at the wall goes to the yield stress. There are two possible ways for this to occur. Firstly, the velocity might go to zero at all radii, as occurs when a Newtonian fluid approaches its lower limit of shear stress = zero. Secondly, there might exist a plug flow region which grows in size and the plug velocity might go to zero, as occurs when a Bingham fluid approaches its lower limit of shear stress = yield stress. In this case, if the apprOpriate derivative is formed, from Equation 7 dv/dr = 11 (acr/R) [(1 0i) fr’w/d +/I'/V’I‘ly(Lo (d) " (1 +5) L1 (a) la) I2] / [s2 (100:6) - (1+7) 11 (4) /-<)] - [fir/R + L1 (d r/R)7/"7‘§/2] Is2 (8) it is clear that, in general, dv/dr is not zero at the yield radius, ry -R my, ’I’w. Therefore, the same plug region does not exist for this model as the Bingham model, and the regional distinction implied by Equation 7a and b is incorrect since then the velocity gradient would be discontinuous. The velocity profile across the tube for some values ofo( and for the range of permissible j'values is shown in Figure 3. An unusual l7 mmwmmmhm Qmm_>.wm.EDOo 1.23 93.: MI._. mOm mimomm >Coo._m> m maze; .5 ca 3 .ELa InP—B v 83:82. > ”:35: N 3...... a8 zzozm ~53. 33:05 :33“; Ms. A m\.Tx mozafiwfi ._<_o ’f’y (12) It can be immediately seen that the velocity does not go to zero as the wall shear stress approaches the yield stress and that, therefore, this approach will also not yield an equation applicable to the flow of whole blood. The process of the velocity everywhere going to zero cannot be used here since a plug flow region has been forced. Another possible approach to the model is to force the gradient of vorticity to be zero at the centerline. l/x d/dx(x dv/ dx) = 0 at x = O (13) Then the velocity profile resulting from Equation A 62, A 63, and 13 is given by v =//_<,R/232 [1 - x2 - 4/a( 2(Io(<>(') " IO(O<‘x) ]‘ Wyn/32 [1 - x47/2oC(L0 (a) - Lo (ax))] (14) Again for the static and dynamic yield stresses to agree, either the velocity must go to zero for all x as 41, approaches/[J y’ which, it can be seen, is not the case, or the velocity gradient must go to zero at the yield radius, r =‘7VyRI’T;, and there be plug flow below this radius. If the derivative is formed, this is the case for 11 («fly/fin nary/7’.) = 7774047773) (15) which is satisfied only if (,2 ”fly/7w = 1.900 (16) The "constant",cx', is then a function of the shear stress at the wall and not a true constant. Therefore, this approach is also not valid. 22 No combination of realistic boundary conditions allows the concept of a couple stress in the form prOposed by Valanis and Sun to deseribe the flow of blood. It was necessary to change their model by the inclusion of a yield stress in the description of the stress tensor because many investigators have demonstrated its existence. The yield stress must be simply additive so that the strain rate goes to zero as the stress approaches the yield value. However, if the yield stress is included in this form, the velocity profile then derived fails to exhibit features which have been observed in data using blood. Therefore, it must be concluded that these features are due to some phenomenon other than a couple stress. THE FLUID WITH PARTICULATE TURBULENCE Cinematographic studies of the flow of blood in cylindrical vessels [8,55] show that RBC's rotate and do not maintain a constant radial position. This movement of the particulate matter in whole blood precludes the establishment of a smooth velocity profile. Rather, the velocity distribution can more prOperly be described in terms of an average profile with a superimposed series of small, irregular fluctuations. Fluctuations superimposed on a steady velocity profile have long been noted in the turbulent flow of fluids and a branch of rheology called turbulence theory has grown to try to describe flow exhibiting these characteristics. The basic assumption of turbulence theory is that momentum is transferred during flow by two mechanisms. The first is laminar shear, the mechanism used in Newtonian flow. The second is the action of eddies or vortices. A vortex of diameterAf can transfer momentum by physically displacing some fluid (with a III) 23 Inomentum characteristic of its radial position) a distance m Azae $2.3m some 0 I 0 .II 22353 3333:6542. A E”; 6.5.3322 IIv Hz“; 39335 1%Eifiai 3 I .T» 5023.; 32.56 . 4/ 29:89.28 02:52.: 0» 35:33.: I IIIIlv mmmuaomzép mmammwme oe 505.3: / zo_em 29 The syringe is connected to the sealed reservoir with a 14 gauge stainless steel needle, a Touhy-Borst adapter (B & D) and stainless steel Swagelok 0 seal adapter (Crawford Fitting Company, Solon, Ohio). The upstream reservoir is a 3/4 inch diameter by 1% inch cylinder machined from a two inch block of Plexiglas with a removable Plexiglas cover sealed by a one inch 0 ring. The cover is beveled towards the center vent to aid in the removal of bubbles. The vent is sealed with a silicone greased brass screw. The reservoir contents are stirred with a Teflon coated ball or rod rotated by a magnetic stirring motor located below the reservoir (See Figure 7). The air gap between the stirring motor and reservoir is flushed by an air stream to prevent heating of the experimental Sample. In the block face Opposite the syringe drive inlet is machined a one to ten or standard taper (S) for insertion of the interchangeable precision bore capillaries. In the other faces at the same height as the capillary port are Swagelok fittings for the bypass and the transducer circuit. The capillaries were made from precision bore glass tubing (Fischer Porter Company, Warminster, Pennsylvania) and ground at both ends to standard taper. Some are shown in Figure 9. The downstream reservoir is a 1 inch diameter by 2% inch cylinder machined from a two inch block of Plexiglas with a removable Plexiglas cover sealed by a 1% inch 0 ring. The cover is vented to the atmosphere through a two way valve (B & D). One face has a hole with a standard taper machined into it to accept the capillary. 30 0mm: w3._.EePI ., I mozarm AN '1 v .1 .I III I. ‘11.... L, I: , ... .4 . 71!... . , f. I“) \ IqIIII, . ......nhnz. Ah \x... 1, $50.33.: amusomzfifi / 31 .__<._.mo m3._.enome ...-A Aw 2M Eo>mmwmm 2mmmLm z.O_._, o o 4 O (I o o I» .° 0° 1,002 o c o o ICOC o . o F 0° 0 o o O O 1 e o 0 030 a 0L 1 1 l 0 0 I0 20 30 4O 50 NUMBER OF SCREW DRIVE REVOLUTIONS (MARCH) 39 TABLE 2 FLOW RATES AVAILABLE Gear Box Syringe Setting 10 cc 2 cc 1 cc 107*- 1 10.70 3.96 1.11 .0119 2 4.28 1.585 .444 .00478 3 2.14 .793 .222 .00239 4 1.07 .396 .111 .00119 5 .535 .198 .0555 .000597 6 .214 .0793 .0222 .000239 7 .107 .0396 .0111 .000119 8 .0535 .0198 .00555 .0000597 9 .0214 .00793 .00222 .0000239 10 .0107 .00396 .00111 .0000119 11 .00535 .00198 .000555 .00000597 12 .00214 .000793 .000222 .00000239 Flow rates are in ml/min. The flow rates above represent the results of calibration calculations on the particular syringes used in this study and thus do not agree with the flow rate chart supplied with the syringe drive. 40 precise readings could be obtained. A series of pressure-flow points were obtained using the calibrated pressure transducer and syringe drive. The pressure drop was corrected for entrance and kinetic energy effects by subtracting 1.17 velocity heads according to the recommendations of Van Wazer, et a1 [67]. Since water is Newtonian and therefore obeys Poiseuille's Law and its viscosity is known as a function of temperature, all that is now unknown in Equation 1 is tube radius. This is calculated from the flow-pressure data. The results are shown in Table 3. Other Equipment The pH meter was calibrated daily with pH 7.00 buffer (Mallinckrodt Chemical, New York). In addition the span was checked once with pH 4.01, pH 7.00, and pH 10.00 and assumed constant. The centrifuge head was fabricated by the Machine ShOp of the Division of Engineering Research and thus needed standardization. This was accomplished by measuring its speed (6500 rpm) with a tachometer, calculating the time for centrifugation [29], and running duplicate blood samples at various hematocrits in a standard laboratory centrifuge (from the Department of Physiology) and in the fabricated centrifuge. Samples from twenty to seventy hematocrit agreed to within one unit. EXPERIMENTAL PROCEDURE For the ionic experiments, blood was drawn from dogs maintained by the Center for Laboratory Animal Resources at Michigan State especially as blood donors. The dogs were heparinized (5 mg/kg) to prevent blood coagulation and the blood sample was treated with additional heparin (35 cc 1% heparir/lOO ml blood/day) if storage for a 41 .maumcoH ucououwwv Ou vcaoum onau mama on» mum a bum .o .m moans % “ouoz «.mom nwmw. «o.o~ mm m.no~ n.oH~ «new. NH.oN om nom.m Mm n.5Na mcom. mm.¢~ 0H H.wNH m.wNH mmom. ~.¢~ ma ou~.m n m.NoN m.nom mnmm. w.- ON Hum.Oa so m.no~ o.qo~ “mom. m¢.H~ ma moH.NH 8m m.mo~ mafia. m.m~ ma m.¢o~ m.moa omow. q.m~ w ¢o¢.~H q momma N.ow¢ ommm. mH.mN oq mmo.m~ m m.wmm owum. o.H~ mm m.mmm m.omm aewm. n.w~ «N can.mH N m.~om aomw. N.m~ um ¢.~0m «cam. mn.m~ Hm H.mom omom. m.o~ Hm m.¢om meow. m.m~ mm n.mom o.~om wmww. o~.m~ «N wao.ea H ammuo>< vmumasoamo mo 00 muafiom Mama :0 Oops x\.umuosmwa mew huwmoomw> unnumuomaua mo nonaaz auwcoq mHADmmm ZOHH I30~ N S I- «II— r I >- z I— - / — ' _ IZO‘ U) 3 POTASSIUM O 5 "/ i F «P o 9 NN=IO _U_) 1; MO“ > 8 _ 1. J 11.: L [lNzII as I00 U. 1 N=6 .I. 90L .1 O 5 IO IS 20 35 CATION CONCENTRATION MEQ/L o INDICATES CONTROL CATION CONCENTRATION 49 blood was collected from dogs maintained by the Michigan State University Center for Laboratory Animal Resources especially as blood donors. Average blood viscosity at this potassium level is elevated 4.1% over the corresponding control, which is another aliquot diluted with dialysate solution. The increase is not significant at the .05 level. Blood viscosity is elevated 15.2% above control at a potassium ion concentration of 13.2 meq/l. This is significant at the 0.01 level. Dilution of blood with saline results in a 2.1% decrease in viscosity, which is not significant at the .05 level. This corresponds to a potassium ion concentration of 3.9 meq/1. Elevation of blood calcium level from 4.7 meq/1 to 17.3 meq/1 results in a 4.5% decrease in viscosity. This is not significant at the 0.05 level. Elevation of blood magnesium from 2.0 meq/l to 14.7 meq/l results in a 5.0% decrease which is not significant at the 0.05 level. Figure 13 shows the effect of various cation concentrations on the yield stress. None of the changes are statistically significant. The lack of any significant change of viscosity or yield stress with dilution by saline or magnesium chloride suggests that the slight increase in chloride ion concentration or decrease in any other anion concentration accompanying these dilutions also have no effect on either the Casson viscosity or yield stress over the range which the anions varied. Otherwise, any change due to anion concentration would have to be counterbalanced exactly by the effects of each of these cations, and this would be highly unlikely. 50 NE FIGURE l3 3 CATION EFFECT ON YIELD STRESS LLI 0'04I Z (>3- 0.02+ _ __;~ [MAGNESIUM «r O O f I’ I Z ~02 O b O 04 2 . O 0.04» T ‘I E CALCIUM LL ff} 0.02- U) 2 r 1 U) o I LIJ _J o 0‘ § . U {ID—E "-°2I J 2 — . SE 004.. [POTASSIUM 9.“ 5 I T >‘E O.Ozi T Z Z I‘ [IL IL --—- o u 0 ». a ‘83 S , J_ I + E m -.02 I .I. U 6 5 IO IS 20 2:5 CATION CONCENTRATION MEQ/L O INDICATES CONTROL CATION CONCENTRATION N SAME AS FIGURE I2 pH EFFECTS To study in a viscometer the effect of pH on the Casson flow parameters, it is necessary to increase and decrease the pH of some aliquots from the normal value. There are three possible methods to do this. Two are aeration with varying mixtures of oxygen and carbon dioxide and admixture with isotonic solutions of differing pH. The results from these two procedures are complicated by the effect of pH on hematocrit [48, 50] and the resulting effect of hematocrit on the Casson parameters. Decreasing pH is associated with swelling of RBC's because of the water movement accompanying bicarbonate ion diffusion, and a resulting increased hematocrit. The third method of adjusting pH is admixture with non-isotonic solutions of differing pH. If the tonicity of these solutions are properly adjusted, RBC size and therefore hematocrit will not change. Since it is not the purpose of this study to determine the effects of altered tonicity, and since altered hematocrit is the natural response of whole blood to pH change, admixture with isotonic solutions is used here. Control procedure for this series of experiments consisted of admixture of 35 cc. of whole blood with 5 cc. of dialysate solution as in the ionic section. The yield stress and viscosity of the collected data are listed in Table 4 of Appendix C and are summarized in Table 6. Average hematocrit of eleven control samples was 33.94. Average pH of controls was 7.428 for comparison with low pH treatment and was 7.444 for comparison with high pH treatment. Average yield stress of controls was 0.0306 dyne/cm2 for comparison with low pH treatment and was 0.0273 for comparison with high pH treatment. The tube diameter used was 400/{. 51 52 Low pH was attained by admixtures of blood with a 1:1 mixture of isotonic HCl and dialysate solution. This mixture was used because pure isotonic HCl gave values of pH far outside natural limits. Dilution was the same as with control so that there was no viscosity change due to different protein levels [40]. Average blood pH was 7.024. Average hematocrit was 37.10. Blood viscosity increased 1.41%, but this change is not significant at the .05 level. Average yield stress increased by 0.019 dyne/cmz, and this change is significant at the 0.01 level. High pH was attained by admixture of blood with a 1:3 mixture of isotonic NaOH and dialysate solution. Dilution was the same as with control. Average blood pH was 7.831. Average hematocrit was 32.27. Average blood viscosity increased 0.53%, but this change is not significant at the .05 level. The average yield stress fell by 0.0042 dyne/cmz, but this change is not significant at the .05 level. The observed increase in yield stress at decreased pH might be attributed to pH induced swelling. However, since the viscosity does not increase, this hypothesis must be considered suspect. Since RBC's are positively charged particles, it is possible that a change in pH toward making their environment more positively charged (more H+ or lower pH) would enhance their self-attraction, and thus result in an increased yield stress. ACTIVE HYPEREMIA A natural process during which ionic and pH changes occur is exercise or active hyperemia. For example, hydrogen and potassium ion concentrations increase during exercise [5%]. It is desired to determine if the altered resistance to flow observed during active hyperemia can be explained by viscosity changes due to ionic effects. The organ used in this study was the canine gracilis muscle. Preparation involved anesthetizing the dog with sodium pentobarbitol (30 mg/kg) and ventilating with a mechanical respirator. The right gracilis was surgically exposed and freed from connective tissue. All blood vessels connected to the muscle except the major artery and vein were ligated. Heavy occlusive cord ligatures were placed at each end of the muscle to completely eliminate collateral flow. A short section of the gracilis nerve was freed from investing fascia and encircled with a loose ligature. The gracilis vein was cannulated and its outflow diverted to a polyethylene collection bottle. Sodium heparin (5 mg/kg) was injected intravenously to prevent coagulation. In small dogs, the leg vein was cannulated instead of the gracilis vein so a larger cannula could be used. Lower back pressure results and thus the transcapillary pressure rise accompanying increased flow was minimized. A sample was taken under natural flow conditions. This was used as control. Electrical stimulation was then applied to the gracilis nerve (6-10 volts, 0.06 msec duration, 6/sec frequency). After several minutes, venous outflow was collected as the active hyperemia sample. Mbst samples were collected in the late morning, refrigerated, and run within four hours. Several runs were collected from the cannula under 53 54 mineral oil to minimize gaseous exchange with the atmosphere. These samples are designated in the Appendix. The most frequently used tube diameter was 400/(. During active hyperemia, blood hematocrit increased to an average of 44.33 from the control average of 41.27. A viscosity increase of 12% is predicted from viscosity versus hematocrit charts for this change. Despite this predicted increase, the Casson viscosity as determined in the experimental apparatus did not change. A statistically insignificant decrease of 3.3% was observed. Average pH changed from 7.384 to 7.249 during active hyperemia, and the pH results from the previous section imply no effect on viscosity. Blood potassium increases during active hyperemia,but this also may result in an increased viscosity depending on the potassium level attained. While it has long been known that vasoactive agents are released during active hyperemia, the fact that the observed lack of viscosity change cannot be explained on the basis of altered hematocrit, pH, and ionic concentrations suggests thatviscoactive agents may also be released, or the results may be due to some other ionic effect not investigated. Although the observed lack of change in viscosity cannot be explained in terms of the variables studied, the lack of increase in resistance to flow expected from pH and hematocrit changes is fortunate since increased blood flow is needed to supply oxygen and to remove metabolic by-products from exercising muscle. An increase in the yield stress by 0.028 dyne/cm2 from an average of 0.0374 dyne/cm2 was also Observed. This is statistically significant at the 0.01 level. Decrease in pH is associated with a marked increase in yield stress so most of this increase could be due 55 to a pH effect. Increase in blood potassium has no effect on yield stress. Also, yield stress is roughly proportional to the hematocrit cubed [44,, so an increase in Hct also implies an increased yield stress. Another factor is pertinent here since this is an in vivo experiment. Siegel and Kolmen [58] have found that during metabolic or respiratory acidosis, the fibrinogen level in plasma or lymph is inversely proportional to pH. Thus, decreased pH should yield elevated fibrinogen levels. Merrill, et a1., [43, 46] and Walder, Weaver, and Evans [67] have found that yield stress is proportional to fibrinogen concentration. Therefore, an increase in yield stress should result from the pH induced increase in fibrinogen. Thus, the increase in yield stress may be explained as the sum of effects of pH, hematocrit, and fibrinogen. SUMMARY Two rheological models were investigated - a couple and yield stress model and a turbulence model. The couple stress model prOposed by Valanis and Sun fits some blood velocity profiles well, but the model lacks a yield stress. Since a yield stress has been demonstrated by many investigators in blood, one must be included in any model which is to describe blood flow. If this is done, negative velocities are predicted for some wall shear rates above the yield value using a variety of boundary conditions. Since this is physically impossible, the concept of a couple stress does not truly describe blood rheology. If turbulence theory is applied to the flow of blood, it is concluded that momentum transport by the eddy-like rotation of RBC's is negligible when compared to momentum transport by laminar flow of a suspension of RBC's in plasma. At low shear rates, there are more particle-particle interactions than prOposed by a simple yield stress fluid. The best available rheological model for blood flow is the Casson model. It was used to investigate the effects of altered cation concentration and of active hyperemia. The concentration of the principal cations (sodium, potassium, calcium, magnesium, and hydrogen) in canine blood was altered by 1:7 dilution with isotonic salt solutions differing in their 56 57 ionic makeup. Blood viscosity increased 15.2% at a potassium ion concentration of 13.2 meq/l when compared with control blood (4.2 meq K+/l). Control blood was a paired aliquot of blood diluted 1:7 with dialysate solution to maintain tonicity, hematocrit, and other ionic concentrations at the same level as the test sample. This viscosity increase is significant at the 0.05 level. Low pH (7.02) blood had a 0.019 dyne/cm2 higher yield stress than control blood (pH 7.43) with a significance of less than 0.01. Other cation concentration levels produced no significant changes. Venous outflow from a canine gracilis during active hyperemia was not different in viscosity from the venous outflow prior to stimulation. However, the yield stress was an average of 0.028 dyne/cm2 higher, which change is significant at the 0.01 level. RECOMMENDATIONS To improve the accuracy and utility of the experimental apparatus used here, several modifications might be made. Periodic variations in the pressure drop readings have been noticed, and the period decreases with increasing flow rates. This might be due to imperfections or non-uniformity in the drive screw or to gear lash in the drive train. These defects can be corrected by regrooving the drive screw and movable carriage and by changing the drive train to square tooth gears. The latter modification will, of course, make it more difficult to change speeds. However, the pressure drOp readings will then be more precise due to a more uniform flow rate supply. There are also fluctuations in the pressure reading due to the physical impact of the stirring ball on the reservoir walls. These could be eliminated by allowing the ball to rotate on a pin or by making a dishshaped floor in the reservoir so that the ball would not climb up and come in contact with the walls. The brass seats on the B&D valves wear out rather rapidly and the valves could be replaced by a more durable type to eliminate this problem. This study has found an elevated yield stress in blood of low pH and in blood from active hyperemia. An elevated level of fibri- nogen has been implicated as the causative mechanism. The concentration of fibrinogen in active hyperemia blood should be determined to confirm this hypothesis. 58 APPENDICES APPENDIX A APPENDIX A MATHEMATICAL DERIVATIONS l. Poiseuille Flow of a Casson Fluid For steady state axial flow of a fluid in a tube, the Navier - Stokes equation reduces to dp/dz + l/r d/dr (r’T) = 0 (A 1) Since the first term is a function of 2 only, it is constant. Let dp/dz - -Ap/L where L is the length of the tube considered. If Equation A l is multiplied by r and integrated + (A p/2L) r2 + r 'r .. cl (A 2) From symmetry‘Y is zero at the centerline. Equation A 2 thus requires that C1 be zero at r = 0. Thus ’1’ = -Ap r/2L (A 3) Equation 2 on page 9 can be rearranged to give 1/2 1/2 1/2 s( -dv/dr) = ’7’ — 1‘}, (A 4) Combining Equations A 3 and A 4, and squaring, 1/2 -dv/dr - [-Ap r/2L - (-Ap r21’y/L) + ’T’y] /s2 (A 5) Integrating with respect to r 1/2 3/2 2 -v ... [-Ap r2/4L - 2/3 (-2Ap Ty/L) r +7’yr] /s + 02 (A 6) From the lack of slip at the wall, v = O at r = R. 1/2 3/2 0 - [-Ap 18/41 - (-8Ap q’y/9L) R + 13R] II;2 + cz (A 7) Equations A 6 and A 7 imply the velocity profile is - 3/2 3/2 v - [(-Ap/4L)(R2-r2) “-V -8Ap ’T'y/9L (R - r ) + ’T'y(R-r)] /sz (A 3) 59 60 Recall that the Casson model is valid only for shear stress greater than the yield value. Since the shear stress is linear with radius in Poiseuille flow, Equation A 8 is valid only radii greater than the radius, r at which the shear stress reaches the yield stress. y, The flow rate of a Casson fluid can be obtained by integrating the velocity across the tube. R Y A 9 Q = 2‘7’ vrdr = Zifvy rdr + 217 vrdr ( ) 0 O ry where vy denotes the constant velocity at radii at or below ry. .."2 -AP _ _-8AP 32_32 _ Q (845,. [—41.4112 :3) ”Tina / ry/ ) + ’50: ry)] (A 10) I '“_‘ 3/2 5/2 + fig. [:ZAf‘£(R2r-r3) . L8.§A_ITB.'_YY(R r-r ) + Ty(Rr-r2)] dr r y From Equation A 4, the shear stress at the wall, 7;, is given as -£5pD/4L. Also from Equation A 4 may be obtained the expression for the yield radius. If Equation A 11 is substituted into the integrated Equation A 10, like terms in powers of T; can be collected to give Q = 7D3[Tw/4-4\/TyTw/7-T§t /841',3, wry/3] /832 (A 12) Expressing the average velocity in tube diameter per time, " . . - ..«A 3 2 U $93.3 [TV/4 a 'ry'rwn Iy/am'wwyla] /2s (A 13) is the desired expression for Poiseuille flow of a Casson fluid. 61 2. Poiseuille Flow of a Fluid with Couple and Yield Stresses To solve the problem of Poiseuille flow Of a fluid with both couple and yield stresses, the apprOpriate differential equations must first be derived from the principles of continuum mechanics. Figure 14 shows a fluid element in a velocity field and the forces acting upon it. Forces acting to change the linear momentum of the element are the two traction forces, pressure and shear. By the definition of a couple as two equal forces acting in opposite directions, but separated by a lever arm, the net effect of a couple upon the linear momentum of the element is zero. Forces acting to change the angular momentum of the element are the couple stress and the shear stress. Since the pressure stress acts only perpendicularly to the faces of the element, the net effect of the pressure upon the angular momentum of the element is zero. The first equation of motion can be obtained by considering the linear momentum of the fluid element. At any point in time, t, the linear momentum in the ith coordinate direction, P1, of all particles in the domain, D, is p, = jDflvidv (A 14) where/0 is the fluid density, and vi is the instantaneous velocity in the ith coordinate direction. If the domain is subjected to surface tractions, T1, the resultant force, F1, on the body is F1 =§T1ds (A 15) where dS is a surface element of D. If the tractions are decomposed by Cauchy's formula [24] into components VOLUME ELEMENT IS DOMAIN D 62 PRESSURE m4- WHERE Y IS THE POSITION VECTOR SHEAE_._._._.. ads Y : @dv V < ,."‘J.\' % I. x, % - COUPLE A ‘- c———-- "’ #— {— SHEAR+ PRESSURE = TRACTION Ix" Tkj Ti] COUPLE + TORQUE : MOMENT FROM THE CENTER OF D Xi xi FIGURE I4 FORCES ACTING ON A FLUID ELEMENT 63 where nj is an orthonormal vector directed outward in the jth coordinate direction, Equation A 15 can be transformed by the Green- Gauss theorem [25] into the volume integral Pi = In 6131/an dV (A 17) Newton's Second Law states that the rate of change of linear momentum of a body is equal to the force acting on that body. This can be expressed in the Eulerian reference system as DC Combining Equations A 14, A 17, and A 18. D - . D D Since Equation A 19 is true for any choice of domain, the kernels of I the integrals must be equal ,0 Dvi/Dt =3’T’j1/QXj (A 20) This is the first equation of motion or Cauchy's First Law.l:7] When considering angular momentum it is customary to use the vorticity vector, wi, which is defined [60] as half the curl of the velocity vector, instead of the velocity vector, W1 = 1/2e11mW1m '- 1/4e11m(a vm/ 6x1 -aV1/3xm) (A 21) where eilm is the cyclic permutation number [26], or the permutation tensor, and Wij is the vorticity tensor. Considering the angular momentum instead of the linear momentum the equivalent of Equation A 19 is fiJIfl/Owidv- f For simple shear of an incompressible fluid, Equation A 24 can be simplified to H C) which has the analogy fl dwj/dxj O (A 26) The constitutive equations for the fluid with couple and yield stresses are defined after Valanis and Sun [63] as ”I“ = - P513 ' 32(3V1/3 "j +3VJ/3xi) iJ +"\'y(1 ..Jij) for Tijatriy (A 278) Tij - inj’ avi/axj =Ofor 7’11(’f’y (A 27b) /c1j=4})8wj/axi+4)1'awi/axj (A28) where irij is the symmetric part of the stress tensor, p is the static pressure, a ij is Kronecker's delta, 82 is the coefficient of viscosity, 79y is the yield stress, andiz and)? ' are the couple stress coefficients. From Equation A 26, it can be seen that the left hand side of Equation A 23 is zero. Rephrasing Equation A 23 in terms of some 65 dummy indices, (\- 341:1 /<9Xr+ e lrk ’rk = 0, (A 29) premultiplying by eijl and converting the cyclic permutation number product into equivalent Kronecker's deltas [26] eijl 9/(1’1/‘9 Xr + (fricflcj 'Jrjé'ki)’l"rk = 0 (A 30) OI' frll eijla/rrI/«er = 2! ji (A 31) where’T'A = % (GVij "Tji) is the antisymmetric part of the stress 11 tensor. . . . . ,c A+ Combining Equations A 20, A 24, and A 31, with 0 ji = ji 8 (V ’ ji. Av 3 <9 ’ji/3xj + 35 eijlaz ,‘(rl/axraxj = O (A 32) Substituting Equations A 27a, b, and A 28. 2 -3P/axi - sZaZVj/ axiaxj - 32&2v1/axj + Zeij1(’l 93.1,.) 2., as - ’2' a3wrlaxrax1 9 Xj) = 0 for Tij 2;; (A 338.) a we xj = O for 7",“ try (A 33b) The second and fifth terms in Equation A 33a may be eliminated by rearranging the order of differentiation and using Equations A 25 and A 26. Substituting the vorticity tensor, wij’ from Equation A 21 -ap/axi - 5292v1/9xi + 2 )2 eij1(35 eir3<93wrs /ax293j) = o r (A 34) 66 or in terms of the Kronecker's deltas -ap/axi - szazvi/8x§ +7(erfls - stcfrl)<93 ”rs/69X: 3 xj = o (A 35) -ap/axi - szazvi/ax? +7(<93\Ij1/ax2<9xj - J 63 2 . = wlj/a xr ax] O (A 36) Since Wij = - wji: Equation A 36 becomes 'ap/axi - szézvi/axg + 2733 {43-1/3 x3, an (A 37) Substituting Equation A 21 to obtain the differential equation in velocity, _ _ 2 2 2 w 2 2- a4. ap/axi s a vi/c9xj +)z¥‘v]z/c9xrc9xJ ? vJ/ axgaxjaxl = O (A 38) where the fourth term may be removed by the use of Equation A 25. A convenient way to convert Equation A 38 into the cylindrical coordinates needed to solve the problem of Poiseuille flow is to first express it in vector notation -vp- #vw+nvw=o (Aws -Vp + v2 (nvzv - 82v) = O (A 39b) Now formally stating the conditions for Poiseuille flow, vr=vg=0, vz=v (A 40) ap/ar asp/as = o, ap/a. = dp/dz (A 41) ¢r9= 792 =0: Trz"l for 7r? Ty (A 42) 67 and applying this to Equation A 39 in cylindrical coordinates, -dp/dz + l/r d/dr [r d/dr ()zV72v -szv) ] = O for G” 2.7%y (A 43a) dv/dr = O for Q” (Ty (A 43b) For steady state flow, the pressure drop is independent of axial location. Let -dp/dz = Ap/L = k (A 44) Integrating Equation A 43a with respect to r, followed by division by r, and substituting Equation A 44, '82 dv/dr + ’7; + 7? d/dr V72v = -kr/2 + cl/r A)“ for I / I y (A 45a) ’I“? dv/dr = O for y (A 45b) Since the right hand side of Equation A 45a may not become infinite at the centerline, c1 must equal zero. d/dryvzv - szdv/dr = - kr/2 '4; for T)? (A 46a) Y v = constant for flx< II; (A 46b) Equation 46a may be integrated with respect to r, and the final nabla expanded to give Ef- [d/dr (r dv/dr)] - 82V = -kr2/4 “'Tyr + C2 (A 47) Let x = r/R and form the indicated derivatives to get, upon some rearrangement, x2 $324+ x-gl-oézxzv-flx4+3x3-orx2=0 (A48) x x where 0(2 I 82R2/7 , ,5 =ApR4/47 L, 7= flw’yR3/7z , and J - 021120? . 68 Assume a series solution of the form: v = aixi (A 49) m a dv/dx = E (1+1) a1“ X1 (A 50) (i+2)(i+l) ai+2 Xi (A 51) 80 dzv/dx2 a M, i 0 When these Equations are substituted into Equation A 43, OO 1'0 flx‘I +D’x3 «fo - O (A 52) Let j a i + 2. be alx -flx4 +D/x3 «fxz + E (jzaj -0(2aj-2) xi + 0 (A 53) i=7- Expanding some of the series terms to allow evaluation of like coefficients. alx + (4a2-O(2ao- d") x2 + (9a3-O(2a1+ a”) x3 + (l6a4-0( 2a2- ,8) x4 0Q + E (jzaj -o(2aj-2) xi = O (A 54) j=s The unknown coefficients can now be obtained: a1 - O (A 55a) a2 - (42% + 5V4 (A 55b) a3 = («2:31 - 5.),32 = - W32 (A 55c) a4 - (0(2a2+/6)/42 = [42(o(2ao+ 5w. +5] /42 (A 55d) an .. 0(2an-2/n2 ngs (A 55e) 69 v - a0 + (aC'zao+=S') x2/4 - J‘ x3/32 +42x5/325M4x7/325272+...J +[o(2/a +5] [x4/42—I-o(2x6/4262+o( 4x6/426232+. . .] for 4‘”?y (A 56a) v = constant for ’IV‘T’}, (A 56b) The infinite series in Equation A 56a, b can be expressed in terms of more familiar functions. Consider the modified Bessel function of zero order [1] : GD 10““) ‘ i._[_).o (AS9c) 70 Therefore 3 2 "‘ 3 35 357 0< o(2 Combining Equations A 56, A 58, and A 60 v = a0 + (...(Zao +5) x2/4 -&/[7/V/20(3L0(o(x) - x/o( 2] + [o( 2(o(2ao +5)/4 +fl] [II/(x410 (0(x) - 4M4 - x2/o(2] (A 61) Still undetermined are ax>constants, a0 and ci'which contains the unknown quantity, c2. Consider the appropriate boundary conditions. Assuming no slip at the wall, v = 0 at x = l (A 62) From symmetry considerations. dv/dx = O at x = 0 (A 63) From the vanishing of the couple stress at the wall [63] , d2v - )z'lx dv/dx = 0 at x = l (A 64) dx2 ' The first and second derivatives of v arel:2, 47] dv/dx - 1/2 (0(2ao+a’)x -&’ [’57le (L1(o(x) + 2/;,\-) - 1/a( 2]+ [.(2(.< 2ao+c§)/4 +/3] [RI/431161") - 2x/o(2] (A 65) dZv/de = (0(2ao+J)/2 -3’ 67/204 Lowx) - L1(.(x)/.(x] + [o( 2(a(2ao+J)/4 +,6’] [MC—(Iowa) - I1 (dx)/MM 3 -2/0( 2] (A 66) 71 Applying Equation A 62 to Equation A 61, o = a0 + (orzaowm -a*[1rL./2o<-1] +,6’[1-4(I.(q>-1)/o(2] (A 68) Equation A 63 is solved identically. Letlfi;= 7Z’IIZ , and apply Equation A 64 to Equation A 66 and A 67, (dzao+J)/2-7/\J[Lo(o()-L1(o()/w( ] /20( + [6(4ao/4+0(2J/4+fl] [41.(o<>/.(2-411(o<>/.<3-2/a<2] a? (0(2ao+f)/2 +r2rfL1(oo/2.<2 +[.<4ao/4+o-(1+i)L1(a<)/a< ,M 1 - (1+7)11(o()/o( Io(o() -/[1+4/.(2- Zfl'i) — ] (A71) 0< 2 (1- (l+’Z)I]_(a{)/0& 10(4)) 72 Combining Equation A 70 and A 71, and solving for so, a0 .../0% [1 + 2(1-77) (1-Io(:2()) J 42(Io(o(>-(1+rz>11(.x>/.x> - 0’ 7r (I‘IO(<‘<)(L0(c{)‘(1+”T)L1(<\’)/d) —2- [1 - ._ Lo(o() + ](A 72) 2d ( Io(o()-(1+)E)I1(o\)/d\ ) The velocity profile can now be written in terms of known parameters .129 2.2 [1 - x2 + 2 (1-"»;>(Io(.ér>-Io(a<>) ] “(2(Io(a()'(1+’z)11(0()/0() - BE [l-x + .11? Lo(o(x)-Lo(o()-(Io(c(x)-Io(o(> 20K Lo(o()-(1+§)L1(o()/o( )] 10({)-(1+/z‘)11(o<)/a< for ”Iva/IV (A 73a) v = constant for ’T< (A 73b) Let 4"W = A pD/4L, and substitute system parameters for Band 3'"; v'f-%1[1£2 +A( o(a(r/R)' I.(x>)] 1%.?[1 - 1% __7_2 (Lo(a( Ir/R)-Lo(o()-B(Io(o(r/R)-Io(o()))] for “"7773, (A 74a) v - constant for ’T’< ’1'), (A 74b) where A and B are given by A - 2(1-fi)/(o(2(10(oc) - (Minnow/om (A 74c) B =- (10(4) - (1+fz‘>L1(o<>/o<)/(I.(o<)~(1+'i)11(o<)/oc> (A 74d) 73 3. The Viscosity of A Suspension of RBC's The presence of red blood cells in blood is the chief factor which makes blood viscosity higher than plasma viscosity. The presence of suspended material is known to elevate viscosity. Assuming that the inertia terms in the Navier-Stokes equation are negligible, it can be shown [37] that a random suspension of rigid spheres elevates viscosity according to Einstein's equation «app = ,4{liquid(1 + 2'5 g spheres) (A 75) without altering the non-Newtonian behavior at moderate shear rates. The supposition made is equivalent to assuming that the particle density is equal to the liquid density and that particle migration in the velocity field is negligible. These assumptions are approximately correct for blood flow. However, the assumption of rigid spheres is quite inappropriate. Taylor [E2] has shown that for non-rigid spheres, Einstein's equation must be modified to v«app " «liquid (1 + 2-5 Qspheres (A drop + .4 «4 liquid)/ (4drop +’6(liquid)) (A 76) Since the internal viscosity of an RBC is reported to be in the range of 1-6 cp. [l9] this correction is not negligible. The biconcave shape of the RBC should not effect the applicability of the analysis since Kynch [37] has shown that spheres with holes drilled through them behave as rigid spheres of the same diameter. However, the orientation of the non-spherical RBC's in the velocity field would make it seem as if a suspension of different size spheres were present. Roscoe [51 has shown that a mixture of rigid 74 sphere sizes gives “4 app = Aliquid/ ( 1 ' ¢ spheres)2.5 (A 77) where ¢ spheres must be 1.35 times the actual volume fraction if the spheres are large enough to entrap a significant amount of liquid in a closest packed structure. Numerous other assumptions can be made and Rutgers [54] has compiled about a hundred different equations for suspensions which have been derived or been empirically fit to data. A form of the Einstein's equation which has been found appropriate for blood is in the reciprocal of concentration, which implies a mixture of non-spherical particles. The equation is ,1(app = .1‘p1asma / ( 1 "17'§ZS) (A 78) where JL= 0.07 e2-49Q) + ( 1107/12) e‘1-65@ (A 79) and T is the absolute temperature in 0 Kelvin. This has been found by Charm and Kurland [12] to have an average accuracy of within 1.5% between Q) -= 0.1 - 0.6 and 10°C to 37°C. Equation A 78 and all other equations above do not consider particle-particle interactions nor the ability Of the particles to rotate. The equations merely represent the increased resistance to flow of aiiuid in which micro-regions of plug flow are established. In the turbulence model, particle-particle interactions will be accounted for by a yield stress and the rotation of the RBC's will be modeled as constant diameter eddies. 75 4. w’ a r e The equation of motion must be derived which describes a fluid with particulate turbulence in it. Following turbulence theory, it is assumed that the instantaneous velocity at any point can be mathematically separated into a time-averaged component, 3, and a fluctuating component, v', v='\7+v' (A80) Equation A 83 can be transformed into (see Hinze [B4], for example) -4—4- 49! + f vrvz= - Apr/2L (A 81) I-+—+ whereiqv is the shear stress of the laminar flow and - ' vrvz is a statistical correlation called the Reynold's stress in turbulence theory. This equation is applicable to flow with any type of disturbance in it. Assumptions made in the derivation of Equation A 81 are angular symmetry and that neither the magnitude of '32 nor its fluctuations vary in the axial direction. These assumptions are valid for flow in a constant radius viscometer tube and are not far in error for flow in vessels with low taper. For whole blood, it is assumed that RBC's rotate in the velocity field in the tube at an angular velocity,LU , which varies with radial position (see Figure 15). Velocity fluctuations are produced tangential to the rotating RBC's and are therefore equal to the radius of an RBC,,{ , times its angular velocity v'(r) =,( w (r) (A 82) 76 FIGURE I5 FLUCTUATIONS DUE TO A SPHERE ROTATING IN A SHEAR FIELD (A) “3" V’2 _. __ __ ' ______ R0 .9 v2 “-7 I 0) Ar 77 The fluctuations in the radial direction at radius R0 are proportional to the cell tangential velocity at radius R0 and to the percentage of cells v; (R0).( H (742010) (A 83) while the fluctuations in the axial direction at radius R0 are prOportional to the tangential velocities at radii Ro-+«('and R0 —,€ and to the percentage of cells v; (Ro)ob (A 96) Since the velocity goes to zero at the wall, the constant C2 can be determined. v - (Ap/2L-fi)(r2-R2)/2,q + (If), + flR)(r-R)//( for Rgr>b (A 97) 80 From Equation A 93, which was derived from the equivalent of Equation A 94b, (dv/dr)3=b=2y2 - 29092 - 24yW/( _ AWN/14101” - 2’I"yw/‘(- Apb'V/HL (A 98) where Wan/{l2 f 117-1263 Therefore from Equations A 95 and A 98, ,6 = (WI-MW - 24”,, w/fl-AWb/mfl/z - 43y - Apb/zL)/(R-b) (A 99) so thatfl can be expressed in terms of system constants. Integration of Equation A 93 yields VBVI' +yLL—_ (vz .. ZT/y {Pl/t- Aper/(Lfi/Z 3w A. +03 for ogra/va/fla (A 100) It is necessary that the velocity at radius b given by Equation A 100 agrees with the velocity given by Equation A 97 so that the velocity is not discontinuous. This allows the constant C3 to be determined. v=V(r-b) +2/1L (4)2 - 24~ W _ 39)Ap I y 1! Aer/(L)3/2 - (92 - 243, wa- ApbW/(L)3/2] + (Ap/zL ~,6) (b2 - R2)/2/( + (’7'), +flR) (b-R)//( for b; r) OER/4”,, (A 101) 81 It is necessary that dv/dr goes to zero at the yield radius, r a’r§R/¢{w. It can be seen from Equation A 93 that this condition is identically satisfied. The (constant) velocity in the center of the tube can then be found by using Equation A 101 v-Y(’I"yR/’I"w-b)+2_/1L [<73 - (4)2 - 39))Q,p 273W?” WWW/MW] + (AP/2L 73> (ohm/24+ (7"y +511) (b-R)//( for ’fyR/y/wngo (A 102) The flow rate in a tube can then be found by integration of the velocity profiles 7’yR/7’w b R Q - 277 ( vrdr + vrdr + [vrdr ) (A 103) O wit/7", b where the velocities are given by Equations A 102, A 101 and A 97, respectively. By integration and collection of like terms, Q/2'na3 - ’7", (1/8 - 11/2411 - b2/24R2 - b3/24R3)//¢+ 7’). ('1/8 + b/24R + b2/24R2 + b3/24RB)//Q+ (’2 (7'9/6 9’3 - b3/24R3 - b2/24R2 - b/24R - 1’24 "f’Z/‘7;/6¢’3+9’3/127’y/15¢3 - 9’4/(3/105'7’3 + (1 - Z’ry/QJ/{+7’wb/ (pg 10% [9)(47'3/1057'3 - (uni/105 73,11 - b2 ’ry/ss 7;,112 + b3/56R3 + b2/24R2 + b/24R + 2 2 2 1/24) +91 ”(475/3573 + 4 b Ty/los’l’wa + b2/70’I’w112) 437% (2 T’y/as 7’3 + b/105’7’8R) +9’4/(3/1057’3 ] (A 10“) 82 For the term involving the square root, the order of magnitude of (AI/4 is estimated (7,17 =/{2/2/° 11212 6 = (.06>2/(2>(1>(a>2(3x10-4)2(1> = 8 x 104 dyne/cmz (A 105) and it can be seen that 2(b’7;/R -’I;)/YZY is small in comparison to unity for any reasonable values of'f;. 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X :‘e‘L-adn <1 SUBSCRIPTS 107 volume measure = 1 mm3 coefficient of viscosity couple stress 3.14159265. ...... fluid density summation of stress, shear stress volume fraction term grouping I HIZfHZI 26 Einstein Law function partial derivative of y total derivative of y Eulerian derivative of y gradient of nabla Operator integral surface integral magnitude of vector coordinate index, iteration index coordinate index, iteration index coordinate index coordinate index coordinate index 108 SUBSCRIPTS (Cont'd.) s coordinate index w wall value y yield value SUPERSCRIPTS A antisymmetric s symmetric - time average ' fluctuating IE velocity average (tube diameters/time) 1(- term grouping = 7th) BIBLIWRAPHY 10. 11. 12. 13. 14. 15. 16. 17. BIBLIOGRAPHY Abramowitz, M., and Stegun, I. A. Handbook of Mathematical Functions, U.S. Government Printing Office, Washington, D.C., 375, 376 (1965). Ibid., 496, 498. Benis, A. M., Sc.D. Thesis, Massachusetts Institute of Technology, 97, 99, 212 (1964). Ibid., 17. Ibid., 54, 55. Bingham, E. C. and Roepke, R. R., J. Gen. Physiol., 28, 79 (1944). Bird, R. B., Stewart, W. E., and Lightfoot, E. N., Transport Phenomena, Wiley and Sons, New York, 85, (1966). Bugliarello, G., and Hayden, J. W., Trans. Soc. Rheol., l, 209 (1963). Carrier, 0., Ph.D. Thesis, U. Miss. Med. Center (1964). Casson, N., in Rheology of Disperse Systems, ed. C. C. Mill, Pergamon Press, New York, 84-104 (1959). Charm, 8., and Kurland, G., Nature, 206, 617 (1965). Charm, 8., and Kurland, G., Biorheology,.;, 163-164 (1966). Cokelet, G. R., et al., Trans. Soc. Rheol.,,1, 303 (1963). Conn, R. B., Current Therapy, 1969, W. B. Saunders, Philadelphia, cover, (1969). COpley, A. L., in Flow Progerties of Blood and Other Biological Systems, ed. Copley, A. L., and Stainsby, G., Pergamon Press, New York, 110-113 (1960). Davidsohn,I., and Henry, J. B., Clinical Diagnosis by Laboratory Methods, W. B. Saunders, Philadelphia, 1263 (1969). de Raedt, M., et. al., J. Appl, Physiol,, 26, 469 (1969). 109 18. 19. 20. 21. 22. 23. 24. 25. 26. 27. 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 110 BIBLIOGRAPHY (Cont'd.) Dintenfass, L., Nature, 213, 179 (1967). Dintenfass, L., Nature, 219, 956 (1968). Eringen, A. C., Mechanics of Continua, Wiley and Sons, New York 98 (1967). Fahraeus, R., and Lindqvist, T., Am. J. Physiol.,,2§, 562 (1930). Fishman, A. P., and Richards, D. W},Circulation of the Blood, Oxford U. Press, New York, 86, (1964). Frasher, W. G., et al., J. Appl. Physiol.,,25, 751 (1968). Fung, Y. C., A First Course in Continuungechanics, Prentiss- Hall, Englewood Cliffs, New Jersey, 52 (1969). Ibid., 190. Ibid., 26. Ibid., 40. Gilinson, P. J. Jr., et. al., Trans, Soc. Rheol., 7, 319 (1963). Guest, G. M., and Siler, V. E., J; Lab. Clin. Med,,‘12, 757-767 (1934). Haddy, F. J., and Scott, J. B., Physiology 501 Class Notes, Mich. St. 0., adapted from Annual Rev. Pharmacol., 6, 50 (1966). Haddy, F. J., and Scott, J. 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