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Title Assessment of the efficacy of membrane filtration processes to remove human enteric viruses and the suitability ofbacteriophages and a plant virus as surrogates for those viruses
Author(s) Shirasaki, N.; Matsushita, T.; Matsui, Y.; Murai, K.
Citation Water research, 115, 29-39https://doi.org/10.1016/j.watres.2017.02.054
Issue Date 2017-05-15
Doc URL http://hdl.handle.net/2115/74004
Rights © 2017, Elsevier. Licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/
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Hokkaido University Collection of Scholarly and Academic Papers : HUSCAP
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Assessment of the efficacy of membrane filtration processes to remove human enteric viruses 1
and the suitability of bacteriophages and a plant virus as surrogates for those viruses 2
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N. Shirasaki*, T. Matsushita, Y. Matsui, K. Murai 5
6
Division of Environmental Engineering, Faculty of Engineering, Hokkaido University, N13W8, 7
Sapporo 060-8628 Japan 8
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*Corresponding author. Tel.: +81-11-706-7282; fax: +81-11-706-7282; e-mail address: 10
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Abstract 14
Here, we evaluated the efficacy of direct microfiltration (MF) and ultrafiltration (UF) to remove 15
three representative human enteric viruses (i.e., adenovirus [AdV] type 40, coxsackievirus [CV] B5, 16
and hepatitis A virus [HAV] IB), and one surrogate of human caliciviruses (i.e., murine norovirus 17
[MNV] type 1). Eight different MF membranes and three different UF membranes were used. We 18
also examined the ability of coagulation pretreatment with high-basicity polyaluminum chloride 19
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(PACl) to enhance virus removal by MF. The removal ratios of two bacteriophages (MS2 and 20
φX174) and a plant virus (pepper mild mottle virus; PMMoV) were compared with the removal 21
ratios of the human enteric viruses to assess the suitability of these viruses to be used as surrogates 22
for human enteric viruses. The virus removal ratios obtained with direct MF with membranes with 23
nominal pore sizes of 0.1 to 0.22 µm differed, depending on the membrane used; adsorptive 24
interactions, particularly hydrophobic interactions between virus particles and the membrane 25
surface, were dominant factors for virus removal. In contrast, direct UF with membranes with 26
nominal molecular weight cutoffs of 1 to 100 kDa effectively removed viruses through size 27
exclusion, and >4-log10 removal was achieved when a membrane with a nominal molecular weight 28
cutoff of 1 kDa was used. At pH 7 and 8, in-line coagulation–MF with nonsulfated high-basicity 29
PACls containing Al30 species had generally a better virus removal (i.e., >4-log10 virus removal) 30
than the other aluminum-based coagulants, except for φX174. For all of the filtration processes, the 31
removal ratios of AdV, CV, HAV, and MNV were comparable and strongly correlated with each 32
other. The removal ratios of MS2 and PMMoV were comparable or smaller than those of the three 33
human enteric viruses and MNV, and were strongly correlated with those of the three human enteric 34
viruses and MNV. The removal ratios obtained with coagulation–MF for φX174 were markedly 35
smaller than those obtained for the three human enteric viruses and MNV. However, because MS2 36
was inactivated after contact with PACl during coagulation pretreatment, unlike AdV, CV, MNV, 37
and PMMoV, the removal ratios of infectious MS2 were probably an overestimation of the ability of 38
3
coagulation–MF to remove infectious AdV, CV, and caliciviruses. Thus, PMMoV appears to be a 39
suitable surrogate for human enteric viruses, whereas MS2 and φX174 do not, for the assessment of 40
the efficacy of membrane filtration processes to remove viruses. 41
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43
Keywords: Electrostatic interaction, Hydrophobic interaction, Microfiltration, Nonsulfated 44
high-basicity PACl, Pepper mild mottle virus, Ultrafiltration 45
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1. Introduction 48
The provision of safe drinking water is essential for ensuring public health. However, increases in 49
the global populations of humans and domestic animals have resulted in increased demand for safe 50
drinking water, which has led to the use of alternative water sources, sometimes of compromised 51
quality, in many parts of the world (Bosch, 2007; Ferrer et al., 2015). These population increases 52
have also led to increased fecal contamination of water sources, and because large numbers of 53
pathogenic microorganisms are shed in the feces of infected people and animals, water sources 54
receiving sewage discharge are often contaminated with those microorganisms (Rose et al., 1991; 55
Albinana-Gimenez et al., 2006; Bosch, 2007). Therefore, water safety plans built on the principles 56
of multiple barriers, hazard analyses, and critical control points are crucial not only for preventing 57
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the contamination of source water via human and animal waste but also for providing adequately 58
treated and disinfected drinking water (WHO, 2011). 59
Membrane filtration, particularly low-pressure membrane filtration, is commonly used as an 60
absolute barrier to microorganism contamination in the production of drinking water. However, 61
although complete removal of bacteria and protozoa has been reported for the low-pressure 62
membrane filtration processes of direct microfiltration (MF) and ultrafiltration (UF) (Jacangelo et 63
al., 1995; Howe 2006), varying virus removal ratios have been reported for these processes 64
(Jacangelo et al., 1995; Madaeni et al., 1995; Urase et al., 1996; van Voorthuizen et al., 2001; 65
Langlet et al., 2009; Boudaud et al., 2012; ElHadidy et al., 2013; Matsushita et al., 2013; Ferrer et 66
al., 2015). The mechanisms underlying the removal of viruses by low-pressure membrane filtration 67
include size exclusion and adsorptive interactions (i.e., hydrophobic and electrostatic interactions) 68
between the virus particles and the membrane surface. The relative contribution of these 69
mechanisms to the removal of viruses depends on the characteristics of the virus particles and 70
membrane such as the relative size of the virus particles to the size of the membrane pores and the 71
hydrophobicity and surface charge of the virus particles and membrane surface (Urase et al., 1996; 72
van Voorthuizen et al., 2001; ElHadidy et al., 2013). Indeed, since the pore sizes of membrane 73
filters are generally larger than the size of virus particles, there is almost no removal of viruses via 74
direct MF when the relative contribution of absorptive interactions to virus removal is negligible 75
(van Voorthuizen et al., 2001; Matsushita et al., 2013). 76
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Coagulation pretreatment prior to membrane filtration, particularly in MF processes, is widely 77
used in the water industry to improve the quality of drinking water, and the combination of 78
coagulation pretreatment and MF processes (coagulation‒MF) also shows promise as an effective 79
means of removing virus particles. Indeed, under appropriate coagulation conditions, the virus 80
removal performances of coagulation‒MF with membrane with a nominal pore size larger than the 81
size of the virus particles are similar or greater than the performance of direct UF with membrane 82
with a nominal molecular weight cutoff (MWCO) smaller than the size of the virus particles 83
(Matsui et al., 2003; Matsushita et al., 2013). Aluminum-based coagulants such as polyaluminum 84
chloride (PACl) and alum are common coagulants in coagulation‒MF processes, and coagulation 85
conditions such as coagulation pH, coagulant dosage, and coagulation time have been shown to 86
affect virus removal performance (Matsushita et al., 2005; Shirasaki et al., 2009; Tanneru et al., 87
2013). In addition, coagulant properties, such as the distribution of the aluminum hydrolyte species 88
in the coagulant, which might be partly controlled by basicity ([OH−]/[Al3+]), have also been shown 89
to affect membrane permeability and the quality of water processed by means of coagulation‒MF 90
(Zhao et al., 2010; Kimura et al., 2015). Kimura et al. (2015) reported that increasing the basicity of 91
PACl coagulants from the typical basicity of 1.5 to a high basicity of 2.1 not only increased the 92
removal of dissolved organic carbon and reduced the concentration of residual aluminum in the 93
filtrate but also mitigated irreversible membrane fouling, which is a major cause of reduced 94
membrane permeability that increases operating costs, in coagulation‒MF processes. Thus, the 95
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integration of pretreatment with high-basicity PACls into MF processes may increase the removal of 96
virus particles. 97
The virus removal performances of direct MF, direct UF, and coagulation‒MF processes are often 98
evaluated by using bacteriophages such as MS2, Qβ, and φX174 as surrogates of human enteric 99
viruses because these viruses do not infect humans and are easier to cultivate than human enteric 100
viruses (Jacangelo et al., 1995; Urase et al., 1996; van Voorthuizen et al., 2001; Matsui et al., 2003; 101
Matsushita et al., 2005; Langlet et al., 2009; Shirasaki et al., 2009; Boudaud et al., 2012; Tanneru 102
and Chellam 2012; ElHadidy et al., 2013; Matsushita et al., 2013; Tanneru et al., 2013; Ferrer et al., 103
2015). However, data on the removal of human enteric viruses via membrane filtration is limited, 104
particularly regarding fundamental principles such as the contributions of the size exclusion and 105
adsorptive interaction mechanisms to virus removal via direct MF or UF and the effects of 106
coagulation conditions and coagulant properties on virus removal via coagulation‒MF, partly due to 107
the need for bio-containment facilities for the safe handling of viruses and the fact that virus 108
cultivation is labor intensive and time consuming (Ryu et al., 2010). Thus, whether these 109
bacteriophages are adequate surrogates for human enteric viruses in membrane filtration processes 110
remains unknown. 111
Recently, a metagenomic analysis revealed that pepper mild mottle virus (PMMoV; genus 112
Tobamovirus, family Virgaviridae), which infects pepper species, was the most abundant viral RNA 113
in human feces (concentrations up to 109 virus particles/g of feces; Zhang et al., 2006). In addition, 114
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because PMMoV is more frequently detected at higher concentrations in environmental waters, 115
including drinking water sources, than are human enteric viruses (Hamza et al., 2011; Haramoto et 116
al., 2013), PMMoV may be a potential indicator of fecal contamination of surface water. Thus, if 117
the removal efficiencies of PMMoV and human enteric viruses are comparable, PMMoV could be a 118
useful surrogate for evaluating the efficacy of membrane filtration processes to remove human 119
enteric viruses. 120
In the present study, we used eight types of MF membranes and three types of UF membranes to 121
investigate the efficacy of direct membrane filtration processes to remove the representative human 122
enteric viruses (i.e., adenovirus [AdV], coxsackievirus [CV], and hepatitis A virus [HAV]) included 123
in the Fourth Drinking Water Contaminant Candidate List (CCL4) published by the US 124
Environmental Protection Agency (2016), and murine norovirus (MNV) as a surrogate of human 125
caliciviruses. In addition, we examined the effects of membrane pore size and membrane material, 126
which are related to the hydrophobic and electrostatic interactions between virus particles and the 127
membrane surface, on virus removal. Next, we examined the potential of pretreatment with a 128
high-basicity PACl to enhance virus removal via membrane filtration by comparing virus removal 129
efficiencies obtained with several PACls and alum under various coagulation conditions. Finally, we 130
examined removal efficiencies of the bacteriophages MS2 and φX174, and of the plant virus 131
PMMoV, to assess the suitability of these viruses as surrogates for human enteric viruses. 132
133
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134
2. Materials and methods 135
2.1. Source water, coagulants, and membranes 136
On 30 September 2015, river water was sampled from the Edo River (Tokyo, Japan; see Table 1 for 137
water quality), which is the source water for the Kanamachi Water Purification Plant (Tokyo, Japan). 138
The source water samples were stored at 4 °C until use and brought to 20 °C immediately prior to 139
use. 140
To investigate the effect of coagulant type (i.e., effects of coagulant basicity and sulfate content) 141
on virus removal via in-line coagulation pretreatment and MF, we used five aluminum-based 142
coagulants (provided by Taki Chemical Co., Kakogawa, Japan). Specifications of the coagulants are 143
shown in Table 2 and are described in Supplementary Information. 144
To investigate the effects of membrane pore size and membrane material on virus removal via 145
membrane filtration, we used eight commercially available MF membranes and three commercially 146
available UF membranes (provided by Millipore Corp., Billerica, MA, USA, and 3M Corp., 147
Maplewood, MN, USA). Specifications of the membranes are shown in Table 3. 148
149
2.2. Characterization of coagulants and membranes 150
The aluminum hydrolyte species in the coagulants were analyzed by using liquid 27Al nuclear 151
magnetic resonance (NMR) spectroscopy after the coagulants were diluted with Milli-Q water to a 152
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concentration of 54 g-Al/L (i.e., 2.0 M-Al). The details of the liquid 27Al NMR analysis are 153
described in our previous report (Shirasaki et al., 2014). 154
The hydrophobicities of the membranes were determined by means of water contact angle 155
measurement. The surface charges (i.e., zeta potential) of the membranes were determined with a 156
Zetasizer Nano ZS (50-mW, 532-nm green laser; Malvern Instruments, Malvern, Worcestershire, 157
UK) equipped with a surface zeta potential cell kit (ZEN1020; Malvern Instruments). Details of the 158
hydrophobicity and zeta potential measurements are provided in Supplementary Information. 159
160
2.3. Human enteric viruses, MNV, bacteriophages, and PMMoV 161
AdV type 40 Dugan strain (ATCC VR-931), CV B5 Faulkner strain (ATCC VR-185), HAV IB 162
HM175/18f strain (ATCC VR-1402), and MNV type 1 CW1 strain (ATCC PTA-5935) were 163
obtained from the American Type Culture Collection (ATCC, Manassas, VA, USA) and propagated 164
in human lung carcinoma epithelial cells (A549 cells; ATCC CCL-185, obtained from ATCC), 165
buffalo green monkey kidney epithelial cells (BGM cells; kindly supplied by Dr. Daisuke Sano, 166
Hokkaido University, Sapporo, Japan), fetal rhesus monkey kidney epithelial cells (FRhK-4 cells; 167
ATCC CRL-1688, obtained from ATCC), and murine macrophage cells (RAW264.7 cells; ATCC 168
TIB-71, obtained from ATCC), respectively. The details of the propagation and purification of AdV, 169
CV, HAV, and MNV are described in our previous reports (Shirasaki et al., 2016a; Shirasaki et al., 170
2017). The concentrations of AdV, CV, HAV, and MNV in the purified solutions were 171
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approximately 105–6, 107, 105–6, and 106 plaque-forming units (PFU)/mL, respectively, as evaluated 172
by means of plaque assays (Shirasaki et al., 2016a; Shirasaki et al., 2017). 173
F-specific RNA bacteriophage MS2 (NBRC 102619) and somatic DNA bacteriophage φX174 174
(NBRC 103405) were obtained from the National Institute of Technology and Evaluation 175
Biological Research Center (Kisarazu, Japan), as were the Escherichia coli bacterial hosts in which 176
the bacteriophages were propagated (NBRC 13965 for MS2, NBRC 13898 for φX174). The details 177
of the propagation and purification of the bacteriophages are described in our previous report 178
(Shirasaki et al., 2016a). The concentrations of MS2 and φX174 in the purified solutions were 179
approximately 1010 and 107–8 PFU/mL, respectively, as evaluated by means of plaque assays 180
(Shirasaki et al., 2016a). 181
PMMoV pepIwateHachiman1 strain (MAFF 104099) was obtained from the National Institute of 182
Agrobiological Sciences Genebank (Tsukuba, Japan) and propagated in Nicotiana benthamiana 183
(seeds kindly supplied by Dr. Kenji Nakahara, Hokkaido University). The details of the propagation 184
of PMMoV are provided in Supplementary Information. The concentration of PMMoV in the stock 185
solution was approximately 107 lesions/mL, as evaluated by using a local lesion count assay with N. 186
tabacum cv. Xanthi-nc (seeds also kindly supplied by Dr. Kenji Nakahara). 187
188
2.4. Direct membrane filtration experiments and coagulation‒MF experiments 189
Direct membrane filtration experiments and coagulation‒MF experiments were conducted with 190
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virus-spiked river water at 20 °C. The details of the experimental procedures are provided in 191
Supplementary Information. 192
193
2.5. Virus assay 194
The real-time polymerase chain reaction (real-time PCR), which can detect all viruses regardless of 195
their infectivity or the existence of aggregates, was used to quantify viral DNA and RNA. 196
Specifically, viral DNA of AdV or φX174 was quantified by means of real-time PCR, and viral 197
RNA of CV, HAV, MNV, MS2, or PMMoV was quantified by means of real-time 198
reverse-transcription PCR (real-time RT-PCR). The details of the real-time PCR and real-time 199
RT-PCR methods are provided in Supplementary Information. 200
201
2.6. Characterization of PMMoV 202
The electrophoretic mobility of PMMoV was measured in prepared Milli-Q water. The 203
hydrophobicity of PMMoV was estimated by using the bacterial adherence to hydrocarbon method 204
(Rosenberg et al., 1980), with some modifications. Stock solution of PMMoV was suspended in 205
specially prepared Milli-Q water (for the measurement of the electrophoretic mobility) or 206
phosphate-buffered saline (for the measurement of the hydrophobicity) at approximately 104–5 207
lesions/mL. The details of the electrophoretic mobility and hydrophobicity measurements are 208
described in our previous reports (Shirasaki et al., 2016a; Shirasaki et al., 2017). 209
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210
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3. Results and discussion 212
3.1. Virus removal by means of direct MF or UF 213
Figure 1 shows the removal ratios (log10[C0/Cf]) of the viruses via direct MF with eight different 214
membrane filters. The surface is typically considered hydrophobic (low wettability) if the water 215
contact angle is greater than 90° and hydrophilic (high wettability) if the water contact angle is less 216
than 90° (Wang et al., 2016). Thus, the surfaces of PVDF-0.1-HP and PVDF-0.22-HP were deemed 217
to be hydrophobic, the surface of PTFE-0.1 was deemed to be neutral, and those of the remaining 218
membranes were deemed to be hydrophilic, as assessed by means of water contact angle 219
measurement (Table 3). The surface of ZP-0.1 was positively charged whereas the surfaces of the 220
other membranes were negatively charged in Milli-Q water at pH 7 (Table 3). The virions of AdV, 221
CV, HAV, MNV, MS2, and φX174 are spherical with diameters of 70‒90 nm, 22‒30 nm, 22‒30 nm, 222
27‒40 nm, 26 nm, and 28 nm, respectively, and the virions of PMMoV are elongated, rigid 223
cylinders with a diameter of 18 nm and a length of 300‒310 nm (Fauquet et al., 2005). The virus 224
particles were negatively charged and stably monodispersed by electrical repulsion at pH 7; the 225
isoelectric points of AdV, CV, HAV, MNV, MS2, and φX174 ranged from 1.6 to 3.8 (Shirasaki et al., 226
2016a; Shirasaki et al., 2017) and that of PMMoV was 3.2 (Figure S1). Thus, if the adsorptive 227
interactions between the virus particles and membrane surface were negligible, the viruses were 228
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expected to pass through the MF membranes because the diameters of the viruses were smaller than 229
the nominal pore size of the MF membranes (0.1‒0.22 µm). Indeed, limited removal ratios 230
(<0.5-log10) were obtained for AdV, CV, HAV, and MNV when the hydrophilic, negatively charged 231
MF membranes (i.e., PVDF-0.1-LP, PVDF-0.22-LP, PTFE-0.1, and PC-0.1) were used at pH 7, 232
although MCE-0.1 was an exception (range, 0.5‒2.1-log10). In contrast, the hydrophobic or 233
positively charged MF membranes effectively removed the viruses from the water; the removal 234
ratios of AdV, CV, HAV, and MNV for PVDF-0.1-HP, PVDF-0.22-HP, and ZP-0.1 were 3.6- to 235
4.6-log10, 2.8- to >4.2-log10, and 1.8- to 2.7-log10, respectively. Similar results were obtained for 236
MS2, φX174, and PMMoV. These results suggest that hydrophobic and electrostatic interactions are 237
the main mechanisms by which viruses are removed during MF and that the contribution of size 238
exclusion was negligible. Madaeni et al. (1995) reported 1- to 4-log10 removal of MS2 was 239
achieved with PVDF-0.22-HP at pH 7, whereas almost no removal was observed with 240
PVDF-0.22-LP, which is in agreement with our results. In addition, because the removal ratios of 241
AdV, CV, HAV, and MNV obtained with the hydrophobic and negatively charged membranes 242
PVDF-0.1-HP and PVDF-0.22-HP were higher than those obtained with the hydrophilic and 243
positively charged membrane ZP-0.1, the contribution of hydrophobic interactions was likely 244
greater than that of electrostatic interactions to the removal of the viruses at pH 7. 245
Figure 2 shows the removal ratios of the viruses via direct UF with three different filters. Because 246
the relative molecular masses of AdV, CV, HAV, MNV, MS2, φX174, and PMMoV (150‒180 × 106, 247
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8‒9 × 106, 8‒9 × 106, 15 × 106, 4 × 106, 6 × 106, and 40 × 106 Da, respectively; Sinsheimer 1959; 248
Fauquet et al., 2005) were much larger than the nominal MWCOs of the three UF membranes 249
(1‒100 kDa), effective virus removal by all of the filters was predicted for all of the viruses. As 250
expected, 3- to >5-log10 removal of AdV, CV, HAV, and MNV were observed when the UF 251
membrane with a nominal MWCO of 100 kDa (i.e., RC-100k) was used at pH 7. In addition, the 252
virus removal ratio increased as the nominal MWCO of the UF membranes was decreased from 100 253
kDa to 1kDa; >4-log10 removal of all the viruses used in the present study was achieved with the 254
UF membrane with a nominal MWCO of 1 kDa (i.e., RC-1k). These results indicated that direct UF 255
is effective for the removal of different types of virus, including three types of human enteric 256
viruses. Other groups have also reported the usefulness of direct UF for the removal of 257
bacteriophages, and have suggested that the bacteriophage removal ratio is strongly dependent on 258
the physicochemical characteristics of the membrane (Jacangelo et al., 1995; Langlet et al., 2009; 259
Boudaud et al., 2012). Because the hydrophobicities and surface charges of the three UF 260
membranes were comparable (Table 3) and the roles of hydrophobic and electrostatic interactions in 261
virus removal were likely negligible, size exclusion must have been the main mechanism by which 262
the viruses were removed. Thus, the difference in the virus removal ratios of RC-1k, RC-10k, and 263
RC-100k was considered to be due to the differences in the nominal MWCOs of these UF 264
membranes. 265
266
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3.2. Effect of adsorptive interactions on virus removal 267
As described in section 3.1, adsorptive interactions between the virus particles and membrane 268
surface were likely the dominant factors for virus removal via direct MF at pH 7. To confirm this 269
finding, we conducted additional filtration experiments with PVDF-0.1-LP, PVDF-0.1-HP, 270
MCE-0.1, and ZP-0.1 where the filtration volume of the virus-spiked river water was increased 271
from 50 mL up to 250 mL (Figure 3a–g) or 1000 mL (Figure 3h–n). The virus removal ratios of all 272
of the viruses obtained with PVDF-0.1-LP were very low and remained constant up to the 273
maximum filtration volume of 1000 mL. Jacangelo et al. (1995) reported that the removal ratio of 274
MS2 obtained with a polysulfone MF membrane with a pore size of 0.2 µm increased with 275
increasing mass of kaolinite deposited on the membrane surface at pH 7. Although the source water 276
used in the present study contained suspended solids (turbidity = 2.8 NTU; Table 1), the removal 277
ratios obtained did not increase with filtration volume, possibly due to differences in the mass of 278
suspended solids deposited on the membrane surface between our study and that of Jacangelo et al. 279
(1995). 280
The virus removal ratios obtained with PVDF-0.1-HP after 50 mL of filtration were similar to 281
those obtained in the direct MF experiments (Figure 1); however, the removal ratios gradually 282
decreased as the filtration volume was increased from 50 to 250 mL and from 200 to 600 mL 283
(Figure 3). These results indicate that the most accessible hydrophobic adsorption sites for virus 284
adsorption on the PVDF-0.1-HP membrane were gradually saturated and were almost exhausted at 285
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600 mL of filtration. Thus, hydrophobic adsorptive interactions between the virus particles and 286
hydrophobic membrane surface were the dominant factors for virus removal via direct MF until the 287
adsorption sites were saturated with hydrophobic substances present in the source water. In addition, 288
because the virus removal ratios obtained with ZP-0.1 also gradually decreased with increasing 289
filtration volume, except in the case of HAV, electrostatic adsorptive interactions between the virus 290
particles and the positively charged membrane surface also likely contributed to the virus removal 291
ratios obtained. In contrast, the change in the virus removal ratios obtained with MCE-0.1 and 292
increasing filtration volume differed, depending on the type of virus in the spiked water; the virus 293
removal ratios of AdV, HAV, MNV, and PMMoV decreased with increasing filtration volume, 294
whereas those of CV, MS2, and φX174 remained constant during 1000 mL of filtration. Because the 295
contact angle and surface charge of MCE-0.1 were similar to those of PTFE-0.1 and PC-0.1, 296
respectively, and the virus removal ratios of PTFE-0.1 and PC-0.1 were <0.5-log10, as described in 297
section 3.1, the virus removal ratios observed for MCE-0.1 could not be explained simply by the 298
contact angle and surface charge of the membranes. Further investigation, such as elucidation of the 299
pore size distribution of the membranes, is needed to determine why the hydrophilic, negatively 300
charged membrane MCE-0.1 more effectively removed viruses compared with the other hydrophilic, 301
negatively charged MF membranes. 302
Natural organic substances present in surface water are known to adsorb onto the membrane 303
during filtration and cause a decline in flux (i.e., membrane fouling). Indeed, the fouling rate for 304
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PVDF-0.22-HP is considerably larger than that for PVDF-0.22-LP when filtration is performed with 305
water containing natural organic substances (Fan et al., 2001). We further investigated the 306
competitive adsorption between viruses and natural organic substances in the source water by using 307
PVDF-0.1-HP (Figure S2). The virus removal ratios obtained after prefiltration with 200 or 400 mL 308
of the unspiked river water were smaller than those obtained without prefiltration, indicating that 309
natural organic substances in the source water used in the present study competed with the viruses 310
for the hydrophobic adsorption sites on PVDF-0.1-HP. Therefore, the reduction of virus removal 311
performance by adsorption competition between virus and natural organic substances should be 312
considered when hydrophobic interactions are the dominant removal mechanism during membrane 313
filtration. 314
315
3.3. Virus removal by means of coagulation‒MF 316
Figure 4 shows the removal ratios obtained with in-line coagulation‒MF. As described in section 317
3.1, limited virus removal (<0.2-log10) was obtained with PVDF-0.1-LP without coagulation 318
pretreatment at pH 7 (Figure 1). However, the removal ratios of AdV, CV, HAV, and MNV were 319
improved when the water was subjected to coagulation pretreatment with 0.54 mg-Al/L of 320
coagulant prior to MF (Figure 4a), suggesting that during coagulation pretreatment the virus 321
particles were incorporated into the aluminum floc, which was larger than the nominal pore size of 322
the MF membrane, and the virus-containing floc was then effectively removed by size exclusion. 323
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The virus removal ratios obtained were dependent on coagulant type; virus removal ratios of 0.5- to 324
2-log10 were obtained with in-line coagulation‒MF with alum or PACl-1.5s as the coagulant, 325
whereas virus removal ratios of 1- to >4-log10 were obtained with the high-basicity PACls. In 326
particular, with the nonsulfated, high-basicity PACls (i.e., PACl-2.1ns and PACl-2.5ns), virus 327
removal ratios of >4.3-log10 for AdV, >3.5-log10 for HAV, and 3.3‒3.6-log10 for MNV were obtained, 328
and CV, MS2, and PMMoV were removed more efficiently than with the other coagulants. However, 329
the virus removal ratios of φX174 were comparable, regardless of the coagulant used. 330
The virus removal ratios increased as coagulant dosage was increased from 0.54 to 1.08 mg-Al/L 331
at pH 7. For AdV, HAV, and MNV, virus removal ratios of >3.9-log10 were obtained with in-line 332
coagulation‒MF, irrespective of the type of coagulant. In addition, PACl-2.1ns and PACl-2.5ns had 333
the highest virus removal ratios, irrespective of the type of virus, except in the case of φX174 (range, 334
>4.0- to >5.7-log10). 335
The virus removal ratios obtained with pretreatment with alum, PACl-1.5s, or PACl-2.1s (dose 336
1.08 mg-Al/L) markedly decreased when the pH of the treated water was increased from 7 to 8 337
(Figure 4b) and roughly corresponded to those obtained with a coagulant dose of 0.54 mg-Al/L at 338
pH 7 (Figure 4a). Even when the coagulant dosage was increased from 1.08 to 2.16 mg-Al/L at pH 339
8, almost no or only a slight improvement in the virus removal ratios was observed for alum, 340
PACl-1.5s, or PACl-2.1s. In contrast, the high virus removal ratios obtained with PACl-2.1ns or 341
PACl-2.5ns were retained (range, >4.1- to >6.0-log10) even at pH 8, although the case of φX174 was 342
19
an exception. These results indicate that the type of coagulant strongly affected the virus removal 343
performance of in-line coagulation‒MF, and that nonsulfated, high-basicity PACls were the most 344
effective for removing viruses not only at neutral pH but also under weakly alkaline pH. In addition, 345
the coagulation conditions (i.e., coagulation pH and coagulant dosage) also strongly affected the 346
virus removal performance of in-line coagulation‒MF, although the magnitude of the effects of the 347
coagulation conditions on virus removal performance was dependent on the type of coagulant; the 348
virus removal performances of alum, PACl-1.5s, and PACl-2.1s were more sensitive to changes in 349
the coagulation pH and coagulant dosage than were those of PACl-2.1ns and PACl-2.5ns. 350
We previously reported that PACl-2.1ns has a higher colloid charge density than do alum, 351
PACl-1.5s, and PACl-2.1s, probably due to its higher colloidal aluminum content and absence of 352
sulfate (Shirasaki et al., 2014). In addition, we previously reported that the Al30 species 353
[Al30O8(OH)56(H2O)24]18+, which is classified as a colloidal aluminum species, as assessed by the 354
ferron method (Chen et al., 2007), probably plays a major role in the removal not only of 355
bacteriophages (Shirasaki et al., 2014) but also of human enteroviruses (Shirasaki et al., 2016b) 356
during coagualtion. To confirm whether Al30 species were present in the nonsulfated, high-basicity 357
PACls used in the present study, we analyzed the coagulants by using 27Al NMR (Figure 5). In the 358
27Al NMR spectra, the signals at 0, 4, 10 to 12 (broad peak), 63, 70 (broad peak), and 80 ppm were 359
attributed to the Al monomer species, the Al dimer and trimer species, the octahedral Al of the 360
external shells in Al13 species [AlO4Al12(OH)24(H2O)12]7+ and Al30 species, the central tetrahedral Al 361
20
in Al13 species, the central tetrahedral Al in Al30 species, and the internal standard, respectively 362
(Allouche et al., 2000; Chen et al., 2007). Whereas no signal for Al30 species was found in the 363
spectra of alum and PACl-1.5s, the spectra for PACl-2.1s contained a clear broad peak for the 364
octahedral Al of external shells in Al13 and Al30 species at 10 to 12 ppm and a very weak signal at 365
70 ppm for Al30 species (Figure 5). These results indicated that PACl-2.1s, but not alum or 366
PACl-1.5s, contained Al30 species. Therefore, the presence of the Al30 species in PACl-2.1s probably 367
led to the higher virus removal performances observed compared with alum and PACl-1.5s. The 368
spectra of PACl-2.1ns and PACl-2.5ns showed clear broad peak at 70 ppm, which indicate the 369
presence of Al30 species, whereas that of PACl-2.1s did not (Figure 5). These results indicate that 370
PACl-2.1ns and PACl-2.5ns a greater amount of Al30 species than did the other coagulants examined. 371
Because Al30 species are the highest-charged polycations ever characterized among PACls, and they 372
confer a stronger floc formation capacity over a broader pH range and wider coagulant dosage 373
compared with other Al species in PACls (Chen et al., 2006; Zhang et al., 2008), the presence of the 374
Al30 species in PACl-2.1ns and PACl-2.5ns likely resulted in the virus removal performances being 375
the highest obtained under the coagulation conditions examined in the present study (Figure 4). The 376
high virus removal performances obtained with PACl-2.1ns and PACl-2.5ns at a dose of 1.08 377
mg-Al/L were comparable with those achieved with the UF membrane with a nominal MWCO of 1 378
kDa (Figure 2). Therefore, in-line coagulation‒MF with a nonsulfated, high-basicity PACl is a 379
potential alternative to direct UF with membranes with a relatively low MWCO for the removal of 380
21
human enteric viruses. In addition, because the cake layer of aluminum floc particles generated by 381
the coagulation of the river water with PACl-2.5ns was more effective for the removal of human 382
enteric viruses than was that formed with PACl-1.5s (Figure S3; see Supplementary Information for 383
details of the effect of the cake layer on virus removal), further increases in virus removal by the 384
formation and growth of the cake layer is predicted when the filtration volume during in-line 385
coagulation‒MF is increased, particularly when a nonsulfated, high-basicity PACl is used. 386
Prevost et al., (2016) reported that most human enteric viruses, including AdV and NV, detected 387
in river water had an intact capsid and were still infectious, as assessed by means of an intercalating 388
dye pretreatment coupled with PCR method. In addition, because some serotypes of viruses are 389
highly resistant to treatments such as UV disinfection (e.g., AdV type 40) and free-chlorine 390
disinfection (CV B5) (Nwachuku et al., 2005; Cromeans et al., 2010), multiple-barrier approaches 391
that both remove and inactivate viruses are important for preventing infection by human enteric 392
viruses in drinking water (Shannon et al., 2008). Thus, in-line coagulation‒MF with a nonsulfated, 393
high-basicity PACl could be an effective physical barrier for human enteric viruses such as AdV 394
type 40 and CV B5. 395
396
3.4. Relationship between enteric virus removal and bacteriophage or PMMoV removal 397
To investigate whether the bacteriophages MS2 and φX174, and the plant virus PMMoV, are 398
suitable surrogates for AdV, CV, HAV, and caliciviruses, Pearson’s correlation coefficients (r) for 399
22
the removal ratios of viruses obtained with direct filtration (MF and UF), or in-line coagulation‒MF 400
were calculated by using the Excel Toukei BellCurve software (Social Survey Research Information 401
Co., Tokyo, Japan; Tables 4 and 5). Virus concentrations that were below the quantification limit of 402
the PCR method were assigned the quantification limit when calculating the correlation coefficients. 403
The removal ratios obtained with AdV, CV, HAV, and MNV were strongly correlated with each 404
other in the direct MF and UF (r = 0.91–0.96) and the in-line coagulation‒MF experiments (r = 405
0.76–0.95). Although these viruses have similar isoelectric points (3.6‒3.8), they have different 406
surface hydrophobicities; HAV and MNV are more hydrophobic than are AdV and CV, as estimated 407
by means of the bacterial adherence to hydrocarbon method (Shirasaki et al., 2016a; Shirasaki et al., 408
2017). Therefore, it was likely that the similarities in the surface charge properties of the viruses 409
resulted in the comparable removal ratios obtained for AdV, CV, HAV, and MNV, and the 410
differences in the surface hydrophobicities of the viruses did not affect the virus removal 411
performances of membrane filtration processes. 412
The removal ratios of MS2 were strongly correlated with those obtained for the three human 413
enteric viruses and MNV in the direct MF and UF (r = 0.85–0.97) and the in-line coagulation‒MF 414
experiments (r = 0.81–0.95); the removal ratios of MS2 and of the three human enteric viruses and 415
MNV were comparable (Figure S4a,d). These results suggest that MS2 is a potential surrogate for 416
AdV, CV, HAV, and caliciviruses in membrane filtration processes when the virus removal ratios are 417
evaluated by means of PCR. However, some groups, including ours, have reported that MS2 is 418
23
inactivated after contact with PACl during coagulation (Matsushita et al., 2011; Kreissel et al., 419
2014), whereas AdV, CV, and MNV were not (Shirasaki et al., 2016a; Shirasaki et al., 2017), as 420
assessed by means of a combination of plaque assay and PCR method. These results imply that 421
MS2 is also inactivated during coagulation–MF with PACl, unlike AdV, CV, and MNV, and 422
therefore that the removal ratios of MS2, as determined by means of plaque assay, which can detect 423
only infectious viruses, probably resulted in overestimation of the ability of coagulation–MF to 424
remove infectious AdV, CV, and caliciviruses. Therefore, if the virus removal performances of 425
membrane filtration processes, including coagulation–MF, are evaluated by using MS2 as a 426
surrogate of human enteric viruses, the PCR method is more appropriate than the plaque assay for 427
assessing virus removal efficacy. 428
The removal ratios obtained for φX174 were also strongly correlated with those of the three 429
human enteric viruses and MNV in the direct MF and UF experiments (r = 0.89–0.97), and these 430
removal ratios had an approximately 1:1 correlation (Figure S4b). However, the removal ratios of 431
φX174 were clearly smaller than those of the three human enteric viruses and MNV in the 432
coagulation–MF experiment and the range was limited (0.7–1.9-log10), unlike that for the other 433
viruses (Figure S4e), although moderate or strong correlations between were found among the 434
removal ratios of φX174 and those of the three human enteric viruses and MNV (r = 0.51–0.83). 435
Therefore, φX174 appears to be an appropriate surrogate for AdV, CV, HAV, and caliciviruses 436
during direct MF or UF, but it does not appear to be an appropriate surrogate for those viruses 437
24
during coagulation–MF. 438
The removal ratios of PMMoV were strongly correlated with those of the three human enteric 439
viruses and MNV in the direct MF and UF (r = 0.92–0.98) and the in-line coagulation‒MF 440
experiments (r = 0.73–0.96), and the removal ratios of PMMoV were comparable with or somewhat 441
smaller than those of the three human enteric viruses and MNV (Figure S4c,f). PMMoV has an 442
isoelectric point of 3.2 (Figure S1), which is similar to that of AdV, CV, HAV, and MNV (i.e., 443
3.6‒3.8; Shirasaki et al., 2016a; Shirasaki et al., 2017). The degree of surface hydrophobicity of 444
PMMoV, as estimated by means of the bacterial adherence to hydrocarbon method, is probably 445
intermediate between the viruses with a relatively low hydrophobic surface (i.e., AdV and CV) and 446
the viruses with a relatively high hydrophobic surface (i.e., HAV and MNV) because PMMoV was 447
transferred to the solvent phase only when p-xylene was used as the solvent (Figure S5); AdV and 448
CV remained completely in the water phase after mixing with the test solvents, whereas HAV and 449
MNV were transferred to the solvent phase when n-octane or p-xylene were used as the solvent 450
(Shirasaki et al., 2016a; Shirasaki et al., 2017). Therefore, given that there were no marked 451
differences between the surface hydrophobicity of PMMoV and those of AdV, CV, HAV, and MNV, 452
it must have been the similar surface charges among the viruses that led to the comparable removal 453
ratios obtained. In addition, we confirmed that, unlike MS2, PMMoV was not inactivated by contact 454
with PACl during coagulation (data not shown), as evaluated by means of a combination of a local 455
lesion count assay and a PCR method. These results suggest that PMMoV is potentially a suitable 456
25
surrogate for AdV, CV, HAV, and caliciviruses during membrane filtration. Moreover, because 457
PMMoV has been detected at higher concentrations in drinking water sources than have human 458
enteric viruses (Haramoto et al., 2013), PMMoV could be a useful target virus for evaluating the 459
virus removal performances of drinking water treatment plants that use membrane filtration 460
processes. Evaluating virus removal efficiencies in this way may be a useful means of determining 461
the efficacy of membrane filtration processes for the removal of human enteric viruses as part of the 462
management of the spread of waterborne diseases caused by exposure to human enteric viruses in 463
drinking water. 464
465
466
4. Conclusions 467
(1) Different membranes had different virus removal performances during direct MF, even though 468
the nominal pore sizes of the membranes (0.1–0.22 µm) were larger than the diameters of the 469
virus particles used in the present study. Adsorptive interactions, in particular hydrophobic 470
interactions between the virus particles and the membrane surface, were the dominant factor for 471
virus removal until the adsorption sites were saturated with viruses and natural organic 472
substances. 473
(2) Direct UF with membranes with nominal MWCOs of 1 to 100 kDa effectively removed viruses 474
via size exclusion because the nominal MWCOs of the UF membranes were smaller than the 475
26
relative molecular masses of the viruses used in the present study; >4-log10 removal was 476
achieved for all of the viruses examined when a 1-kDa membrane was used. 477
(3) In-line coagulation–MF with nonsulfated, high-basicity PACls containing Al30 species removed 478
viruses more efficiently than did in-line coagulation–MF with the other aluminum-based 479
coagulants; high virus-removal performances (i.e., >4-log10 at pH 7 and pH 8) were obtained. 480
(4) The removal ratios of AdV, CV, HAV, and MNV were strongly correlated with each other, and 481
comparable removal ratios were observed for those viruses with membrane filtration. 482
(5) Although comparable removal ratios were obtained with direct MF and UF for the 483
bacteriophages MS2 and φX174 and the three human enteric viruses and MNV, MS2, unlike 484
AdV, CV, MNV, and PMMoV, was inactivated after contact with PACl during coagulation. In 485
addition, the removal ratios obtained with coagulation–MF for φX174 were clearly smaller than 486
those of the three human enteric viruses and MNV. Therefore, MS2 and φX174 do not appear 487
to be appropriate surrogates for human enteric viruses for the assessment of the efficacy of 488
coagulation–MF processes. 489
(6) The removal ratios of PMMoV obtained not only with direct MF or UF but also with 490
coagulation–MF were strongly correlated with those of the three human enteric viruses and 491
MNV, and were similar to or somewhat smaller than those of the three human enteric viruses 492
and MNV. Thus, PMMoV is a potential surrogate for human enteric viruses for the assessment 493
of the efficacy of membrane filtration processes. 494
27
495
496
Acknowledgements 497
We thank Dr. Kenji Nakahara (Division of Applied Bioscience, Research Faculty of Agriculture, 498
Hokkaido University, Japan) for providing us with seeds of Nicotiana benthamiana and Nicotiana 499
tabacum cv. Xanthi-nc and teaching us how to cultivate these plants. We also thank Dr. Daisuke 500
Sano (Division of Environmental Engineering, Faculty of Engineering, Hokkaido University, Japan) 501
for providing us with BGM cells. 502
This work was supported by the Japan Society for the Promotion of Science [grant numbers 503
25709044, 2013; 16H06103, 2016; 16H06362, 2016; 15H04064, 2015]; the Ministry of Health, 504
Labour and Welfare of Japan; and the Bureau of Water Works, Tokyo Metropolitan Government, 505
Japan. 506
507
508
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37
Table 1. Edo River water quality. 680
681
682
683
684
685
pH 7.5
Turbidity (NTU) 2.8
DOC (mg/L) 1.0
UV260 (cm-1) 0.020
Alkalinity (mg-CaCO3/L) 36.0
38
Table 2. Specifications of the aluminum-based coagulants used in the present study. 686
687
688
689
690
691
Aluminum concentration Sulfate concentration(% [w/w] as Al2O3) (% [w/w])
Alum Aluminum sulfate 0.0 8.1 22.6 1.3
PACl-1.5s PACl 250A 1.5 10.1 2.9 1.2
PACl-2.1s PACl 700A 2.1 10.1 2.0 1.2
PACl-2.1ns ‒ 2.1 10.4 0.0 1.2
PACl-2.5ns Takibain #1500 2.5 23.2 0.0 1.3
Taki Chemical Co.
Coagulants Basicity ManufacturerProduct name Relative density at 20ºC
39
Table 3. Specifications of the filtration membranes used in the present study.a 692
693
694
695
696
697
Nominal pore size or Contact angle Zeta potentialnominal molecular weight cutoff (°) (mV)
PVDF-0.1-LP Durapore VVLP MF 0.1 µm Hydrophilic polyvinylidene fluoride 20.2 ± 2.0 -39.1 ± 0.7 Millipore Corp.
PVDF-0.22-LP Durapore GVWP MF 0.22 µm Hydrophilic polyvinylidene fluoride ND ND Millipore Corp.
PVDF-0.1-HP Durapore VVHP MF 0.1 µm Hydrophobic polyvinylidene fluoride 136.5 ± 4.6 -33.6 ± 4.2 Millipore Corp.
PVDF-0.22-HP Durapore GVHP MF 0.22 µm Hydrophobic polyvinylidene fluoride ND ND Millipore Corp.
PTFE-0.1 Omnipore JVWP MF 0.1 µm Hydrophilic polytetrafluoroethylene 87.9 ± 3.1 -50.2 ± 1.2 Millipore Corp.
MCE-0.1 MF-Millipore VCWP MF 0.1 µm Mixed cellulose esters 55.9 ± 2.0 -50.1 ± 4.0 Millipore Corp.
PC-0.1 Isopore VCTP MF 0.1 µm Polycarbonate 44.6 ± 1.5 -33.0 ± 0.7 Millipore Corp.
ZP-0.1 Zeta Plus 90S MF 0.1‒0.2 µm Cellulose, etc. Very low 12.0 ± 7.1 3M Co.
RC-1k Ultracel PLAC UF 1 kDa Regenerated cellulose 14.6 ± 1.7 -25.9 ± 0.4 Millipore Corp.
RC-10k Ultracel PLGC UF 10 kDa Regenerated cellulose 12.2 ± 1.4 -12.7 ± 7.0 Millipore Corp.
RC-100k Ultracel PLHK UF 100 kDa Regenerated cellulose 15.8 ± 0.8 -28.7 ± 4.7 Millipore Corp.a ND, not determined. Contact angle and zeta potential of PVDF-0.22-LP and PVDF-0.22-HP are almost the same as those of PVDF-0.1-LP and PVDF-0.1-HP, respectively, according to the manufacturer’s information.Because ZP-0.1 has very high wettability, we could not accurately measure the contact angle of this membrane.
MaterialMembranes Product name MF or UF Manufacturer
40
Table 4. Pearson’s correlation coefficient matrix for the removal ratios obtained with direct MF and UF (n = 11).a 698
699
700
701
702
703
AdV CV HAV MNV MS2 φX174 PMMoV
AdV 1.00
CV 0.91** 1.00
HAV 0.93** 0.96** 1.00
MNV 0.93** 0.96** 0.91** 1.00
MS2 0.85** 0.97** 0.90** 0.91** 1.00
φX174 0.97** 0.92** 0.89** 0.95** 0.85** 1.00
PMMoV 0.98** 0.92** 0.92** 0.94** 0.84** 0.98** 1.00a Asterisks indicate a statistically significant correlation (**P < 0.01).
41
Table 5. Pearson’s correlation coefficient matrix for the removal ratios obtained with in-line coagulation‒MF (n = 18).a 704
705
706
707
708
709
AdV CV HAV MNV MS2 φX174 PMMoV
AdV 1.00
CV 0.76** 1.00
HAV 0.94** 0.85** 1.00
MNV 0.88** 0.92** 0.95** 1.00
MS2 0.81** 0.93** 0.87** 0.95** 1.00
φX174 0.51* 0.83** 0.63** 0.71** 0.77** 1.00
PMMoV 0.73** 0.96** 0.84** 0.93** 0.97** 0.83** 1.00a Asterisks indicate a statistically significant correlation (*P < 0.05, **P < 0.01).
42
710
711
712
Figure 1. Removal of virus particles by means of direct MF with different types of membranes 713
at pH 7. Values are the means of three experiments, and error bars indicate standard deviations. 714
Arrows indicate that the virus concentrations were below the quantification limit. 715
716
717
PVDF-0.1-LP
Log
arith
mic
vir
us r
emov
al(L
og10
[C0/C
f])
0
1
2
3
4
5
6
7
PVDF-0.22-LP
PVDF-0.1-HP
PVDF-0.22-HP
PTFE-0.1 MCE-0.1 PC-0.1 ZP-0.1
AdVCVHAVMNVMS2φX174PMMoV
43
718
719
720
Figure 2. Removal of virus particles by means of direct UF with membranes with different 721
nominal MWCOs at pH 7. Values are the means of three experiments, and error bars indicate 722
standard deviations. Arrows indicate that the virus concentrations were below the quantification 723
limit. 724
725
726
Log
arith
mic
vir
us r
emov
al(L
og10
[C0/C
f])
AdVCVHAVMNVMS2φX174PMMoV
RC-1k RC-10k RC-100k0
1
2
3
4
5
6
7
44
727
728
729
730
Log
arith
mic
AdV
rem
oval
(Log
10[C
0/Cf])
Log
arith
mic
AdV
rem
oval
(Log
10[C
0/Cf])
Filtration volume (mL) Filtration volume (mL)
-1
0
1
2
3
4
5
6
7
0 200 400 600 800 1000-1
0
1
2
3
4
5
6
7
0 50 100 150 200 250
PVDF-0.1-LP PVDF-0.1-HPMCE-0.1ZP-0.1
(h) AdV(a) AdV
-1
0
1
2
3
4
5
6
7
0 200 400 600 800 1000-1
0
1
2
3
4
5
6
7
0 50 100 150 200 250
Filtration volume (mL) Filtration volume (mL)
Log
arith
mic
CV
rem
oval
(Log
10[C
0/Cf])
Log
arith
mic
CV
rem
oval
(Log
10[C
0/Cf])
(i) CV(b) CV
-1
0
1
2
3
4
5
6
7
0 200 400 600 800 1000
Filtration volume (mL) Filtration volume (mL)
-1
0
1
2
3
4
5
6
7
0 50 100 150 200 250
Log
arith
mic
HAV
rem
oval
(Log
10[C
0/Cf])
Log
arith
mic
HAV
rem
oval
(Log
10[C
0/Cf])
(j) HAV(c) HAV
Filtration volume (mL) Filtration volume (mL)
Log
arith
mic
MN
V r
emov
al(L
og10
[C0/C
f])
Log
arith
mic
MN
V r
emov
al(L
og10
[C0/C
f])
-1
0
1
2
3
4
5
6
7
0 50 100 150 200 250-1
0
1
2
3
4
5
6
7
0 200 400 600 800 1000
(k) MNV(d) MNV
45
731
732
733
734
Figure 3. Change in virus removal ratio with filtration volume during direct MF at pH 7. 735
Filtration volumes were 50–250 mL (a–g) and 200–1000 mL (h–n). Arrows indicate that the virus 736
concentrations were below the quantification limit. 737
738
739
-1
0
1
2
3
4
5
6
7
0 200 400 600 800 1000-1
0
1
2
3
4
5
6
7
0 50 100 150 200 250
Filtration volume (mL) Filtration volume (mL)
Log
arith
mic
MS2
rem
oval
(Log
10[C
0/Cf])
Log
arith
mic
MS2
rem
oval
(Log
10[C
0/Cf])
(l) MS2(e) MS2
-1
0
1
2
3
4
5
6
7
0 200 400 600 800 1000
Filtration volume (mL) Filtration volume (mL)
Log
arith
mic
φX
174
rem
oval
(Log
10[C
0/Cf])
Log
arith
mic
φX
174
rem
oval
(Log
10[C
0/Cf])
-1
0
1
2
3
4
5
6
7
0 50 100 150 200 250
(m) φX174(f) φX174
-1
0
1
2
3
4
5
6
7
0 200 400 600 800 1000
Filtration volume (mL) Filtration volume (mL)
Log
arith
mic
PM
MoV
rem
oval
(Log
10[C
0/Cf])
Log
arith
mic
PM
MoV
rem
oval
(Log
10[C
0/Cf])
-1
0
1
2
3
4
5
6
7
0 50 100 150 200 250
(n) PMMoV(g) PMMoV
46
740
741
742
743
Figure 4. Removal of virus particles by means of in-line coagulation–MF with different 744
aluminum-based coagulants at pH 7 (a) and pH 8 (b). The PVDF-0.1-LP membrane was used. 745
Values are the means of three experiments, and error bars indicate standard deviations. Arrows 746
indicate that the virus concentrations were below the quantification limit. 747
748
749
Log
arith
mic
vir
us r
emov
al(L
og10
[C0/C
f])
alum PACl-1.5s
PACl-2.1s
PACl-2.1ns
PACl-2.5ns
alum PACl-1.5s
PACl-2.1s
PACl-2.1ns
PACl-2.5ns
0
1
2
3
4
5
6
7 (a) pH 7
AdVCVHAVMNVMS2φX174PMMoV
0.54 mg-Al/L 1.08 mg-Al/L
Log
arith
mic
vir
us r
emov
al(L
og10
[C0/C
f])
alum PACl-1.5s
PACl-2.1s
PACl-2.1ns
PACl-2.5ns
alum PACl-1.5s
PACl-2.1s
0
1
2
3
4
5
6
7 (b) pH 8 1.08 mg-Al/L 2.16 mg-Al/L
47
750
751
752
Figure 5. 27Al NMR spectra of the coagulants used in the present study. 753
PACl-1.5s
PACl-2.1s
alum
PACl-2.1ns
PACl-2.5ns
10‒12
70
0
80
10‒1263
63
63
63
70
80
80
80
10‒1280
000
0
10‒1270
4
4
4