Ana E Gomez Martinez1,2, Amy E Herr1,2,3. 1. Department of Bioengineering, University of California Berkeley, Berkeley, California 94720, United States. 2. The University of California Berkeley and University of California San Francisco Graduate Program in Bioengineering, Berkeley, California 94720, United States. 3. Chan Zuckerberg Biohub, San Francisco, California 94158, United States.
Abstract
Gaining insight into the timing of cell apoptosis events requires single-cell-resolution measurements of cell viability. We explore the supposition that mechanism-based scrutiny of programmed cell death would benefit from same-cell analysis of both the DNA state (intact vs fragmented) and the protein states, specifically the full-length vs cleaved state of the DNA-repair protein PARP1, which is cleaved by caspase-3 during caspase-dependent apoptosis. To make this same-cell, multimode measurement, we introduce the single-cell electrophoresis-based viability and protein (SEVAP) assay. Using SEVAP, we (1) isolate human breast cancer SKBR3 cells in microwells molded in thin polyacrylamide gels, (2) electrophoretically separate protein molecular states and DNA molecular states-using differences in electrophoretic mobility-from each single-cell lysate, and (3) perform in-gel DNA staining and PARP1 immunoprobing. Performed in an open microfluidic device, SEVAP scrutinized hundreds to thousands of individual SKBR3 cells. In each single-cell lysate separation, SEVAP baseline-resolved fragmented DNA from intact DNA (R s = 5.17) as well as cleaved PARP1 from full-length PARP1 (R s = 0.66). Comparing apoptotic and viable cells showed statistically similar profiles (expression, mobility, peak width) of housekeeping protein β-tubulin (Mann-Whitney U test). Clustering and cross-correlation analysis of DNA migration and PARP1 migration identified nonapoptotic vs apoptotic cells. Clustering analysis further suggested that cleaved PARP1 is a suitable apoptosis marker for this system. SEVAP is an efficient, multimode, end-point assay designed to elucidate cell-to-cell heterogeneity in mechanism-specific signaling during programmed cell death.
Gaining insight into the timing of cell apoptosis events requires single-cell-resolution measurements of cell viability. We explore the supposition that mechanism-based scrutiny of programmed cell death would benefit from same-cell analysis of both the DNA state (intact vs fragmented) and the protein states, specifically the full-length vs cleaved state of the DNA-repair protein PARP1, which is cleaved by caspase-3 during caspase-dependent apoptosis. To make this same-cell, multimode measurement, we introduce the single-cell electrophoresis-based viability and protein (SEVAP) assay. Using SEVAP, we (1) isolate human breast cancer SKBR3 cells in microwells molded in thin polyacrylamide gels, (2) electrophoretically separate protein molecular states and DNA molecular states-using differences in electrophoretic mobility-from each single-cell lysate, and (3) perform in-gel DNA staining and PARP1 immunoprobing. Performed in an open microfluidic device, SEVAP scrutinized hundreds to thousands of individual SKBR3 cells. In each single-cell lysate separation, SEVAP baseline-resolved fragmented DNA from intact DNA (R s = 5.17) as well as cleaved PARP1 from full-length PARP1 (R s = 0.66). Comparing apoptotic and viable cells showed statistically similar profiles (expression, mobility, peak width) of housekeeping protein β-tubulin (Mann-Whitney U test). Clustering and cross-correlation analysis of DNA migration and PARP1 migration identified nonapoptotic vs apoptotic cells. Clustering analysis further suggested that cleaved PARP1 is a suitable apoptosis marker for this system. SEVAP is an efficient, multimode, end-point assay designed to elucidate cell-to-cell heterogeneity in mechanism-specific signaling during programmed cell death.
Dysregulated apoptosis
mechanisms contribute to neurodegenerative
disorders,[1] cancers,[1,2] and
chemotherapeutic resistance.[3] Understanding
cancer-cell-death avoidance and chemotherapy resistance to determine
drug targets requires scrutiny of programmed cell-death pathways,
including apoptosis.[3] During apoptosis,
the cellular membrane blebs, DNA condenses, the caspase cascade modifies
proteins, and DNA is fragmented into ∼50 kb fragments by active
DNases.[4]Accurate temporal resolution
of apoptotic events requires single-cell
resolution[5] due to the asynchronous nature
of apoptosis.[2] The gold standard measurement
of apoptosis is morphological changes (membrane blebbing, nuclear
fragmentation). Other common measurements are imaging- or flow-cytometry-based
analyses of stains.[2] These stains penetrate
a compromised cell membrane (e.g., ethidium homodimer-1, propidium
iodide, SYTOX Green) or detect externalized phosphatidylserine (Annexin
V).[2]Beyond DNA damage, cancer-cell
survival is influenced by the expressed
repertoire of proteins in their various forms (proteoforms). Proteoforms
comprise the myriad of molecular forms of a protein that arise from
genetic variation, alternatively spliced RNA, and post-translational
modification.[6] Protein post-translational
modifications, including phosphorylation and cleavages, are prevalent
in mechanisms of apoptosis.[7] Bulk proteoform
measurements have been made with standard Western blots to investigate
the apoptosis pathways after dosing with specific drugs/chemicals.[8−10]In the classical caspase-dependent apoptosis mechanism[2] found in mammalian cells, active caspase-3/7
cleaves some or all of the DNA-repair protein PARP-1.[11,12] The full-length 116 kDa PARP1 protein is cleaved into 89 and 24
kDa fragments during apoptosis.[12] The caspase-3/7
activity leads to activation of caspase-dependent DNases and then
the fragmentation of DNA,[13] into 50 kbp
fragments.[4] Therefore, PARP1 is cleaved
slightly upstream of DNA fragmentation during apoptosis, but both
events occur in similar stages of apoptosis. Additionally, PARP1 may
be cleaved by a caspase-independent nonapoptotic pathway (TGF-β
induced in mice liver cell lines)[14] or
by caspase-7 during a nonapoptotic proinflammatory response.[15]Detection of DNA damage has historically
been accomplished through
detection of fragmented DNA using electrophoretic analysis of lysate
from individual cells. In single-cell gel electrophoresis, or the
comet assay, individual cells are embedded in an agarose layer, cells
are lysed, and the fragmented DNA is subjected to agarose electrophoresis.[16] The intact versus fragmented DNA state is measured
owing to differences in electrophoretic mobility as the DNA migrates
through the agarose sieving matrix. The namesake “comet”
refers to pattern generated by the overlapping of the DNA fragment
bands, which can resemble the tail of a comet. The amount of DNA in
the tail and tail length are used to determine the level of DNA damage.[17] The comet assay is the gold standard for single-cell
DNA damage measurements and is commonly used for fundamental research
on DNA damage or repair and for genotoxicity testing of chemicals.[18] Throughput of the comet assay has been increased
by adopting microwells[19] or microfluidic
arrays[20] for single-cell isolation.The canonical comet assay does not resolve the various DNA fragments
present in apoptotic cells, and the DNA damage measurement is saturated
at several thousand breaks per cell, which is below the level of DNA
fragmentation in a dead cell and does not measure cell viability.[21] Fractionating the 50 kb DNA fragments from intact
DNA should allow apoptotic cells to be identified and, when combined
with analysis of proteoform expression, identify apoptosis mechanisms.
Prepending electrophoresis to a single-cell-resolution immunoassay
improves proteoform selectivity over an immunoassay alone (i.e., immunofluorescence,
immunohistochemistry, flow and mass cytometry). Single-cell Western
blotting is capable of assessing expression of specific proteoforms
including truncated oncoproteins in cancer cells (e.g., HER2 and t-erbB2).[22] Probed single-cell isoelectric focusing measures
the expression of similar-mass isoforms with distinct isoelectric
points.[23]Consequently, we posit
that a same-cell assay designed to measure
both the DNA state and the state of a key apoptosis signaling protein
such as PARP1 would be useful in opening inquiry into the programmed
cell-death mechanism. We introduce the single-cell electrophoresis-based
viability and protein (SEVAP) assay, capable of simultaneously identifying
apoptosis and proteoform expression from thousands of cells per chip.
This dual-mode measurement is achieved by fractionating the molecular
forms of DNA and proteins in an open microfluidic device with a polyacrylamide
gel (PAG) sieving matrix. A single-cell DNA mode and protein mode
single-cell polyacrylamide gel electrophoresis assay were each optimized
and then coupled to make a multimodal viability and proteoform measurement
(SEVAP assay). The cleaved PARP1 was evaluated as a spontaneous apoptosis
marker in SKBR3 cells. In the future, the high-throughput and simultaneous
viability and protein expression measurement from individual cells
may elucidate apoptosis mechanisms or chemotherapeutic resistance
mechanisms.
Experimental Section
Chemicals
A solution
of 30% (w/v) (29:1) acrylamide/bis
acrylamide (A3574), N,N,N′,N′-tetramethylethylenediamine
(TEMED, T9281), and ammonium persulfate (APS, A3678) was purchased
from Sigma-Aldrich. N-[3-[(3-Benzoylphenyl)-formamido]propyl]
methacrylamide (BPMAC) was synthesized by PharmAgra Laboratories.
Dual-lysis/electrophoresis buffer is composed of 0.5× Tris-glycine
from Bio-Rad (1610734), 0.5% sodium dodecyl sulfate (SDS) from Sigma-Aldrich
(L3771), 0.25% sodium deoxycholate from Sigma-Aldrich (D6750), and
0.1% Triton X-100 from Sigma-Aldrich (X100–100 ML). 10 000×
SYBR Green I (S7563) was purchased from Invitrogen. GeneRuler High
Range DNA ladder (48 502, 24 508, 20 555, 17 000,
15 258, 13 825, 12 119, 10 171 bp) was
purchased from Thermo Fisher Scientific (SM1351). Tris buffered saline
with Tween 20 (TBST 10×) was purchased from Cell Signaling Technology
(9997S). 10× Tris/borate/EDTA buffers (TBE) were purchased from
Invitrogen (AM9863).
Cell Culture
SKBR3 cells were cultured
in DMEM, high-glucose,
GlutaMAX Supplement (10566–016) with 1% penicillin/streptomycin
(15140122, Life Technologies) and BenchMark FBS (100–106, Gemini
Bio-Products). SKBR3 cells were authenticated by short tandem repeat
analysis and tested negative for mycoplasma (Supporting Information).
SU8 Wafer and PAG Fabrication
SU8
wafer was fabricated
using photolithography as previously reported.[24] The array was 44 μm high, the separation lane was
1 mm, the transverse distance between microwells was 400 μm,
and the microwell diameter was 32 μm. All PAGs were 7%T (3.33%C),
3 mM BPMAC, 0.08% TEMED, and 0.08% APS, 1× Tris-glycine.
DNA Ladder
Electrophoresis
Ladder was diluted according
to manufacturer directions and pipetted over the 7%T (3.33%C) PAG.
Electrophoresis was 15 s in 1× TBE.
SEVAP
Single cells
were isolated in microwell arrays
in polyacrylamide gels and lysed as previously reported.[24] The microwells were 32 μm in diameter
and placed 400 μm apart with 1 mm separation axes. The PAG is
44 μm thick. After polyacrylamide gel electrophoresis (PAGE)
at 40 V/cm, proteins were immobilized by benzophenone (BP), which
is covalently incorporated into the PAG and is activated by UV. Then,
double-stranded (dsDNA) was stained with 1× SYBR Green I, and
β-tubulin or PARP1 was immunoprobed. Proteins were immobilized
by UV-activated benzophenone (Lightningcure LC5, Hamamatsu, 100% power,
45 s). 1× SYBR Green I (maximum excitation at 497 nm and emission
at 520 nm) in diH2O stained the SKBR3 DNA and the high-range
DNA ladder (16.7 ng/μL) (Figure B).
Figure 1
Microseparation simultaneously measures DNA fragmentation
and protein
expression in single cells. (A) Measuring PARP1 states (full-length
vs cleaved) and DNA states (intact vs fragmented) in the same cell
will help to investigate the programmed cell-death mechanism. In cells
undergoing caspase-dependent apoptosis, dsDNA is fragmented, and PARP1
is cleaved. (B) SEVAP, a microarray open microfluidic device, isolates
single cells and performs electrophoretic cytometry to analyze the
DNA migration and proteoform expression. The PAG pore size, time of
PAGE, and electric field are selected to analyze both DNA and proteoforms.
(C) PARP1 states and DNA states are measured simultaneously in an
end-point micrograph to analyze the proteoform expression in live
and apoptotic cells.
Microseparation simultaneously measures DNA fragmentation
and protein
expression in single cells. (A) Measuring PARP1 states (full-length
vs cleaved) and DNA states (intact vs fragmented) in the same cell
will help to investigate the programmed cell-death mechanism. In cells
undergoing caspase-dependent apoptosis, dsDNA is fragmented, and PARP1
is cleaved. (B) SEVAP, a microarray open microfluidic device, isolates
single cells and performs electrophoretic cytometry to analyze the
DNA migration and proteoform expression. The PAG pore size, time of
PAGE, and electric field are selected to analyze both DNA and proteoforms.
(C) PARP1 states and DNA states are measured simultaneously in an
end-point micrograph to analyze the proteoform expression in live
and apoptotic cells.
Immunoprobing
Anti-β-tubulin (55 kDa) polyclonal
rabbit antibody (diluted to 0.1 mg/mL in 2% BSA/1× TBST) was
purchased from Abcam (ab6046), and the antirabbit antibody labeled
with Alexa 647 (diluted to 0.1 mg/mL in 2% BSA/1× TBST) (A31573),
with an excitation max of 650 nm and emission max of 665 nm, was purchased
from Invitrogen. For each antibody, the 44 μm thick gel was
probed for 1 h and washed for 2 h on a rotator with 1× TBST buffer
exchange every 30 min.Anti-PARP1 (cleaved and full) N-terminus
monoclonal mouse antibody (Proteintech, Catalog # 66520–1-IG),
was diluted 1:5 in 2% BSA/1× TBST and incubated for 2 h. The
secondary antibody is donkey antimouse labeled with Alexa 594 (A21203,
Invitrogen), with an excitation max of 590 nm and emission max of
617 nm, and was diluted 1:20 in 2% BSA/1× TBST and incubated
for 1 h.
Imaging
Fluorescence was imaged with 5 μm/pixel
spatial resolution using a GenePix 4300/4400 Microarray Scanner from
Molecular Devices (San Jose, CA). DNA ladder was imaged with a 10×
magnification objective (Olympus UPlanFLN, NA 0.45, Tokyo, Japan).
The Olympus IX71 inverted fluorescence microscope was connected to
an Andor iXon+ EMCCD camera, an ASI motorized stage, and a shuttered-mercury-lamp
light source (X-cite, Lumen Dynamics, Mississauga, Canada).
Image
Analysis
The micrographs were analyzed using
custom scripts, as previously described,[24] in MABLAB R2018b. Briefly, 400 μm by 1 mm regions of interest
were created. Structures store the arbitrary fluorescence units (AFU)
vertical line average profiles for DNA and proteins and the Gaussian
fits to these profiles. Peak widths are the 4σ of the Gaussian
fits from the intensity profiles (4σ fits 95% of the distribution),
and the migration distances, or peak locations, are the center of
the same Gaussian fits.
Results and Discussion
For the multimode
single-cell assay, we start by developing a single-cell
proteoform separation mode to distinguish full-length versus cleaved
PARP1. Next, we use knowledge acquired from that most-stringent molecular
analysis (PARP1 forms) to design and develop the less-stringent, coarse
DNA fractionation polyacrylamide gel electrophoresis (PAGE) mode.
This latter mode is designed to distinguish intact versus fragmented
DNA from one starting cell. Finally, we integrate the two modules
such that both DNA and PARP1 states can be assessed from the same
starting cell.
Separation of PARP1 Proteoform States
We anticipate
that distinguishing full-length from cleaved PARP1 will require more
resolving power than fractionating intact versus fragmented DNA. As
such, we first developed the protein immunoblot mode of the multimode
SEVAP assay to resolve and measure full-length (116 kDa) and cleaved
(89 kDa) PARP1 with the same antibody probe, an antibody against the
N-terminus of PARP1. Cleaved PARP1 indicates caspase activity and
caspase-dependent apoptosis[2] (Figure A). SKBR3 cells are
expected to express primarily full-length PARP1 (116 kDa), primarily
cleaved PARP1 (89 kDa), or a combination of full-length and cleaved
PARP1. The PARP1 signal readout is a fluorescence immunoassay (Figure B). When integrated,
the DNA signal readout will also be fluorescence owing to the use
of DNA staining.To separate the 116 and 89 kDa PARP1 forms,
we selected PAGE conditions (i.e., PAG pore size, time of PAGE, and
applied electric field) (Figure C) to achieve a separation resolution, Rs, of ∼1. The Rs increases
with an increasing difference in protein migration distance or decreasing
peak widths.[25] The measured mobility was
3.18 × 10–5 cm2/(V s) ± 4.98
× 10–7 for the 116 kDa, or full-length, PARP1
and 4.03 × 10–5 ± 1.13 × 10–6 cm2/(V s) for the 89 kDa, or cleaved, PARP1 (mean migration
distance for full-length PARP1 is 381 ± 6.0 μm and for
cleaved PARP1 is 483 ± 13.6 μm with n =
5 lanes). The measured peak width for full-length PARP1 is 123 ±
5.5 μm and for cleaved PARP1 the peak width is 192 ± 32
μm. The measured Rs was 0.66 ±
0.14 after 30 s of PAGE. The PARP1 forms of interest have a 23% mass
difference and were resolved in a 7%T PAG. PAGE can separate proteins
by molecular mass, and both the full-length and cleaved PARP1 are
selectively measured with the same antibody probe.
Fractionation
of DNA States
We next sought to develop
the DNA mode of the SEVAP assay. As mentioned earlier, during caspase-dependent
apoptosis, active DNases fragment DNA into 50 kb with some of the
DNA remaining intact.[4] Here, we seek to
fractionate fragmented DNA (50 kb) from intact DNA to detect the apoptosis
hallmark (50 kb fragments) and not measure the degree of DNA fragmentation
as is done with the comet assay.To achieve this coarse fractionation
of the two DNA subpopulations—intact versus fragmented—we
hypothesize that PAGE will provide the low-resolving power required.
This underlying hypothesis is important, as the assertion forms the
linchpin for the same-cell dual-mode SEVAP assay. If the coarse fractionation
functionality is possible, SEVAP can be designed to integrate same-cell
DNA and PARP1 molecular state measurements using the same PAGE conditions.The small pore size of PAG (pore size is estimated below 10 nm[26]) results in DNA molecular reptation with stretching,
where a biomolecule stretches under an applied electric field with
a snake-like migration. In this reptation with stretching regime,
the mobility vs molecular-mass curve plateaus for high-molecular-mass
molecules.[27] This behavior in the reptation
with stretching regime leads to low-resolution separations of DNA
fragments (10s kb) from each other in PAG. Increasing the applied
electric field from the standard 1 V/cm for a comet assay[21] further exacerbates this reptation with stretching
and the mobility plateau. We hypothesize that at this high applied
electric field, the 50 kb fragments will electrokinetically inject
and electromigrate by reptation through the PAG, while intact DNA
will remain in the microwell. In this way, we design the PAG sieving
matrix to fractionate the fragmented from the intact DNA by acting
as a size-exclusion filter. To our knowledge, the electrophoretic
mobility of the DNA state that indicates apoptosis (i.e., 50 kb fragments)
has not been reported in PAG at a high electric field (40 V/cm compared
to 1 V/cm for DNA analysis).We sought to study the electromigration
of a high-molecular-mass
DNA ladder to determine if coarse detection of apoptotic DNA fragments
(i.e., fractionating intact DNA and DNA fragments) by PAGE is feasible.
The size of the DNA ladder components is expected to be similar to
that of the DNA fragments found in apoptotic cells. We expect that
the components of the DNA ladder will not resolve from each other.
Importantly, the DNA mode of the SEVAP assay need not resolve each
of the DNA fragments, but must simply resolve the intact from fragmented
populations. First, to determine the expected electromigration behavior
of 50 kb DNA fragments under PAGE conditions suitable for protein
separation (7%T, E = 40 V/cm, 15 s of PAGE), a high-molecular-mass
DNA ladder was introduced into the microwells and analyzed (Figure A). This ladder migrated
136 ± 3.3 μm (μ = 2.27 × 10–5 ± 5.5 × 10–7 cm2/(V s); N = 7 lanes). As expected, the DNA ladder migrated as a
single band, showing that (1) the DNA is in the reptation regime and
(2) fractionation of 50 kb DNA fragments from intact DNA can be accomplished
under the same separation conditions needed to resolve full-length
from cleaved PARP1 protein states.
Figure 2
Viable and apoptotic SKBR3 cells are identified
based on DNA migration
repeatably via SEVAP. (A) The DNA ladder migrated 136 ± 3.3 μm
(n = 7 lanes), and fragmented DNA migrated substantially
similarily, while intact DNA remained near the microwell region. (B)
Across three chips, the fragmented DNA migrated 183 ± 12.5 μm
in PAG, while the intact DNA migrated 25.8 ± 5.34 μm from
the center of the microwell (chip 1: n = 401 cells
and n = 3 cells contain fragmentation DNA, chip 2: n = 618 cells and n = 5 cells contain fragmentation
DNA, chip 3: n = 375 cells and no cells contain fragmented
DNA at this low sample number). There was no overlap in the distribution
of the migration distance of fragmented DNA and intact DNA.
Viable and apoptotic SKBR3 cells are identified
based on DNA migration
repeatably via SEVAP. (A) The DNA ladder migrated 136 ± 3.3 μm
(n = 7 lanes), and fragmented DNA migrated substantially
similarily, while intact DNA remained near the microwell region. (B)
Across three chips, the fragmented DNA migrated 183 ± 12.5 μm
in PAG, while the intact DNA migrated 25.8 ± 5.34 μm from
the center of the microwell (chip 1: n = 401 cells
and n = 3 cells contain fragmentation DNA, chip 2: n = 618 cells and n = 5 cells contain fragmentation
DNA, chip 3: n = 375 cells and no cells contain fragmented
DNA at this low sample number). There was no overlap in the distribution
of the migration distance of fragmented DNA and intact DNA.In order to measure apoptosis with the DNA mode
of SEVAP, we aim
to characterize the migration of DNA from single cells and categorize
this DNA as fragmented or intact. Assuming a Gaussian distribution
and based on the measured DNA ladder migration, 99.85% of the DNA
ladder species are expected to migrate >126 μm after 15 s
of
PAGE. Therefore, single-cell DNA with a migration distance >126
μm
is categorized as fragmented (Figure A), under the SEVAP separation conditions described.
Based on this categorization, the average migration distance of the
fragmented DNA from SKBR3 cells was 183 ± 12.5 μm (n = 8 cells) (Figure B). The mobility of this fragmented DNA in PAG is μ
= 3.06 × 10–5 ± 2.08 × 10–6 cm2/(V s). Assuming a Gaussian distribution, 99.7% of
the fragmented DNA from SKBR3 cells is expected to migrate between
145 and 220 μm. The dual-lysis/electrophoresis buffer has a
higher conductivity than the TBE buffer, so greater Joule heating
and a higher migration distance are expected from the cellular DNA
in lysis/electrophoresis buffer compared to the migration distance
of the ladder in 1× TBE. Intact DNA (>50 kbp) is size-excluded
from the separation gel, so that large DNA remains in the microwell
with a peak location at 25.8 ± 5.34 μm (n = 1386) from the center of the 32 μm diameter well (Figure A). Therefore, 99.7%
of the intact DNA migrated between 9.78 and 41.8 μm (Figure B). The Rs between the intact and fragmented DNA was calculated
based on the peak location of the intact and fragmented DNA in different
lanes and was 3.37 (n = 8 fragmented, n = 1386 intact). The polyacrylamide acts as a cutoff filter, preventing
migration of intact DNA strands. The fragmented DNA and intact DNA
have nonoverlapping distribution within chips or across chips (Figure B). This shows that
DNA fragments and intact DNA (i.e., DNA larger than 50 kb) are resolvable
in the PAG sieving matrix and under PAGE conditions that are suitable
for separating full-length and cleaved PARP1 (7%T, E = 40 V/cm).We assessed the spontaneous apoptosis rate with
the DNA mode of
the SEVAP assay. SKBR3 cells were incubated in PBS for 30 min prior
to SEVAP lysis and analysis. The SKBR3 cells were untreated, meaning
no cytotoxins, chemotherapeutics, or stimuli were delivered to cells.
Previously, the spontaneous apoptosis rate for SKBR3 cells cultured
in RPMI 1640 medium over 24 h was 15 ± 6%.[8] Here, cells with DNA that migrated greater than 126 μm,
the minimum migration distance of the DNA ladder, were classified
as apoptotic. We observed an apoptosis rate of 0.6% (i.e., 8 cells
exhibited fragmented DNA out of 1394 cells; n = 3
chips). Assuming a constant apoptosis rate, the previously reported
apoptosis rate is 0.31% per half hour with a distribution of 0.0–0.81%.
The observed average SKBR3 cell apoptosis rate is within range of
the expected apoptosis rate from literature. This concordance between
our measured spontaneous apoptosis rate and rates reported in the
literature suggests that SEVAP reports a DNA electrophoretic mobility
that accurately identifies cell viability, in this novel PAG format.
Same-Cell DNA Fragmentation and Protein Expression Measurements
Are High-Throughput
We aimed to design SEVAP as a high-throughput
assay capable of measuring DNA state and protein expression. To accomplish
the high-throughput cytometry needed to detect rare apoptotic cells,
we used an open microfluidic design. High-throughput is needed when
you consider that 965 untreated SKBR3 cells are expected to be required
to have a 95% confidence in identifying one apoptotic cell, given
the 0.31% per half hour apoptosis rate. The open microfluidic SEVAP
device contains 3150 microwells (18 rows, 175 columns, each abutting
a 1 mm long separation lane, as is sufficient to resolve the PARP1
states [full-length vs cleaved] and to resolve the DNA states [fragmented
vs intact]). This design allowed for thousands of microwells and lanes
on a single chip. The SEVAP device reported the DNA states and β-tubulin
expression of 1394 SKBR3 cells (n = 3 chips) after
an 8 h assay (2 h of hands-on time). Most cells (1386 cells) contained
DNA that was sequestered to the microwell. Eight cells contained fragmented
DNA that electromigrated in the PAG (apoptosis rate is 0.6%). The
small population of apoptotic cells was detected in a single SEVAP
chip due to the high-throughput of the single-cell assay.In
order to exclude the possibility that the detection of high-mobility
DNA was due to technical variation in SEVAP, we made multimodal measurements
of the housekeeping protein β-tubulin (expression and mobility)
and the DNA state of individual SKBR3 cells (Figure A). The average β-tubulin (55 kDa)
migration is 455 ± 65.0 μm and the mobility is μ
= 7.59 × 10–5 ± 1.08 × 10–5 cm2/(V s) (n = 1394 cells). The average
coefficient of variance (CV) for β-tubulin peak location was
14.3% across three chips (chip 1: CV = 4.86%, n =
401 cells; chip 2: CV = 9.65%, n = 618 cells; chip
3: CV = 12.1%, n = 375 cells). There is no statistical
difference in β-tubulin mobility between cells with fragmented
and intact DNA (n = 1394 cells, Mann–Whitney
U test) (Figure B).
Comparison of DNA migration to that of the housekeeping protein supports
the conclusion that the high mobility of the DNA is attributable to
the DNA fragmentation rather than technical variation of the SEVAP,
since this variation would be expected to influence β-tubulin
mobility along with DNA mobility.
Figure 3
SEVAP is a high-throughput single-cell
assay that measures two
modes (intact vs fragmented DNA and proteoform expression) independently
as shown by analyzing β-tubulin migration, peak width, and expression.
(A) In the individual combined intensity profile of DNA and β-tubulin,
DNA was contained near the microwell, or DNA electromigrated into
the PAG. β-Tubulin is a control to determine if technical variation
affects DNA mobility and if DNA location affects dispersion (n = 1394 cells). (B) The protein peak location of β-tubulin
is similar between cells with intact and fragmented DNA*. (C) The
β-tubulin peak width is similar between cells with intact and
fragmented DNA. (D) The β-tubulin expression, or AUC, is similar
between cells with intact and fragmented DNA. * Fragmented DNA have
a peak location above 126 μm (the minimum migration distance
of the 50 kb DNA ladder).
SEVAP is a high-throughput single-cell
assay that measures two
modes (intact vs fragmented DNA and proteoform expression) independently
as shown by analyzing β-tubulin migration, peak width, and expression.
(A) In the individual combined intensity profile of DNA and β-tubulin,
DNA was contained near the microwell, or DNA electromigrated into
the PAG. β-Tubulin is a control to determine if technical variation
affects DNA mobility and if DNA location affects dispersion (n = 1394 cells). (B) The protein peak location of β-tubulin
is similar between cells with intact and fragmented DNA*. (C) The
β-tubulin peak width is similar between cells with intact and
fragmented DNA. (D) The β-tubulin expression, or AUC, is similar
between cells with intact and fragmented DNA. * Fragmented DNA have
a peak location above 126 μm (the minimum migration distance
of the 50 kb DNA ladder).Furthermore, to exclude the possibility that a mass of DNA immobilized
in the sieving gel might add sample dispersion to a protein peak,
we analyzed the peak width for β-tubulin in lanes with fragmented
versus intact DNA. If dispersion is influenced by DNA entrapment,
then the peak width measurement could be affected by the DNA state.
The mean peak width of β-tubulin in lanes with fragmented DNA
was 99.1 ± 12.3 μm (n = 8), and the mean
peak width of β-tubulin in lanes with intact DNA was 108.7 ±
16.6 μm (n = 1386) (Figure C). There was no statistical difference between
these peak widths (Mann–Whitney U test). Therefore, the state
of the DNA is not affecting protein dispersion.We sought to
analyze how β-tubulin compared in apoptotic
and live cells. The β-tubulin expression is measured by AUC
of the intensity profile. The β-tubulin is expressed statistically
similarly (Mann–Whitney U test) in cells with fragmented and
intact DNA (Figure D). The mean AUC of the β-tubulin in cells with intact DNA
was 1.22 × 104 ± 1.29 × 104 AFU
(n = 1386), and the mean AUC of the β-tubulin
in cells with fragmented DNA was 1.16 × 104 ±
1.23 × 104 (n = 8). This invariant
β-tubulin expression and molecular mass may be due to the required
maintenance of the cytoskeleton during the apoptosis process, meaning
no cytoskeletal degradation or protein downregulation takes place.
Simultaneous Viability and PARP1 (Full-Length Vs Cleaved) Expression
Measurements
As mentioned, PARP1 is cleaved by caspase activity
and is an indicator of apoptosis.[7] Full-length
PARP1 (116 kDa) is cleaved during caspase-dependent apoptosis into
89 and 24 kDa. However, PARP1 cleavage may have other physiological
functions.[1] In first scrutinizing the protein
mode of the SEVAP assay, we observed the full-length and cleaved PARP1
as detectable with the same N-terminus targeting antibody probe. SEVAP
resolved the full-length (116 kDa) and cleaved PARP1(89 kDa) form
by molecular mass in the sieving matrix (7%T PAG, 30 s PAGE, electric
field was 40 V/cm). In the DNA mode of the SEVAP assay, we observed
DNA states (intact vs fragments) resolved after 15 s of PAGE. Therefore,
a 30 s PAGE resolved fragmented DNA from intact DNA and the full-length
PARP1 from cleaved PARP1 from the same single cell. Since both fragmented
DNA and cleaved PARP1 are present in caspase-dependent apoptosis,
and caspase-dependent apoptosis is common, agreement between the two
molecular markers is expected in a spontaneously apoptotic SKBR3 cell.To evaluate if PARP1 is a spontaneous apoptosis marker for the
SKBR3 cell line, we cross-correlated the presence of the two molecular
markers, DNA and PARP1, in cells not exposed to any chemotherapeutic/stress
agent. For this analysis, the PARP1 migration distance for cells with
both forms of PARP1 was determined using the peak with the larger
migration distance, because this peak indicates the expression of
the cleaved PARP1. We clustered cells based on the PARP1 location
and DNA location with a Gaussian mixture model and identified two
clusters, the live and apoptotic cell clusters (Figure A). The mean migration distance of DNA for
Cluster 1 was 33.1 ± 12 μm, and the mean migration distance
of PARP1 for this cluster was 366 ± 33 μm. In Cluster 2,
the mean migration distance of DNA migration was 365 ± 30 μm,
and a mean migration distance of PARP1 was 481 ± 22 μm.
Differences in the migration distances for PARP1 between these clusters
are statistically significant (Mann–Whitney U test). Therefore,
cells with fragmented DNA contained cleaved PARP1, and cells with
intact DNA contained full-length PARP1. The PARP1 Rs is 0.78 (n = 8 cleaved PARP1, n = 4507 full-length PARP1), and the DNA Rs is 5.17 (n = 8 fragmented DNA, n = 4507 intact DNA). PARP1 is cleaved (89 and 24 kDa) by
caspase during apoptosis and does not apply to other cell-death pathways
such as necrosis. Apoptosis and necrosis have different morphological
and molecular characteristics. In necrotic cells, DNA is fragmentated
randomly,[28] and PARP1 fragments may vary
between 42 to 116 kDa.[29] We observed discretely
fragmented DNA and discretely cleaved PARP1, indicating these cells
are apoptotic.
Figure 4
Clustering of PARP1 and DNA migration distance showed
a live and
apoptotic population, were cleaved PARP1 is present in only apoptotic
cells (cells with fragmented DNA). (A) Cluster 1 contains live cells
with intact DNA and only full-length PARP1 (n = 4507cells).
Cluster 2 contained apoptotic cells with fragmented DNA and either
some or only cleaved PARP1 (n = 8 cells). (B) Intensity
profiles and micrographs of lanes show the populations and subpopulations
in each cluster. Cluster 1 profiles were of live cells and contained
full-length PARP1. Cluster 2 has one subpopulation (n = 4) of apoptotic cells containing cleaved PARP1. Cluster 2 has
a second subpopulation (n = 4) of apoptotic cells
containing both full-length and cleaved PARP1 in the same cell.
Clustering of PARP1 and DNA migration distance showed
a live and
apoptotic population, were cleaved PARP1 is present in only apoptotic
cells (cells with fragmented DNA). (A) Cluster 1 contains live cells
with intact DNA and only full-length PARP1 (n = 4507cells).
Cluster 2 contained apoptotic cells with fragmented DNA and either
some or only cleaved PARP1 (n = 8 cells). (B) Intensity
profiles and micrographs of lanes show the populations and subpopulations
in each cluster. Cluster 1 profiles were of live cells and contained
full-length PARP1. Cluster 2 has one subpopulation (n = 4) of apoptotic cells containing cleaved PARP1. Cluster 2 has
a second subpopulation (n = 4) of apoptotic cells
containing both full-length and cleaved PARP1 in the same cell.Three main cases of PARP1 states and DNA states
were observed (Figure B). All viable cells,
or cells in Cluster 1, contained intact DNA and full-length PARP1.
All apoptotic cells express either both full-length and cleaved or
only cleaved PARP1. Four apoptotic cells expressed only cleaved PARP1,
and four other apoptotic cells express both full-length and cleaved
PARP1. The migration distances measured by SEVAP demonstrate that
spontaneously apoptotic SKBR3 cells express cleaved PARP1, and viable
cells express only full-length PARP1.
Conclusion
Here,
the SEVAP assay reports proteoform expression and simultaneously
measures viability from single cells. These simultaneous measurements
remove any time lag between cell staining/imaging and protein separation,
which may change the cell states. The capture of a single-time-point
proteoform expression and viability for hundreds of cells can be leveraged
for apoptosis investigation, which require precise timing and analysis
of single cells. The relationship between fragmentation and DNA electrophoretic
mobility is the basis for fractionating DNA by size and identifying
apoptotic cells in polyacrylamide. A high-molecular-mass DNA ladder
validated the migration of 50 kb fragmented DNA in PAG. Loading control
protein, β-tubulin, showed no relationship to DNA fragmentation
as expected. PARP1 was evaluated as a spontaneous apoptosis marker
by correlation of the PARP1 proteoform expression to the DNA fragmentation
in apoptotic cells.Future work can lead to measuring and distinguish
these cell-death
pathways. After electrophoresis, DNA from necrotic cells appears as
long smears, and DNA from apoptotic cell appears as bands. The presence
of a single DNA band and of a maximum of two PARP1 bands indicate
that the nonviable cells identified are apoptotic. Integrating knowledge
about DNA fragmentation patterns through different death pathways
and immunoprobing for proteins that are specific to death pathways
can allow for more specific cell-death categorization (e.g., apoptosis
vs necrosis). This future work could give more insight into the different
cell-death pathway mechanisms. Measuring viability and proteoform
expression simultaneously may be of special interest for analyzing
protein cleaving, which is prevalent in the apoptosis process. The
single-cell resolution measurement may allow for the timing of apoptosis
events to be further studied.SEVAP can be used to exclude an
apoptotic population from data
sets or to compare viable and apoptotic cell proteoform expression,
using a single-step readout for hundreds to thousands of single cells.
SEVAP may measure viability of cells in a heterogeneous samples such
as tumors. Apoptosis mechanisms or chemotherapeutic resistance mechanisms
may be studies with single-cell resolution. The multimode SEVAP assay
can assist with investigating apoptosis mechanisms of new therapeutics
to better understand how to reduce the risk of chemotherapeutic resistance.
Authors: David K Wood; David M Weingeist; Sangeeta N Bhatia; Bevin P Engelward Journal: Proc Natl Acad Sci U S A Date: 2010-05-13 Impact factor: 11.205
Authors: C Soldani; M C Lazzè; M G Bottone; G Tognon; M Biggiogera; C E Pellicciari; A I Scovassi Journal: Exp Cell Res Date: 2001-10-01 Impact factor: 3.905
Authors: Süheda Erener; Virginie Pétrilli; Ingrid Kassner; Roberta Minotti; Rosa Castillo; Raffaella Santoro; Paul O Hassa; Jürg Tschopp; Michael O Hottiger Journal: Mol Cell Date: 2012-03-29 Impact factor: 17.970