Keywords
RSV; Antiviral therapy; Air-liquid interface; Cilia beat frequency
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Abstract
Respiratory RNA viral infections significantly impact quality of life and productivity, both in
terms of pandemics (e.g., SARS-CoV-2, influenza A viruses) and seasonal infections such
as respiratory syncytial virus (RSV). Globally, RSV causes an estimated 33.8 million cases
annually in children under five, leading to 2.8–4.3 million hospital admissions and up to
199,000 deaths. Human-relevant drug screening models are key to addressing the urgent
need for effective antiviral treatments for RSV, particularly in vulnerable patient groups.
Here, we present a donor- derived differentiated primary human nasal epithelial cell, 96-HTS
Transwell air-liquid interface (ALI) model designed to investigate the effects of combination
antiviral therapies on RSV infection in primary human ciliated airway epithelium. Additionally,
we describe novel analytical tools using R ( ciliR) to screen drug combinations by
concurrently measuring efficacy and ciliar y beat frequency as a sensitive marker of cell
toxicity.
Our results demonstrate that the smaller 96-HT S ALI cultures retain comparable epithelial
composition and ciliary function to conventiona l ALI culture formats. These cultures are
permissible to infection with an RSV-GFP reporter virus, enabling quantitative comparison
and combination treatment across multiple epithelial cultures from the same donor. We
anticipate that our disease-relevant system will serve as a foundation for larger-scale
experiments aimed at optimizing combination therapy for RSV and other respiratory viruses.
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Introduction
Respiratory viruses cause major morbidity and mortality worldwide. RNA viruses, including
the novel coronaviruses (SARS-CoV-2) and co mmon seasonal viruses such as respiratory
syncytial virus (RSV) result in serious resp iratory infections. Seasonal RSV causes major
morbidity with an estimated 20,000 children under 2 years admitted to hospital each winter
in the UK [1, 2]. RSV is also a significant cause of morbidity and mortality in adults over 60
years of age, causing annual epidemics in care homes during the winter season [3]. The
identification of effective therapies could have a major impact on disease burden caused by
RSV.
Experience from other viral infections has demonstrated that many successful
therapies emerge from combining drugs with different mechanisms of action. For example,
combination therapy has proved to be very su ccessful for the treatment of hepatitis C virus
(HCV) [4-6], HIV [7], herpes simplex virus (HSV) [8, 9], poliovirus [10], Ebola virus [11], Zika
virus [12], and human cytomegalovirus (HCMV) [13]. Though there are compounds in
development against RSV, some already in Phas e 2 clinical trials, all of these are being
evaluated as single therapies. The additive and/or synergistic effects of different drugs may
be advantageous, improving efficacy, reducing risk of resistance emerging, with the potential
of reducing drug doses required and improving therapeutic risk benefit. However, the
complexities of combination clinical studies to assess compounds with different mechanisms
of action in patients with an acute infection make it vital to develop appropriate higher-
throughput human-relevant in vitro assays to measure combination effects, emergence of
resistance and potential toxicity.
Small animal models have been shown to have limited utility for clinically relevant
investigations into RSV therapies due to the lack of complete RSV replication [14] as well as
no/limited signs and symptoms of disease. Screening in disease relevant human tissue is a
key component of modern drug discovery [15]. Many respiratory viruses, including RSV [16,
17] and SARS-CoV-2 [18, 19] have been shown to target human
respiratory mucosecretory and ciliated cells for infection. Ciliated cells line the respiratory
tract and possess motile cilia that help to clear pathogens and debris from vulnerable cells.
However, these cells are not present in standard cell line cultures, which lack the donor-
specific variability seen in primary human tissue. This variability is crucial, as individual
differences in cilia function and immune res ponse can influence infection risks and drug
efficacy. Therefore, using prim ary differentiated cell cultures derived from different human
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donors provides a more representative model for assessing drug efficacy, capturing the
diversity in human response that may impact clinical outcomes.
Air-liquid interface (ALI) cell culture is an established method for the growth of differentiated
primary human airway epithelial cells for drug screening. We have developed a human
primary cell culture method that allows extensive propagation of airway basal progenitor
cells [20]. This method increases the numbers of differentiated cultures that can be grown
from a single biopsy and makes 96-HTS ALI culture feasible [21]. Here, we describe
analysis pipelines using a 96-Transwell in vitro assay of differentiated human ciliated
epithelial cells, as a method to test the efficacy of combination therapy using small molecule
inhibitors of RSV (a schematic of the method is shown in Figure 1) [21].
Figure 1: Graphical abstract of the model and method used. Image created using
BioRender.com.
cili
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Materials and methods
Subjects
Informed written consent was obtained from all participants prior to enrolment in the study.
Nasal epithelial brush biopsies were collect ed from healthy adult participants with ethical
approval for the study provided by the UC L Living Airway Biobank (REC reference
14/NW/0128) or UCL Research Ethics (reference 4735/001).
Culture and Differentiation of Human Airway Epithelial Cells at Air-Liquid Interface Using
HTS Transwell-96 Permeable Supports
Nasal brush biopsies were received on ice in transport medium which consisted of medium
199 (Life Technologies; #22340020) containing 100 U/ml penicillin, 100 µg/ml streptomycin
(Gibco; #15290026), 25 µg/ml amphotericin B and 20.5 µg/ml sodium deoxycholate (Gibco;
#15290018). Cells were plated for expansion directly into co-culture with mitomycin-
inactivated 3T3-J2 fibroblasts as previously described [20-22]. Briefly, basal epithelial cells
were cultured at 37°C and 5% CO 2 until confluence and then separated from feeder cells
using differential trypsinization [20]. Basa l cells were then seeded on collagen I-coated,
semi-permeable membrane supports in submerged culture in serum-free Airway Epithelial
Cell Growth Medium (Promocell, Heidelberg, Germany). For 24-well Transwells (Corning 0.4
µm pores), 1 x 10 6 cells were seeded per membrane in 250 µl medium. For HTS Transwell-
96 permeable supports (Corning; 3380; 1 µm and 0.4 µm pores, polyester membrane) 0.2 x
106 cells were seeded per membrane in 75 µl medium. After 24-48 hours apical fluid
was removed, and cells were fed only from the basolateral side with serum-free Airway
Epithelial Cell Growth Medium (Promocell, Heidelberg, Germany). Medium was exchanged
three times per week for 28 days and apical side gentle washed weekly with medium to
remove mucus.
Immunofluorescence Staining and Microscopy
The Transwell membrane was incubated in 4% (w/v) paraformaldehyde for 30 minutes at
room temperature. Cells were stored at 4° C in PBS until the time of staining. Cells were
blocked and permeabilized using a blocking buffer (3% BSA in PBS containing 0.01% Triton
X) at room temperature for 1 hour, prior to overnight staining with primary antibody (in 1%
BSA in PBS) at 4
oC. Primary antibodies used were anti- β tubulin (Abcam;
ab15568; 1:100) to detect ciliated cells and anti-MUC5AC (Invitrogen; 1:100) to detect
mucin. Cells were washed 3 times in PBS for 5 minutes and secondary antibody (in 1% BSA
in PBS; Molecular Probes; AlexaFluor dyes) was applied for 2 hours at room temperature.
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Hoechst 33258 staining solution (Sigma) was appli ed for 20 minutes at room temperature as
a nuclear counterstain prior to imaging. Fo r high magnification imaging, cells were mounted
in 80% glycerol, 3% n-propylgallate (in PBS) mounting medium and images were obtained
using an inverted LSM 710 confocal microscope (Zeiss).
Flow Cytometric Evaluation of Cell Populations
At day 28 post ALI cell cultures were washed with PBS. Accutase (Gibco, Thermo Fisher
Scientific) was added to the apical and basal sides and cultures incubated at 37 °C for 15
min. DMEM containing 10% FBS was added to the cell suspension, and then centrifuged at
400 ×g for 5 min. Cell pellets were resuspended in a FACS buffer (Phosphate Buffered
Saline, 1% BSA, 0.05 mM EDTA) containing Fc receptor blocker (BioLegend) for 5 min on
ice. Cells were then centrifuged again at 3400 × g for 3 min and resuspended on ice in
FACS buffer containing antibodies for 20 min against: the basal cell markers integrin
α 6
(CD49f-PE; BioLegend) and anti-nerve growth factor receptor (NGFR/CD271; BV421-
conjugated; BD Biosciences) and cell markers
CD66c (for secretory epithelial cells) and Promonin-1 (Prom1/CD133) as a marker for
ciliated cells [23]. After centrifugation at 3400 × g for 3 min the cell pellets were resuspended
in PBS containing viability dye (BioLegend) for 10 min on ice. Viability dye is removed by
centrifugation at 3400 × g for 3 min and cells washed once in FACS buffer before
resuspending for analysis. Cells were run on a BD LSR II flow cytometer (BD Biosciences)
and the results analysed using FlowJo 10 (FlowJo LLC).
Transepithelial Electrical Resistance (TEER)
TEER values were measured using an EVOM2 resistance meter and EndOhm chamber with
a 6 mm culture cup for 24-well Transwells or a 1.5 mm electrode (STX100) designed for 96-
HTS Transwells (all from World Precision Inst ruments). Transwells were placed into the
culture cup and readings were taken after the TEER reading had stabilized (typically 5-10
seconds). Readings were taken once per week for up to 4 weeks post ALI.
Automated, High-Content Screening for Drug Efficacy and Toxicity Using HTS Transwell®-
96 Permeable Supports
Recombinant GFP tagged RSV A2 strain was kindly provided by Fix et al [24] and
propagated using HEp-2 cells for 3-5 days in Opti-MEM. Virus was purified as described
previously [25], collected in BEBM (Life Tec hnologies) and frozen at -80°C. For ALI culture
infection, the apical surface of the ALI cultures was rinsed with medium (BEBM) and 50µL
viral inoculum (MOI:1) in BEBM was applied to the apical surface for 1h at 37°C and then
removed. Following infection, cells were fed basolaterally with media containing different
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concentrations of drugs that inhibit different stages of the RSV replication cycle: an inhibitor
of RSV Fusion (F) protein (CPD23, compound 23 from [26]) that blocks viral entry to the cell,
and a nucleoside inhibitor (ALS-8112, MedChem Express) that causes lethal virus
mutagenesis or disturbance of viral RNA synthesis to inhibit viral replication [27]. ALS-
8112 was initially dissolved in DMSO and made up to a working concentration range of 500
to 4000 nM in Airway Epithelial Cell Growth Medium (Promocell, Heidelberg, Germany); 153
± 76 nM was previously shown to result in a 50% inhibition (EC
50) in RNA replication of RSV
A2 in HEp-2 cells [27]. CPD23 was used at 5 to 80 nM (expected EC50 1.59 nM (personal
communication). Cells were monitored daily over a 7-day period using an environmental
chamber (5% CO 2, 37oC) connected to an inverted microscope system (Nikon Ti-E) with a
20x objective. Image acquisition was automated using NIS-Elements JOBS (Nikon) module
(see Supplementary Material 1&2) to measure GFP+ fluorescence (as an indicator of viral
replication) and fast time-lapse (100 fps) reco rding (for ciliary beat frequency calculation).
Ciliary beat frequency is a sensitive indicator of cell toxicity [28-30] and concurrent image
acquisition with Nikon NIS-Elements JOBS module allowed us to analyze drug efficacy and
ciliary activity in parallel in 96-Transwell ALI cultures.
Data Analysis and Statistical Methods
CBF was determined from timelapse files by first extracting the average pixel intensities
using ImageJ (NIH) and, secondly by performing a fast Fourier transformation (FFT) on this
data using R; 6400 regions of interest (ROI), each with an area of 16.8µm²
were analysed per file (pixel resolution = 0.32µm). The ImageJ macro and R
code (ciliR package [31]) used in this study are included in the Supplementary Material
3. Analysis of RSV-GFP fluorescence was per formed by using a custom ImageJ macro
which counted the number of infected cell s based on binary thresholding (macro included as
Supplementary Material). Statistical analyses were performed in R version 4.0.2 [32] and
GraphPad Prism version 9.0 using the statistical tests indicated in figure legends. Drug
combination was analysed using the
SynergyFinder version 3.14.0 package for R
[33]. The Loewe model was applied to determine synergy score. The degree of smoothing in
probability density estimates was determined via cross-validation.
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Results
Evaluation and Quality Control of the Air-Liquid Interface Primary Differentiated 96-
HTS Transwell Model
To evaluate the suitability of the 96-HTS ALI model for anti-viral testing compared to
traditional 24-Transwell systems, we compared the cell type populations (using
flow cytometry) and ciliary beat frequency (u sing high-speed video microscopy) of primary
cells obtained from two adult individuals (n=2) grown using 96-HTS format to more
traditional 24-Transwell format. Immunofluor escence imaging showed formation of a
confluent epithelium containing equivalent levels of ciliated cells ( β-tubulin, Figure 2A). Flow
cytometry supported this observation where we found the proportion of basal cells and
ciliated cells (% cell type from total live cell s) was not significantly different between the 96-
HTS and 24-well plate format at 7% and 9%, and 42% and 48.3% respectively ( Figure
2B&C). The average (mean±SEM) ciliary beat frequency (CBF) of ciliated cells grown on 96-
HTS Transwells was slightly higher (but within 1Hz margin of error) compared to the same
donors' cells grown using the 24-Transwell format (i.e. 12.43±1.99 Hz compared to
11.62±1.26Hz, respectively for one donor and 11.91±1.13 Hz and 10.68± 1.38 for the
second donor). The variability of the mean CBF between all wells across the 96-HTS plate
was low, with a mean (±SEM) of 11.41 ± 0.08 Hz (Figure 2D).
To assess the uniformity of the 96-HTS forma t, we measured the transepithelial electrical
resistance (TEER) as the cells differentiated. We found that on Day 7 post ALI 97% of wells
grown using the 96-HTS format had TEER of >300 Ω cm
2 (median = 600 Ω cm2), which is
regarded as sufficient for effective barrier function in quality control tests ( Figure 2E). At day
14 and 21 post ALI 100% of wells had TEER reading >300 Ω cm2 (median = 800 Ω cm2 and
600 Ω cm2, respectively). At day 28 post-ALI 98% of wells had TEER reading >300
Ω cm2 (median = 600 Ω cm2) (Figure 2E). Immunofluorescence imaging showed formation of
a confluent epithelium containing both mucosecretory cells (MUC5AC+) and ciliated cells (B-
tubulin (Figure 2F and Supplementary Figure 1).
We utilized automated well scanning to capture fast time-lapse videos of each well in the 96-
HTS plate and developed R code to assess the CBF and active area, visualizing this data as
a plate map ( Figure 2G & H, respectively). This method serv es as a further quality control
measure to identify and eliminate suboptimal wells, while also establishing the standard
deviation in CBF across the plate. We also plotted the ciliary beating in the layout of 96 well
plate ( Supplementary Figure 2 ) which over repeated experiments could be used to
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determine experimental design faults such as plate edge effects or handling errors. This
baseline variation is crucial for accurately determining the effects of drugs or viruses in
subsequent experiments.
These experiments confirm that miniaturized 96-HTS ALI cultures maintain comparable
epithelial integrity, cellular composition, and ciliary beat frequency to larger well formats.
Figure 2: Characterization of the 96-HTS HTS ALI-culture model (next page). (A) Comparison of
24-well and 96-HTS Transwell systems. Left panels show immunofluorescence images showing the
presence of β-tubulin-expressing cilia (green) in 96-HTS format ALI cultures. Phalloidin (orange)
stains F-actin and DAPI (blue) stains nuclei. These images are representative of two healthy donors
(n=3 images). Right panels show flow cytometric evaluation of cell populations recovered from
cultures grown at ALI on 96- (n=4 wells) and 24- well plates (n=2 wells) and quantified in (B) and (C).
(D) The mean ciliary beat frequency (CBF) of cultures grown at ALI on 96- (n=2 donors) and 24- well
plates (n=2 donors) as determined using the ciliR package. ( E) Histograms of the trans-epithelial
electrical resistance (TEER) of all wells in a 96-HTS plate of ALI culture across the 4 weeks needed
for differentiation, n=96. ( F) Representative immunofluorescence images showing the presence of β-
tubulin-expressing cilia (green) and MUC5AC-expressing mucosecretory cells (red) in 96-HTS plate
format ALI cultures. Phalloidin (orange) stains F-actin and DAPI (blue) stains nuclei. These images
are representative of two healthy donors (n=3 images). ( G) Example 96 well plate layout showing
mean CBF per well (left panel), a histogram showing the frequency of CBF (centre panel) and mean
CBF across a plate of a 96well HTS ALI cultures as determined using the ciliR package. ( H)
Example 96 well plate layout showing mean active area per well (left panel), a histogram showing the
frequency of active area (centre panel) and mean active area across a 96well HTS ALI culture plate
as determined using the ciliR package.
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8.1% 8.1%10.5%
35.1% 32.4%39.5%
56.8% 59.5%50%
0
5000
10000
15000
24w−0.4um
96w−1um
96well−0.4um
Well Type
# of cells / total live cells
Basal Ciliated Rest
0
10000
20000
30000
24w−0.4um
96w−1um
96well−0.4um
Well Type
no. ciliated cells/cm²
0
5
10
24w−0.4um
96w−1um
Well Type
CBF (Hz)
96 well PET 1um 96 well PC 0.4um 24 well PE T 0.4um
β-tubulin green
ZO-1 red
Nuclei blue
β-tubulinA B C
D
NA NA 5.4 13.713.910.713.2 7.2 6.1 12.0 6.2 6.3
10.311.3 6.2 11.5 4.4 17.321.714.3 7.2 16.6 6.3 2.6
8.1 5.8 14.0 6.3 14.8 7.2 27.312.1 9.0 10.0 8.8 6.9
4 . 71 2 . 96 . 6 7 . 01 2 . 67 . 6 6 . 11 5 . 38 . 7 6 . 91 1 . 26 . 3
3.8 8.8 17.011.215.212.211.011.311.910.5 6.0 13.1
7.8 6.9 19.114.1 7.4 12.7 9.8 14.5 8.6 10.6 6.3 11.3
8.2 9.8 8.1 9.3 14.8 9.8 16.010.612.2 8.1 7.2 11.2
7.3 14.015.610.213.8 7.8 3.5 10.610.5 8.4 NA 8.0
123456789 1 0 1 1 1 2
H
G
F
E
D
C
B
A
Active Area Day 28
0
5
10
15
20
0 1 02 03 0
% Active area /well
Number of wells
Distribution of AA
Mean = 10.29
10
20 % Active area /well
Mean AA
0.0 0.0 9.6 10.210.8 7.9 9.8 8.8 10.2 8.6 9.2 6.5
8.5 9.4 6.7 7.9 9.7 7.6 8.7 7.4 8.7 9.3 8.2 8.4
8.0 8.4 7.8 7.5 7.8 7.9 9.1 9.1 9.5 8.9 7.7 9.4
7.9 10.1 9.5 7.2 8.0 7.9 7.5 8.0 8.9 8.2 8.5 8.1
8.4 7.6 7.4 8.5 9.6 8.8 8.1 9.9 8.6 9.5 8.4 8.2
9.0 8.9 9.8 7.3 8.6 8.3 9.4 7.7 8.3 7.0 9.0 8.7
7.9 6.8 8.1 5.4 8.8 7.8 9.5 9.0 9.4 8.7 7.4 8.0
8.2 9.1 9.0 7.7 9.6 10.0 9.2 7.2 8.0 8.5 0.0 7.3
123456789 1 0 1 1 1 2
H
G
F
E
D
C
B
A
Mean CBF (Hz) Day 28
0
5
10
15
20
68 1 0
Mean CBF (Hz)/ well
Number of wells
Distribution of CBF
Mean = 8.48
6
7
8
9
10
11 CBF (Hz) /well
Mean CBF
Quality Threshold
Quality Threshold
Quality Threshold
Quality Threshold
Day_7_post_ALI Day_14_post_ALI Day_21_post_ALI Day_28_post_ALI
50 100200400600800 1000 1200 1400 1600 1800
50 100200400600800 1000 1200 1400 1600 1800
50 100200400600800 1000 1200 1400 1600 1800
50100200400600800 1000 1200 1400 1600 1800
0
20
40
60
TEER (Ohm/cm²)
Number of wells
TEER of 96 wells during ALI culture Mean CBF (Hz) Day 28 Distribution of CBF Mean CBF
β-tubulin (cilia) Muc5AC (mucus)
DAPI (nuclei) Phalloidin (F-actin) Merge
B
E
F
G
H
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Assessment of Drug Efficacy and Ciliary Beat Frequency Under Antiviral Drug Treatment
Next, we evaluated the 96-HTS ALI model using a recombinant RSV with a GFP reporter
linked to the L protein (polymerase) [24] to provide sensitive readouts of drug efficacy by
identifying infected cells in differentiated prim ary airway epithelial cells. This approach is
novel in its potential to quantify the numbers of infected cells and evaluate drug
combinations and possible synergy using prim ary differentiated cells in a high-throughput
system. To do so, we investigated the effect of potential anti-viral drugs that inhibit different
stages of the RSV replication cycle: an inhibitor of RSV Fusion (F) protein (CPD23) that
blocks viral entry to the cell, and a nucleoside inhibitor (ALS-8112) that interferes with viral
replication [27]. It is possible that these two mechanisms of action could act in a synergistic
or additive way to enhance antiviral activity.
Image scans of whole wells were collected three days after RSV infection ( Figure 3A), and
GFP fluorescence was measured to indica te the number of infected cells. As
monotherapies, the drugs showed an efficacy range of 57-98% inhibition of viral replication
(n=1 donor, 3x3 replicates). The IC50 of AL S-8112 averaged 475 nM, aligning with literature
values of 15-500 nM in similar ALI culture assa ys [34] and 20 nM in replicon assays[35]. The
IC50 of CPD23 at 2.39 nM was found to be lower than the lowest concentration tested (5nM)
so is reported with low confidence (Figure 3B).
Focusing on cell toxicity, we found that high concentrations of ALS-8112 did not affect
(p>0.05) the ciliary beat frequency (CBF), with a mean±SD CBF of 7.36±4.7 Hz at 0 nM and
8.54±5.09 Hz at 4000 nM at Day 3 ( Figure 3C) and 8.77±5.08 Hz at 0 nM and 10.5±5.37 at
4000 nM (± 2.1 Hz) at Day 7( Figure 3D ). Treatment with CPD23, also did not affect the
CBF, with 8.64±5.11 Hz at the highest concentration of 80 nM on Day 3 ( Figure 3C) and
9.45±5.43 Hz at Day 7 (Figure 3D).
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Figure 3 Viral Inhibition and Ciliary Beat Frequency Analysis with High Dose Monotherapies
of ALS-8112 and CPD23. (A) Representative fluorescence images of whole wells showing GFP
expression, indicating RSV infection, at various concentrations of ALS-8112 (500-4000 nM) and
CPD23 (5-80 nM). Wells treated with increasing concentrations of ALS-8112 and CPD23 exhibit
reduced GFP expression, indicating inhibition of RSV replication. Scale bar represents 1mm. (B)
Dose-response curves showing inhibition of RSV replication (n=3 plates). (C&D) Boxplots showing
the mean and distribution of CBF for ciliated cells treated with varying concentrations of ALS-8112
(500-4000 nM) (C) or CPD23 (5-80 nM) (D) 7 days post-infection. The CBF distribution remains
relatively consistent across the different concentrations, suggesting minimal impact on ciliary function
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Evaluation of Combination Anti-Viral Therapy in 96-HTS: Drug Synergy and Toxicity
Analysis
An advantage of the 96-HTS ALI model is the potential to test multiple drugs or drug
combinations, allowing the evaluation of the combined anti-viral effect of ALS-8112 and
CPD23 over a range of doses. We generated a dose–response matrix where the response
is represented as the percentage of inhibiti on compared to the untreated control (n=3
replicates per plate completed in triplicate 3 plates) (Figure 4A).
Analysis of drug combination using the SynergyFinder package for R and Loewe model
indicated an average synergy score of 4.21 and 6.08 for ALS-8112 and CPD23 at day 3 and
day 7 post-infection, respectively ( Figure 4B and C ). This software applies reference
models [33, 36] for synergy scores calculation that can be interpreted as the average excess
response due to drug interactions beyond assumption. Values below -10 indicate the effect
is antagonistic, between -10 and 10 is consider ed additive and above 10 the drugs effect is
likely to be synergistic [33]. The 3D synergy maps ( Figure 4B&C and Supplementary
Figure 3) highlight the synergistic and antagonistic dose regions with a gradient of red and
green, respectively. Synergy maps for the Bliss, ZIP and HAS models are shown in
Supplementary Figure 3). This facilitates a directed comparison of the interaction between
the two drugs allowing to identify the areas (c ombinations) that have the most synergistic
effect.
We found that when used in combination, ALS-8112 and CPD23 showed an additive, but not
synergistic average anti-viral effect w hen used in a range of 0-4000nM (ALS-8112) and 0-
80nM (CPD23). The maximum additive effect (local maximum in 3D maps) was found at 500
nM for ALS-8112 and 40 nM for CPD23, both at day 3 and day 7 post RSV infection. The
least effective combination (local minimum) was when ALS-8112 was used at a
concentration of 500 nM and CPD23 at 10nM. However, the available assay window to
observe additional effects beyond those of the single compound alone is very small and
possibly within assay variability. To accurately detect any synergistic combination effects,
combinations should be tested at concentra tions spanning the IC50 of each compound.
These findings demonstrate the proof of principle for the system.
We also evaluated the effect of the combination therapy on ciliary activity, as an indication of
cellular toxicity. To visualize this, we plotted a similar 3D graph (Figure 4B ) to that
constructed by the SynergyFinder R package, which may allow a direct comparison
between the mean ciliary beat activity and anti-viral activity of the treatment wells. This figure
shows that the mean CBF across the 96 well treatment plate remained between 11-12Hz
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(Figure 4B&E ). Overall, the mean CBF across the 96 well treatment plate remained
consistent with a mean of 8.57 Hz at Day 3 and 8.92 at Day 7 (Supplementary Figure 4).
Figure 4. Dose-response and toxicity analysis of combination therapies in primary human
airway epithelial cells. (A) Synergy Analysis at day 3 (A) and day 7 (D): - The 3D synergy maps
illustrate the interaction between ALS-8112 and CPD23. The synergy scores were calculated using
the Loewe model, where red regions indicate synergistic interactions, and green regions indicate
antagonistic interactions. Overall values between -10 and 10 are considered additive. (B&E) Toxicity
Matrices of the ciliary beat frequency (CBF) across the 96-HTS treatment plate at day 3 (B) and day 7
(E), shown as a three-dimensional surface plot. The mean CBF remained between 8-9 Hz, indicating
minimal impact on ciliary activity. (C&F) The active area percentage, indicating overall cellular activity,
remained consistent at day 3 (C) and day 7 (F) with untreated plates across different concentrations
of ALS-8112 and CPD23, demonstrating no significant toxicity. G) Representative fluorescence
images of whole wells showing GFP expression, indicating RSV infection, with ALS-8112 (4000nM)
and CPD23 (40 nM) and in combination. Wells treated with ALS-8112 and CPD23 exhibit reduced
GFP expression, indicating inhibition of RSV replication. Scale bar represents 1mm
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Figure 4
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Discussion
This study has demonstrated the effectiveness of novel analysis packages in delivering data
on drug efficacy and cellular toxicity using primary ciliated airway epithelial cells with
conventional inverted microscopes. These packages were used to evaluate the efficacy of
combination therapy against RSV in a hi gh-throughput, disease-relevant, human cell-based
in vitro system. Despite primary cells being t he gold standard, their use comes with
disadvantages, such as cost, limited lifesp an, and variability between donors, passage, or
experiments. Therefore, maximizing the num ber of test conditions achievable with each
small batch of cells is essential. We cultured primary epithelial cells at air-liquid interface
using a commercially available, lower-cost (per experimental unit), 96-HTS Transwell
system. This miniaturized ALI culture system resulted in comparable epithelial cell
composition, with similar numbers of total live cells, progenitor and differentiated cell
populations compared to cultures grown using the conventional 24-Transwell format. As we
previously reported[21], there was no differ ence in the number of motile cilia and average
ciliary beat frequency between the two culture formats.
Combining this primary cell model with an RSV-GFP reporter system allowed us to test
antiviral drugs individually and in combinati on against RSV. We used two drugs that inhibit
different stages of the RSV replication cycle: an inhibitor of RSV Fusion (F) protein (CPD23,
[26]) that blocks viral entry to the cell, and a nucleoside inhibitor (ALS-8112) that causes
lethal virus mutagenesis or disturbance of viral RNA synthesis to inhibit viral
replication [27]. We found that ALS-8112 alone had an IC
50 similar to that reported
previously (15-500 nM [34]). The IC 50 of CPD23 in our system was also within the expected
range and approximately 100-fold more potent than ALS-8112. This difference in potency
may be indicative of drug binding or their different mechanism of action; CPD23 acts
extracellularly to block viral entry to the cell, whereas ALS-8112 interferes with virus
replication following viral entry. Thus, the IC 50 of ALS-8112 maybe higher to compensate for
drug uptake.
Interestingly, treatment with high dose of ALS-8112 (13-fold higher than the IC50) did not
reduce the rate of ciliary beating, which is a strong indicator of cell toxicity [37]. CPD23 also
did not affect CBF at highest concentration tested, which was 60-fold higher than the IC50.
Capping the analysis at 13-fold of the IC50 concentration of CPD23, or 20nM, we found no
significant difference in the ciliary beat frequency (10.5 Hz v 12.2 Hz). This analysis was
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performed using an automated widefield fluor escence microscope, with imaging and high-
speed video microscopy completed for each plate in a 2 to 3-hour window. This is
advantageous as it allows multiple plates to be analysed in a relatively short time.
We showed that ALS-8112 and CPD23 result in an average additive antiviral effect for
combinations using a range of 0-4000 nM (ALS -8112) and 0-80 nM (CPD23) with a peak of
maximum additive effect for 500 nM of ALS-8112 combined with CPD23 at 40 nM [33]. We
used the Loewe model to assess the synergistic (score >10), additive or antagonistic (score
<-10) effect of drug combinations respectively. A limitation of this method is that it cannot
directly assess a combination effect which is higher than the achievable effect of the
individual drugs;
as the concentrations of the inhibito rs used alone already resulted in more
than a 50% reduction in viral load. Ideally, combination analyses should be performed at
concentration ranges spanning each compound's IC50. Future studies will be directed to
address this limitation.
Importantly, we have demonstrated that the 96-HTS system is effective for use with primary
airway cells and have developed R pipelines to streamline and enhance the accuracy of
drug combination testing and analyses, paving the way for high-throughput assessment of
potential therapeutic synergies.
Conclusion
We have shown that 96-HTS air-liquid interface cultures can be used to model the airway
epithelial response to RSV infection during anti-viral therapy. We anticipate that this system
will be widely applicable to other respiratory viruses that show tropism for epithelial cells,
such as SARS-CoV-2 and influenza A virus. In the future, larger scale combinatorial
screening of drug therapies using models derived from vulnerable groups such as infants
and patients with primary immunodeficiencies has the potential to rapidly inform the clinical
translation of effective drug regimens targeting respiratory RNA viruses.
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Acknowledgements
This work was funded by a MedCity Collaborate to Innovate grant (awarded to C.M.S and
E.T, C2N 543922). C.M.S also acknowledges funding support from UKRI/ BBSRC
(BB/V006738/1). This work was supported by the NIHR Great Ormond Street Hospital
Biomedical Research Centre. The views ex pressed are those of the author(s) and not
necessarily those of the NHS, the NIHR or the Department of Health. Analysis was
performed at the Light Microscopy and Flow Cytometry core facilities at UCL Great Ormond
Street Institute of Child Health, which are supported by the NIHR GOSH BRC award
17DD08. The views expressed are those of the authors and not necessarily those of the
NHS, the NIHR or the Department of Health.
Author contributions
DC designed the study, conducted experiments, analysed data, and cowrote the manuscript.
OG, MC-B and CMS co-designed the ciliR package and performed the CBF analysis.
DDHL and COC provided support through ethics and donor recruitment. RA, ET and CMS
conceived the study and oversaw the funding application. ET, REH and CMS oversaw data
analysis and interpretation, and the write-up of the manuscript.
Code availability
Custom code for the analysis performed in this study is publicly available via GitHub at
https://github.com/smithlab-code/ciliR .
Declaration of Interests
All authors declare no competing interests.
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Figure Legends
Figure 1: Graphical abstract of the model and method used. Image created using
BioRender.com.
Figure 2: Characterization of the 96-HTS HTS ALI-culture model. (A) Comparison of 24-well
and 96-HTS Transwell systems. Left panels show immunofluorescence images showing the
presence of ß-tubulin-expressing cilia (green) in 96-HTS format ALI cultures. Phalloidin
(orange) stains F-actin and DAPI (blue) stains nuclei. These images are representative of
two healthy donors (n=3 images). Right panels show flow cytometric evaluation of cell
populations recovered from cultures grown at ALI on 96- (n=4 wells) and 24- well plates (n=2
wells) and quantified in (B) and (C). (D) The mean ciliary beat frequency (CBF) of cultures
grown at ALI on 96- (n=2 donors) and 24- well plates (n=2 donors) as determined using the
ciliR package [31]. (E) Histograms of the trans-epithelial electrical resistance (TEER) of
all wells in a 96-HTS plate of ALI culture across the 4 weeks needed for differentiation, n=96.
(F) Representative immunofluorescence images showing the presence of ß-tubulin-
expressing cilia (green) and MUC5AC-expressing mucosecretory cells (red) in 96-HTS
format ALI cultures. Phalloidin (orange) stains F-actin and DAPI (blue) stains nuclei. These
images are representative of two healthy donors (n=3 images). (G) Example 96 well plate
layout showing mean CBF per well (left panel), a histogram showing the frequency of CBF
(centre panel) and mean CBF across a plate of a 96well HTS ALI cultures as determined
using the ciliR package. (H) Example 96 well plate layout showing mean active area per
well (left panel), a histogram showing the frequency of active area (centre panel) and mean
active area across a plate of a 96well HTS ALI cultures as determined using the ciliR
package.
Figure 3 Viral Inhibition and Ciliary Beat Frequency Analysis with High Dose Monotherapies
of ALS-8112 and CPD23. (A) Representative fluorescence images of whole wells showing
GFP expression, indicating RSV infection, at various concentrations of ALS-8112 (500-4000
nM) and CPD23 (5-80 nM). Wells treated with increasing concentrations of ALS-8112 and
CPD23 exhibit reduced GFP expression, indicating inhibition of RSV replication. Scale bar
represents 1mm. (B) Dose-response curves showing inhibition of RSV replication (n=3
plates). (C&D) Boxplots showing the mean and distribution of CBF for ciliated cells treated
with varying concentrations of ALS-8112 (500-4000 nM) (C) or CPD23 (5-80 nM) (D) 7 days
post-infection. The CBF distribution remains relatively consistent across the different
concentrations, suggesting minimal impact on ciliary function.
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Figure 4. Dose-response and toxicity analysis of combination therapies in primary human
airway epithelial cells. (A) Synergy Analysis at day 3 (A) and day 7 (D): - The 3D synergy
maps illustrate the interaction between ALS-8112 and CPD23. The synergy scores were
calculated using the Loewe model, where red regions indicate synergistic interactions, and
green regions indicate antagonistic interactions. Overall values between -10 and 10 are
considered additive. (B&E) Toxicity Matrices of the ciliary beat frequency (CBF) across the
96-HTS treatment plate at day 3 (B) and day 7 (E), shown as a three-dimensional surface
plot. The mean CBF remained between 8-9 Hz, indicating minimal impact on ciliary activity.
(C&F) The active area percentage, indicating overall cellular activity, remained consistent at
day 3 (C) and day 7 (F) with untreated plates across different concentrations of ALS-8112
and CPD23, demonstrating no significant toxicity.
( G) Representative fluorescence images
of whole wells showing GFP expression, indicating RSV infection, with ALS-8112 (4000nM)
and CPD23 (40 nM) and in combination. Wells treated with ALS-8112 and CPD23 exhibit
reduced GFP expression, indicating inhibition of RSV replication. Scale bar represents 1mm.
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FIGURE 1
cili
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F
8.1% 8.1%10.5%
35.1% 32.4%39.5%
56.8% 59.5%50%
0
5000
10000
15000
24w
−0.4um
96w
−1um
96well
−0.4um
Well Type
# of cells / total live cells
Basal Ciliated Rest
0
10000
20000
30000
24w
−0.4um
96w
−1um
96well
−0.4um
Well Type
no. ciliated cells/cm²
0
5
10
24w
−0.4um
96w
−1um
Well Type
CBF (Hz)
96 well PET 1um96 well PC 0.4um24 well PET 0.4um
b-tubulin green
ZO-1 red
Nuclei blue
b-tubulin
A B C
D
FIGURE 2
NA NA 5.4 13.713.910.713.2 7.2 6.1 12.0 6.2 6.3
10.311.3 6.2 11.5 4.4 17.321.714.3 7.2 16.6 6.3 2.6
8.1 5.8 14.0 6.3 14.8 7.2 27.312.1 9.0 10.0 8.8 6.9
4.7 12.9 6.6 7.0 12.6 7.6 6.1 15.3 8.7 6.9 11.2 6.3
3.8 8.8 17.011.215.212.211.011.311.910.5 6.0 13.1
7.8 6.9 19.114.1 7.4 12.7 9.8 14.5 8.6 10.6 6.3 11.3
8.2 9.8 8.1 9.3 14.8 9.8 16.010.612.2 8.1 7.2 11.2
7.3 14.015.610.213.8 7.8 3.5 10.610.5 8.4 NA 8.0
1 2 3 4 5 6 7 8 9 10 11 12
H
G
F
E
D
C
B
A
Active Area Day 28
0
5
10
15
20
0 10 20 30
% Active area /well
Number of wells
Distribution of AA
Mean = 10.29
10
20% Active area /well
Mean AA
0.0 0.0 9.6 10.210.8 7.9 9.8 8.8 10.2 8.6 9.2 6.5
8.5 9.4 6.7 7.9 9.7 7.6 8.7 7.4 8.7 9.3 8.2 8.4
8.0 8.4 7.8 7.5 7.8 7.9 9.1 9.1 9.5 8.9 7.7 9.4
7.9 10.1 9.5 7.2 8.0 7.9 7.5 8.0 8.9 8.2 8.5 8.1
8.4 7.6 7.4 8.5 9.6 8.8 8.1 9.9 8.6 9.5 8.4 8.2
9.0 8.9 9.8 7.3 8.6 8.3 9.4 7.7 8.3 7.0 9.0 8.7
7.9 6.8 8.1 5.4 8.8 7.8 9.5 9.0 9.4 8.7 7.4 8.0
8.2 9.1 9.0 7.7 9.6 10.0 9.2 7.2 8.0 8.5 0.0 7.3
1 2 3 4 5 6 7 8 9 10 11 12
H
G
F
E
D
C
B
A
Mean CBF (Hz) Day 28
0
5
10
15
20
6 8 10
Mean CBF (Hz)/ well
Number of wells
Distribution of CBF
Mean = 8.48
6
7
8
9
10
11CBF (Hz) /well
Mean CBF
Quality Threshold
Quality Threshold
Quality Threshold
Quality Threshold
Day_7_post_ALI Day_14_post_ALI Day_21_post_ALI Day_28_post_ALI
5010020040060080010001200140016001800 5010020040060080010001200140016001800 5010020040060080010001200140016001800 5010020040060080010001200140016001800
0
20
40
60
TEER (Ohm/cm²)
Number of wells
TEER of 96 wells during ALI culture
0.0 0.0 9.6 10.2 10.8 7.9 9.8 8.8 10.2 8.6 9.2 6.5
8.5 9.4 6.7 7.9 9.7 7.6 8.7 7.4 8.7 9.3 8.2 8.4
8.0 8.4 7.8 7.5 7.8 7.9 9.1 9.1 9.5 8.9 7.7 9.4
7.9 10.1 9.5 7.2 8.0 7.9 7.5 8.0 8.9 8.2 8.5 8.1
8.4 7.6 7.4 8.5 9.6 8.8 8.1 9.9 8.6 9.5 8.4 8.2
9.0 8.9 9.8 7.3 8.6 8.3 9.4 7.7 8.3 7.0 9.0 8.7
7.9 6.8 8.1 5.4 8.8 7.8 9.5 9.0 9.4 8.7 7.4 8.0
8.2 9.1 9.0 7.7 9.6 10.0 9.2 7.2 8.0 8.5 0.0 7.3
1 2 3 4 5 6 7 8 9 10 11 12
H
G
F
E
D
C
B
A
Mean CBF (Hz) Day 28
0
5
10
15
20
6 8 10
Mean CBF (Hz)/ well
Number of wells
Distribution of CBF
Mean = 8.48
6
7
8
9
10
11CBF (Hz) /well
Mean CBF
b-tubulin (cilia) Muc5AC (mucus)
DAPI (nuclei) Phalloidin (F-actin) Merge
96-HTS Transwell (1µm) 24-Transwell (0.4µm)A
B
C
others
others
others
D E
Ciliary beat frequency (Hz)
ROI count
E
G
H
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A
ALS-8112 500nM
CPD23 5nM
ALS-8112 1000nM ALS-8112 2000nM ALS-8112 4000nM
CPD23 20nM CPD23 40nMCPD23 10nM CPD23 80nM
FIGURE 3
7.36 7.88
8.43
9.44
8.54
NS.
ns
ns
ns
ns
5.0
7.5
10.0
12.5
15.0
0 500 1000 2000 4000
ALS−8112 (nM)
CBF (Hz)
Monotherapy CBF Day 3
7.36 7.87 8.36
7.51
8.25 8.65
NS.
ns
ns
*
NS.
ns
5.0
7.5
10.0
12.5
15.0
17.5
0 5 10 20 40 80
RV958 (nM)
CBF (Hz)
8.77
10.19
9.26
8.43
10.51
NS.
ns
ns
ns
ns
9
12
15
18
0 500 1000 2000 4000
ALS−8112 (nM)
CBF (Hz)
Monotherapy CBF Day 7
8.77
9.53 9.8 9.75
8.59
9.45
NS.
ns
ns
ns
ns
ns
8
10
12
14
16
0 5 10 20 40 80
RV958 (nM)
CBF (Hz)
Concentration (nM)
Inhibition (%)
0 1000
0
20
40
60
80
Dose−Response Curve
ALS−8112 in Block 1
Concentration (nM)
Inhibition (%)
0 10
0
20
40
60
80
Dose−Response Curve
RV956 in Block 1
0.00063
75.6
91.6
88.4
78.1
93.9
57.2
85.2
92.8
97
96.2
94.6
76.2
88.4
86.9
93.5
92.4
97.6
81.8
93.3
88.3
94.4
93.3
97
86.6
97.2
88.8
95.3
96.3
98.6
0
5
10
20
40
80
0 500100020004000
ALS−8112 (nM)
RV956 (nM)
Inhibition (%)
−100
−50
0
50
100
Mean: 86.55
Dose Response Matrix
Day 3
B C D
CPD23 in Block 1
CPD23 CPD23
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FIGURE 4
A
D
B
E
C
F
Scale = 1mm
Untreated control CPD23 40 nM
ALS-8112 4000 nM Combination
G
Loewe Drug Synergy Day 3
0
500
1000
2000
4000
0
5
10
20
40
80
−30
−20
−10
0
10
20
30
ALS−8112 (nM)
CPD23 (nM)
Synergy Score
Mean: 4.21 (p = 3.67e−05)
−20
−15
−10
−5
0
5
10
15
20
Ciliary Beat Frequency D3
0
500
1000
2000
4000
0
5
10
20
40
80
−10
−5
0
5
10
ALS−8112 (nM)
CPD23 (nM)
Synergy Score
−10
−5
0
5
10
Ciliary Active Area D3
0
500
1000
2000
4000
0
5
10
20
40
80
−20
−15
−10
−5
0
5
10
15
20
ALS−8112 (nM)
CPD23 (nM)
Synergy Score
−20
−15
−10
−5
0
5
10
15
20
Ciliary Beat Frequency D7
0
500
1000
2000
4000
0
5
10
20
40
80
−10
−5
0
5
10
ALS−8112 (nM)
CPD23 (nM)
Synergy Score
−10
−5
0
5
10
Ciliary Active Area D7
0
500
1000
2000
4000
0
5
10
20
40
80
−20
−15
−10
−5
0
5
10
15
20
ALS−8112 (nM)
CPD23 (nM)
Synergy Score
−20
−15
−10
−5
0
5
10
15
20
Loewe Drug Synergy Day 7
0
500
1000
2000
4000
0
5
10
20
40
80
−30
−20
−10
0
10
20
30
ALS−8112 (nM)
CPD23 (nM)
Synergy Score
Mean: 6.08 (p = 5.81e−05)
−20
−15
−10
−5
0
5
10
15
20
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(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted March 30, 2025. ; https://doi.org/10.1101/2025.03.28.645652doi: bioRxiv preprint
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