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Bioengineering & Translational Medicine logoLink to Bioengineering & Translational Medicine
. 2023 Jun 22;8(5):e10563. doi: 10.1002/btm2.10563

Similar but distinct: The impact of biomechanical forces and culture age on the production, cargo loading, and biological efficacy of human megakaryocytic extracellular vesicles for applications in cell and gene therapies

Will Thompson 1, Eleftherios Terry Papoutsakis 1,
PMCID: PMC10486331  PMID: 37693047

Abstract

Megakaryocytic extracellular vesicles (MkEVs) promote the growth and megakaryopoiesis of hematopoietic stem and progenitor cells (HSPCs) largely through endogenous miR‐486‐5p and miR‐22‐3p cargo. Here, we examine the impact of biomechanical force and culture age/differentiation on the formation, properties, and biological efficacy of MkEVs. We applied biomechanical force to Mks using two methods: shake flask cultures and a syringe pump system. Force increased MkEV production in a magnitude‐dependent manner, with similar trends emerging regardless of whether flow cytometry or nanoparticle tracking analysis was used for MkEV counting. Both methods produced MkEVs that were relatively depleted of miR‐486‐5p and miR‐22‐3p cargo. However, while the shake flask‐derived MkEVs were correspondingly less effective in promoting megakaryocytic differentiation of HSPCs, the syringe pump‐derived MkEVs were more effective in doing so, suggesting the presence of unique, unidentified miRNA cargo components. Higher numbers of MkEVs were also produced by “older” Mk cultures, though miRNA cargo levels and MkEV bioactivity were unaffected by culture age. A reduction in MkEV production by Mks derived from late‐differentiating HSPCs was also noted. Taken together, our results demonstrate that biomechanical force has an underappreciated and deeply influential role in MkEV biology, though that role may vary significantly depending on the nature of the force. Given the ubiquity of biomechanical force in vivo and in biomanufacturing, this phenomenon must be grappled with before MkEVs can attain clinical relevance.

Keywords: biomanufacturing, biomechanical force, extracellular vesicles, hematopoietic stem cells, megakaryocytes, platelets


Abbreviations

Akt

protein kinase B

APC

allophycocyanin

BIT

bovine serum albumin, insulin, and transferrin

CD

cluster of differentiation

CHO

Chinese hamster ovary

CXCR4

C‐X‐C chemokine receptor type 4

D#

day #

DLS

dynamic light scattering

EV

extracellular vesicle

Exos

exosome

FC

flow cytometry

FITC

fluorescein isothiocyanate

G‐CSF

granulocyte colony‐stimulating factor

hLDL

human low‐density lipoprotein

HPAEC

human umbilical vein endothelial cell

HSPC

hematopoietic stem and progenitor cell

HUVEC

human pulmonary artery endothelial cell

IL

interleukin

IMDM

Iscove's modified Dulbecco's medium

JNK

c‐Jun N‐terminal kinase

MACS

magnetic‐activated cell sorting

miRNA

microRNA

Mk

megakaryocyte

MkEV

megakaryocyte‐derived extracellular vesicle

MkExo

megakaryocyte‐derived exosome

MkMP

megakaryocyte‐derived microparticle

MP

microparticle

MSC

mesenchymal stem cell

mTOR

mammalian/mechanistic target of rapamycin

MVB

multivesicular body

ns

not significant

NTA

nanoparticle tracking analysis

PBS

phosphate‐buffered saline

PCR

polymerase chain reaction

PE

phycoerythrin

PI3K

phosphoinositide 3‐kinase

qPCR

quantitative polymerase chain reaction

rH

relative humidity

rpm

revolutions per minute

RT

reverse transcription

SCF

stem cell factor

SEM

scanning electron microscopy

TEM

transmission electron microscopy

TPO

thrombopoietin

WSS

wall shear stress

1. INTRODUCTION

Megakaryocytes (Mks) are large mammalian platelet‐producing cells. Under exposure to a cocktail of appropriate cytokines—most notably thrombopoietin (TPO)—hematopoietic stem and progenitor cells (HSPCs) in the bone marrow differentiate to form Mks. 1 , 2 , 3 As they mature, Mks become polyploid, accumulating nuclei without dividing, and produce branching extensions called “proplatelets” with which they burrow through the walls of nearby sinusoidal blood vessels in the bone marrow. 1 Subjected to the shear force in these vessels, proplatelets fragment and detach from their parent Mks, forming platelet precursors known as preplatelets. 1 , 4 More recently, research has also demonstrated the migration of whole Mks into the lung vasculature, suggesting a pulmonary origin for some platelets. 5

Extracellular vesicles (EVs) are submicron‐size particles with lipid bilayer membranes that are released by every cell type. They contain protein, lipid, and nucleic acid cargo, which they deliver to target cells, often as a means of mediating cellular phenotype. 6 , 7 , 8 Previously, EVs were categorized as either exosomes (Exos) or microparticles (MPs) based on their biogenesis. MPs are produced directly from the outward budding of the plasma membrane, while Exos originate when exocytosis of multivesicular bodies (MVBs) results in the release of intraluminal vesicles—formed via the inward budding of MVB membranes—into the extracellular space. 6 , 7 Exos, at <100 nm in diameter, are generally smaller than MPs (100–1000 nm in diameter) and have membranes enriched in endosomal proteins. MPs are of special interest for scaled production due to their larger size—which enables the transport of extra cargo—and their relatively simpler isolation. Nevertheless, the difficulty in separating the EV subtypes by biogenesis method has led the field to embrace the more general “EV” label. 9 Therefore, we use the abbreviation “MkEVs” to describe the megakaryocytic EVs produced in this study, though our methods (i.e., ultracentrifugation at 25,000g for 30 min.) will concentrate larger particles (formerly MkMPs) and omit many smaller particles (formerly MkExos).

Through the combinatorial effects of their surface receptors, small RNA content, and other cargo, EVs have extensive applications in cell and gene therapies. EVs use various surface receptors to bind specifically to target cells, which subsequently internalize the bound EVs and/or their cargo by way of either endocytosis or membrane fusion. 10 , 11 In many cases, the internalized cargo mediates cellular phenotype. 8 , 12 For instance, MkEVs have been shown to uniquely target HSPCs, with tetraspanins CD54, CD11b, CD18, and CD43 acting as key mediators of MkEV‐HSPC binding. 11 Subsequent MkEV cargo delivery to the target HSPCs promotes megakaryopoiesis (differentiation into Mks), even in the absence of TPO. 13 Our group has confirmed this function in vivo by using MkEVs to alleviate thrombocytopenia in murine models, 14 a phenomenon which may explain recent reports that MkEV levels are lower in human patients with immune thrombocytopenia. 15 Thus, MkEVs offer promise as a treatment for thrombocytopenia and other various Mk/platelet disorders, a finding which takes on particular importance given the severity of current platelet shortages. 16 , 17 Even absent endogenous cargo, MkEVs can be loaded with synthetic cargo and utilized exclusively as delivery vehicles based on their unique capacity for uptake by HSPCs. 18

MicroRNAs (miRNAs) are small, single‐stranded RNAs of ~22 nucleotides that influence cell phenotype by binding to—and subsequently silencing—messenger RNA (mRNA). Along with protein cargo, miRNA cargo is responsible for the action of EVs on target cells. 19 For our system here, the megakaryopoiesis‐promoting function of MkEVs can be almost entirely explained by the synergistic action of miR‐486‐5p and miR‐22‐3p cargo on HSPCs. 20 These miRNAs may mediate JNK and PI3K/Akt/mTOR signaling, with miR‐486‐5p governing early megakaryopoiesis and miR‐22‐3p largely responsible for Mk maturation. 20 Other work has suggested a role for miR‐125b, miR‐99a, and/or C‐X‐C chemokine receptor type 4 (CXCR4), all of which may activate Notch1 via the downregulation of DNA methyltransferases. 21

EVs from a particular source have been generally treated as known quantities with unchanging properties. However, a great number of variables—including cell density, cell passage, oxygen and nutrient availability, temperature and pH stress, substrate quality, chemical and oxidative stress, irradiation, and electrical, mechanical, and acoustic stimulation—have been found to regulate EV cargo and function. 22 , 23 , 24 Of particular note is biomechanical force, which is ubiquitous in bioprocessing and generally exerts enormous and underappreciated influence over EV quantity and quality. 25 We draw parallels with cellular protein glycosylation, which has only recently been appreciated as highly culture‐ and process‐dependent. 26

For our system here, while the specific binding (tropism) to HSPCs and megakaryopoiesis‐promoting function of MkEVs is well‐established both in vitro and in vivo, nothing is known about the potential variability of MkEV quality that occurs under different culture conditions. Mks are notoriously sensitive to mechanical stimulation, with shear and/or turbulence linked to both increased platelet release 27 , 28 and faster aging/maturation. 13 , 29 Higher (by up to 47‐fold) MkEV yields have been observed following brief (0.5–2 h) exposure of adherent mature Mks to shear stress, 13 but the cargo and efficacy of these MkEV samples were never investigated. Nevertheless, it is increasingly crucial to develop correlations between bioprocessing parameters (such as biomechanical force) and MkEV quantity and quality. Indeed, for all cell types, low yields and unpredictable heterogeneity in EV samples currently pose the greatest impediments to large‐scale EV production. 30 Thus, we hypothesized that MkEV yields, structural characteristics, cargo, and bioactivity may be impacted by biomechanical force and other, related factors such as Mk and HSPC age. Our results demonstrate for the first time that dramatic differentials in MkEV quality occur in response to various magnitudes, durations, and types of biomechanical force on parent Mks. The impacts of Mk and HSPC age, however, are largely confined to variations in MkEV yield.

2. RESULTS

2.1. Experimental design and rationale

2.1.1. Previous characterization of large MkEVs

We have already extensively characterized the large MkEVs produced from our specific cell culture and isolation protocols. 11 , 13 , 14 , 18 , 20 , 31 These findings, which fulfill the requirements outlined by the International Society for Extracellular Vesicles, 9 are outlined in Table S1. Our isolation protocol—illustrated in Figure S1—relies on differential centrifugation, a known “intermediate recovery, intermediate specificity” technique. 9 We have also provided new data confirming that MkEV‐mediated miRNA delivery to HSPCs is a dose‐dependent process (Figure S2). In this study, we utilized our prior cell culture and isolation techniques, but individually varied key bioprocessing parameters—namely, biomechanical force and culture age—and subsequently analyzed only the MkEV properties implicated in megakaryopoiesis‐promoting bioactivity.

2.1.2. The biomechanical force experiments

As noted in Section 1, the Mk environment in vivo is far from static. In the sinusoids of the bone marrow, Mks are exposed to shear stress ranging from 1.3 to 4.1 dyn/cm2, 4 while the vessel wall shear stress they encounter during migration to the lung vasculature averages 10–15 dyn/cm2, 32 with the possibility for a wide range of higher values. 33 Given the magnitude of MkEV production required for clinical relevance, shear levels in Mk bioreactors will undoubtedly be higher still. Thus, we imposed two models of biomechanical force on parent Mks: long‐term, complex rotational mixing via shake flasks, and brief, defined, and high‐intensity shear stress in a novel syringe pump system.

The first model (rotational mixing via shake flasks) is more akin to the complexity of biomechanical force in industrial bioreactors, while the second model (syringe pump system) mimics the average wall shear stress (WSS) observed in the pulmonary vasculature and is easier to scale. For the shake flask experiments, Mks were transferred from T‐flasks to shake flasks on day 10 (D10) of the standard 12‐day culture and rotated at either 60 or 120 rpm for 2 days. MkEVs were isolated on D12 and subsequently analyzed according to the methods set forth below. Similarly, for the syringe pump experiments, 20 mL of Mks from standard D12 culture were directly loaded into two syringes connected by 250 mm of a 1.58 mm ID silicone tube. The syringes were attached to separate syringe pumps and alternately discharged at a rate of 4448 mL/h for 1.5 h, which corresponded to an average WSS of 15 dyn/cm2 in the connective tubing, where each Mk spent an average of 2.5% of its time. A Reynolds number of 1000 within the connective tubing confirms the flow is laminar. Viability of the cells subjected to the syringe pump treatment was not significantly different from control cells (Figure S3). We note that because the Mks were suspended in media (i.e., not adherent), they were exposed to a complex range of forces far beyond simple shear, including significant mechanical stress resulting from the rapid expansion/constriction of flow fields at the entrance of each syringe. Note that in all the aforementioned experiments, MkEVs created before the application of biomechanical force were included in the MkEV samples.

2.1.3. The Mk culture age experiments

Given the established correlation between shear stress and Mk maturation, we hypothesized that Mk age may also impact MkEV production rate, miRNA cargo, and bioactivity. MkEVs from normal (static) Mk cultures were collected after 11, 12, and 13 days and subsequently analyzed per the description later in this section.

2.1.4. The “recycle” experiments examining HSPC age and passage

Given the large number (~80%) of non‐Mks (i.e., CD41/CD61 cells) removed from D7 culture per our established protocols, 11 , 13 we hypothesized that Mk yield could be increased by “recycling” these non‐Mks through our culture process. With this in mind, CD41/CD61 cells removed from Mk (CD41+/CD61+) cultures on D7 were resuspended in D0 media and treated as D0 cells. This process was then repeated a second time for the second “generation” of D7 cultures. Because many or most of the cells in the CD41/CD61 fractions were CD34+, re‐culturing them is akin to “passaging” undifferentiated HSPCs and allows for an examination of the ways in which delayed HSPC differentiation impacts eventual Mk productivity (i.e., MkEV production).

2.2. Long‐term, complex biomechanical forces in shake flasks enhance MkEV production in a force‐magnitude‐dependent manner without affecting MkEV size

A schematic describing the shake flask experiments is present in Figure 1a. MkEVs were counted via both flow cytometry (Figure 1b) and nanoparticle tracking analysis (NTA; Figure 1c) and are plotted on a per‐Mk basis. Both methods produced similar trends, though NTA‐derived counts were roughly two orders of magnitude higher than those calculated using flow cytometry. This phenomenon, reflected elsewhere in the literature, is likely due to an undercount of small (<200 nm) or CD41 EVs when using traditional flow cytometry and an overcount of non‐EV particles (e.g., protein aggregates or lipoproteins) when using NTA. 34 Nevertheless, both counting methods suggest that biomechanical force boosts MkEV production, and this trend further appears to be force‐magnitude dependent, with progressively—and often significantly—higher MkEV counts observed with each increase in rotational speed (Figure 1b,c). Using NTA to measure MkEV size distribution (Figure 1d–f), we found that there were no significant differences in the mean diameter of the particles (Figure S4). Moreover, flow cytometry was employed to measure the percentages of MkEVs expressing CD54 and CD11b, two known mediators of MkEV‐HSPC binding. 11 No CD11b expression was noted, and no significant differences were observed in CD54 expression (Figure S4).

FIGURE 1.

FIGURE 1

MkEV production rates and size characteristics under complex, long‐term biomechanical force. Cells were subjected to rotation in shake flasks at either 60 or 120 rpm during D11 and D12; MkEVs were subsequently collected and isolated. (a) Experimental schematic describing the applied biomechanical force in the context of the overall HSPC/Mk culture process. (b) CD41+ MkEV counts, measured via flow cytometry and expressed on a per‐Mk basis. (c) MkEV counts, measured via NTA and expressed on a per‐Mk basis. (d–f) Sample NTA size distribution profiles for MkEVs from each of the experimental conditions; error bands represent ±1 standard error of the mean (SEM) of three technical replicates. Mean EV diameters and associated SEM values are calculated from three biological replicates. All other error bars indicate SEM of 3–5 biological replicates. Paired Student's t‐tests were performed on all data; *p < 0.05.

2.3. MkEVs produced under long‐term, complex biomechanical forces in shake flasks contain lower levels of two key miRNAs involved in stem cell growth and megakaryocytic differentiation

Total and key individual miRNA levels were measured via Qubit fluorimetry and TaqMan RT‐qPCR, respectively. PCR‐based quantification of miRNA levels was enabled by use of a spike‐in control (cel‐miR‐39‐3p) and subsequent application of the 2−ΔΔCT method, 35 an increasingly popular technique in the field of EV research. 36 , 37 Levels of each miRNA were normalized to both flow cytometry‐ and NTA‐derived MkEV counts. For the shake flask experiments, individual levels of miR‐486‐5p (Figure 2a,b) and miR‐22‐3p (Figure 2c,d) were significantly higher in MkEVs from static cultures. As before, the flow cytometry‐derived results (Figure 2a,c) and the NTA‐derived results (Figure 2b,d) differed by about two orders of magnitude, though trends between samples remained remarkably consistent. Total miRNA levels did not vary significantly between MkEVs, regardless of the MkEV counting method employed (Figure S5), suggesting that the lower individual miRNA levels observed in the MkEVs produced under high rotational speeds do not reflect a dearth of miRNA content generally. Rather, the applied biomechanical forces affect the sorting and loading of these specific miRNAs into the MkEVs. Sorting and loading of miRNAs in EVs is not a well‐understood process, though it is known to involve specific small RNA chaperones. 38 , 39 , 40 , 41 , 42 , 43 Future research must evaluate the presence of potentially novel miRNA cargo in MkEVs produced under biomechanical force (discussed further in Section 3).

FIGURE 2.

FIGURE 2

MkEV miRNA content under complex, long‐term biomechanical force. (a) Copies of miR‐486‐5p per MkEV for flow cytometry‐based MkEV counts. (b) Copies of miR‐486‐5p per MkEV for NTA‐based MkEV counts. (c) Copies of miR‐22‐3p per MkEV for flow cytometry‐based MkEV counts. (d) Copies of miR‐22‐3p per MkEV for NTA‐based MkEV counts. Error bars indicate SEM of three biological replicates. Paired Student's t‐tests were performed on all data; *p < 0.05, **p < 0.01.

2.4. MkEVs produced under long‐term, complex biomechanical forces in shake flasks are less effective in promoting stem cell growth and megakaryocytic differentiation

MkEVs produced in the shake flask experiments were co‐cultured with HSPCs for 7 days. In each case, a 20:1 MkEV‐to‐HSPC ratio (as measured via flow cytometry) was used. TPO treatment was used as a positive control. On D7 of co‐culture, cells were counted (Figure 3a) and the relative cell fractions expressing CD41 (Figure 3b) and CD42b (Figure 3c) were identified. Cell count is expressed as a fold increase relative to untreated HSPC culture. CD41 is a well‐known marker for Mks generally (including immature Mks), while CD42b is an early marker for Mk maturation. 13 The ploidy class distribution (i.e., the fractions of 2N, 4N, and 8N+ cells) for each cell sample was also measured (Figure 3d). Higher ploidy classes are indicative of late‐stage Mk maturation. 1 , 13 In general, MkEVs produced under higher levels of shear were relatively less effective, on a per‐MkEV basis, at promoting HSPC proliferation (Figure 3a) and differentiation (Figure 3b), and this effect was generally dependent on the magnitude of the force (i.e., cell counts and CD41 expression were higher for samples treated with “static” MkEVs than with “60 rpm” MkEVs, and higher for samples treated with “60 rpm” MkEVs than with “120 rpm” MkEVs). While shear‐derived MkEVs were likewise less effective in promoting CD42b expression (Figure 3c), they were similarly effective at promoting high levels of Mk polyploidization (Figure 3d). Differences in Mk polyploidization may not become apparent until well beyond D7; for this reason, polyploidization was not measured in subsequent co‐culture experiments. We suggest that for these shake flask experiments, the reduced efficacy of MkEVs produced under shear could be largely ascribed to differential loading of miRNA cargo, particularly given that the fold changes in individual miRNA cargo levels are comparable to the fold changes in MkEV efficacy (Figure 2 vs. Figure 3). Interestingly, the most effective MkEVs promoted Mk maturation better than TPO treatment (as measured by CD42b expression/ploidy class distribution; Figure 3c,d), though TPO still maintained an edge as the most effective means of inducing cell proliferation (Figure 3a), which is consistent with the multifunctional role of TPO in affecting the regulation and proliferation of HSPCs. Cell counts and levels of CD41 and CD42b expression were significantly higher in all MkEV‐ and TPO‐treated cultures than in untreated cultures, as HSPCs do not spontaneously undergo megakaryopoiesis in any significant numbers. Sample flow cytometry data for CD41/CD42b expression and ploidy distributions are available in Figure 4.

FIGURE 3.

FIGURE 3

Bioactivity of MkEVs produced under complex, long‐term biomechanical force. MkEVs produced under various levels of biomechanical force were co‐cultured with HSPCs at a 20:1 ratio for 7 days. (a) Fold change in cell growth (relative to untreated cells) following co‐culture with various MkEV samples. (b) The percentage of cells in each co‐culture expressing CD41 (an Mk marker). (c) The percentage of cells in each co‐culture expressing CD42b (a marker for early Mk maturation). (d) Ploidy fractions for cells in each co‐culture; late Mk maturation is associated with higher ploidy numbers. Error bars indicate SEM of three biological replicates. Paired Student's t‐tests were performed on all data; *p < 0.05, **p < 0.01.

FIGURE 4.

FIGURE 4

Flow cytometry data for bioactivity of MkEVs produced under complex, long‐term biomechanical force. MkEVs produced under various levels of biomechanical force were co‐cultured with HSPCs at a 20:1 ratio for 7 days. Sample flow cytometry data are given for cellular CD41 expression, CD42b expression, and Mk ploidy distribution following co‐culture with (a, b) no MkEVs or TPO treatment, (c–e) static MkEVs, (f–h) 60 rpm MkEVs, (i–k) 120 rpm MkEVs, and (l–n) TPO treatment.

2.5. Brief, high‐intensity shear in the syringe pump system increases MkEV production without affecting MkEV size

An experimental schematic for the syringe pump experiments is shown in Figure 5a. Analysis of MkEVs produced from the syringe pump experiments was similar to the analysis performed on MkEVs from the shake flask experiments. Quantities of MkEVs produced under syringe‐induced shear were significantly higher than those produced in static cultures, as evidenced by both flow cytometry (Figure 5b) and NTA (Figure 5c) measurements. Here again, the two counting methods differed by roughly two orders of magnitude, with MkEV levels under syringe‐induced shear comparable to the levels of shake flask‐derived MkEVs, despite a 32‐fold reduction in shear exposure time (Figure 5b,c vs. Figure 1b,c). MkEV size distribution and mean diameter following syringe pump treatment are displayed in Figure 5d and do not differ significantly from the mean diameter of control MkEVs produced in static conditions (Figure 1d). No CD11b expression was noted and no significant differences in CD54 expression were observed among the MkEV samples (Figure S6).

FIGURE 5.

FIGURE 5

MkEV production rates and size characteristics under brief, defined, and high‐intensity biomechanical force. Cells were subjected to 1.5 h of alternating flow in a syringe pump system at the end of D12; MkEVs were subsequently collected and isolated. (a) Experimental schematic describing the applied biomechanical force in the context of the overall HSPC/Mk culture process. (b) CD41+ MkEV counts, measured via flow cytometry and expressed on a per‐Mk basis. (c) MkEV counts, measured via NTA and expressed on a per‐Mk basis. (d) Sample NTA size distribution profile for MkEVs produced in the syringe pump; error bands represent ±1 standard error of the mean (SEM) of three technical replicates. Mean EV diameter and associated SEM value is calculated from three biological replicates. All other error bars indicate SEM of 3–5 biological replicates. Unpaired Student's t‐tests were performed on all data; *p < 0.05.

2.6. MkEVs produced under brief, high‐intensity shear in the syringe pump system are selectively loaded with lower levels of two key miRNAs involved in stem cell growth and megakaryocytic differentiation

Total and key individual (i.e., miR‐486‐5p and miR‐22‐3p) miRNA levels in the MkEVs produced under syringe‐induced shear were measured as before and compared to the miRNA levels in control MkEVs produced in static conditions. As in the shake flask experiments, individual levels of miR‐486‐5p (Figure 6a,b) and miR‐22‐3p (Figure 6c,d) were significantly lower in the syringe pump MkEVs than in control MkEVs. Also as before, the flow cytometry‐derived results (Figure 6a,c) and the NTA‐derived results (Figure 6b,d) differed by about two orders of magnitude, though trends between samples again remained consistent. Despite varied quantities of individual miRNA cargo, there was no significant difference between total miRNA levels in syringe pump and control MkEVs, regardless of the MkEV counting method employed (Figure S7).

FIGURE 6.

FIGURE 6

MkEV miRNA content under brief, defined, and high‐intensity biomechanical force. (a) Copies of miR‐486‐5p per MkEV for flow cytometry‐based MkEV counts. (b) Copies of miR‐486‐5p per MkEV for NTA‐based MkEV counts. (c) Copies of miR‐22‐3p per MkEV for flow cytometry‐based MkEV counts. (d) Copies of miR‐22‐3p per MkEV for NTA‐based MkEV counts. (e) Copies of miR‐486‐5p per Mk following syringe pump‐induced shear or control treatment. (f) Copies of miR‐22‐3p per Mk following syringe pump‐induced shear or control treatment. Error bars indicate SEM of three biological replicates. Unpaired (a–d) or paired (e,f) Student's t‐tests were performed on all data; *p < 0.05, ns, nonsignificance.

Total and individual miRNA levels were also quantified on a per‐cell basis for both the shear‐exposed and control Mks; the (individual) miR‐486‐5p and miR‐22‐3p levels are shown in Figure 6e and Figure 6f, respectively. Notably, there is no significant difference between cellular miRNA levels in either case; combined with the noted differences in the MkEV miRNA levels, these data suggest that miR‐486‐5p and miR‐22‐3p cargo is selectively loaded by parent Mks. Indeed, a few quick calculations support this hypothesis. Modeling Mks and MkEVs as spheres and assuming respective diameters of 20 μm and 250 nm (rounded estimates from CellDrop Cell Counter and NTA data), the ratio of Mk volume to MkEV volume is roughly 4 million. Should miRNA cargo be a proportional representation of cellular contents (i.e., “unselectively loaded”), the ratio of cellular miRNA concentration to MkEV miRNA concentration will approach unity. However, for static culture, this ratio is roughly 400 or 55,000 (flow cytometry or NTA counting) for miR‐486‐5p and 200 or 33,000 for miR‐22‐3p; for syringe pump treatment, this ratio is 500 or 77,000 for miR‐486‐5p and 500 or 72,000 for miR‐22‐3p. Thus, miR‐486‐5p and miR‐22‐3p loading are highly selective in all experimental conditions, with both miRNAs highly upregulated in MkEVs, even under intense shear. We hypothesize that protein chaperones enrich MkEVs with elevated concentrations—relative to parent Mks—of the two miRNAs, and are slightly inhibited by extracellular biomechanical force.

2.7. MkEVs produced under brief, high‐intensity shear in the syringe pump system possess superior capacity to promote megakaryocytic differentiation and are no less effective than control MkEVs in promoting stem cell growth

MkEVs produced in the syringe pump experiments were co‐cultured with HSPCs at a 20:1 ratio for 7 days (as described previously for the shake flask experiments). Once again, on D7 of co‐culture, cells were counted (Figure 7a) and the relative cell fractions expressing CD41 (Figure 7b) and CD42b (Figure 7c) were identified. Sample flow cytometry data for cellular CD41/CD42b expression are shown in Figure 7d–i. Interestingly, although the syringe pump MkEVs possessed less miR‐486‐5p and miR‐22‐3p (Figure 6), they were no less effective than control MkEVs in promoting cell growth, and were more than twice as effective in promoting megakaryopoiesis (as measured by cellular expression of CD41, Figure 7b) and Mk maturation (as measured by cellular expression of CD42b, Figure 7c). The mechanisms underlying this phenomenon are unclear, and will require additional investigation (discussed further in Section 3). We suggest that the unique characteristics of the brief, high‐intensity shear exerted by the syringe pump imbue the MkEVs with additional miRNA or protein cargo that helps to overcome the reduced efficacy presumably incurred by reductions in the levels of miR‐486‐5p and miR‐22‐3p. Indeed, in other cell types, the overwhelming majority of biomechanical force‐induced variation in EV bioactivity is directly attributable to changes in miRNA or protein cargo. 25 We emphasize that miR‐486‐5p and miR‐22‐3p are not the only miRNAs influencing MkEV bioactivity: we have previously observed some MkEV‐mediated HSPC growth and differentiation even after inhibiting these key miRNAs, 20 and, as noted in Section 1, others have identified a possible role for other miRNAs. 21

FIGURE 7.

FIGURE 7

Bioactivity of MkEVs produced under brief, defined, and high‐intensity biomechanical force. MkEVs produced in the syringe pump system were co‐cultured with HSPCs at a 20:1 ratio for 7 days. (a) Fold change in cell growth (relative to untreated cells) following co‐culture with various MkEV samples. (b) The percentage of cells in each co‐culture expressing CD41 (an Mk marker). (c) The percentage of cells in each co‐culture expressing CD42b (a marker for early Mk maturation). (d–f) Sample flow cytometry data for cellular CD41 expression following (d) co‐culture without MkEVs, (e) co‐culture with static MkEVs, and (f) co‐culture with sheared MkEVs. (g–i) Sample flow cytometry data for cellular CD42b expression following (g) co‐culture without MkEVs, (h) co‐culture with static MkEVs, and (i) co‐culture with sheared MkEVs. Error bars indicate SEM of three biological replicates. Unpaired Student's t‐tests were performed on all data; *p < 0.05, **p < 0.01.

2.8. MkEV production increases with Mk culture age, with the MkEVs retaining consistent miRNA levels and bioactivity

Given the impact of biomechanical force on the acceleration of Mk aging and maturation, we hypothesized that Mk age may affect the MkEV quantity and quality in a manner comparable to the shear stress imposed above. MkEVs from D11, D12, and D13 Mk cultures were isolated and counted using both flow cytometry (Figure 8a) and NTA (Figure 8b). MkEV levels increased dramatically over this timespan, displaying similar trends regardless of measurement technique, despite NTA counts being higher by the usual 2 orders of magnitude. However, MkEVs from the various days did not display significant differences in mean diameter, CD54 expression (Figure S8), total or individual miRNA levels (Figure S9), or bioactivity (i.e., ability to induce growth/megakaryopoiesis of HSPCs during co‐culture; Figure S10). Although miR‐486‐5p levels per MkEV did appear to dip slightly from D11 to D13 when MkEVs were quantified using flow cytometry, this finding was not supported by calculations employing NTA‐derived MkEV counts (Figure S9c,d).

FIGURE 8.

FIGURE 8

Kinetics of MkEV production by mature Mks. MkEVs from D11 to D13 Mks were quantified via (a) flow cytometry and (b) NTA; counts are expressed on a per‐Mk basis. Error bars indicate SEM of 3–4 biological replicates, except in the case of NTA‐derived D11 MkEV counts (1 biological replicate). Paired Student's t‐tests were performed on (a) only; *p < 0.05.

2.9. Delayed HSPC differentiation results in Mks with reduced capacity for MkEV production

Given the impact of Mk age on MkEV production, we hypothesized that delayed differentiation of HSPCs (into Mks) may also impact Mk productivity and, therefore, MkEV production. As described previously, CD34+ cells (undifferentiated HSPCs) were continually re‐cultured, such that Mks and their MkEVs could be lumped into three categories: those arising from HSPCs that underwent megakaryopoiesis between D1 and D7 (“D1–D7 differentiation”), those arising from HSPCs that underwent megakaryopoiesis between D8 and D14 (“D8–D14 differentiation”), and those arising from HSPCs that underwent megakaryopoiesis between D15 and D21 (“D15–D21 differentiation”). An experimental schematic is provided in Figure 9a,b. Mk production for each category was quantified on a per‐HSPC basis and plotted in Figure 9c. Similarly, MkEV production for each category was quantified (using flow cytometry) on a per‐Mk basis and plotted in Figure 9d. Taken together, the data suggest that as time passes and HSPCs age and replicate, they are progressively less likely to undergo megakaryopoiesis, and the Mks they do produce are increasingly ineffective at producing MkEVs. We also plotted total Mk and MkEV production per initial (thawed) HSPC as a function of time (Figure 9e,f). Though numeric values were variable due to one highly productive replicate, trends were consistent: both Mk and MkEV production increased substantially following the first “recycle” of CD41/CD61 cells, but not following the second “recycle.” From a biomanufacturing perspective, this suggests that attempts to continue deriving Mks/MkEVs from a given HSPC culture after ~19 days will prove highly inefficient.

FIGURE 9.

FIGURE 9

MkEV production as a function of HSPC differentiation time. Mks were cultured using standard protocols. Undifferentiated (CD41/CD61) cells from each Mk selection were re‐cultured. (a) An experimental schematic describing the culture process and the re‐culture of undifferentiated cells following each Mk enrichment process. (b) The percentage of cells expressing CD34 in each sample of undifferentiated cells; the colored arrows correspond to the bars on the graph (i.e., the lighter color represents CD34 expression in the first generation of undifferentiated cells, while the darker color represents CD34 expression in the second generation of undifferentiated cells). (c) The average number of Mks produced per CD34+ cell by the original culture, the first generation of undifferentiated cells, and the second generation of undifferentiated cells. (d) The average number of MkEVs produced by Mks from the original culture, the first generation of undifferentiated cells, and the second generation of undifferentiated cells. (e) Cumulative Mks produced per initial HSPC after 26 days. Three biological replicates are represented as three individual trendlines. (f) Cumulative MkEVs produced per initial HSPC after 26 days. Three biological replicates are represented as three individual trendlines; one highly‐productive replicate (shown in red) uses a different y‐axis. Error bars indicate SEM of three biological replicates. Paired Student's t‐tests were performed on a–d; *p < 0.05.

3. DISCUSSION

As was once the case with cellular protein glycosylation, EV quality is increasingly recognized as culture‐ and process‐dependent, with numerous—and often overlooked—variables impacting product efficacy. Perhaps the most notable of these variables is biomechanical force, which is ubiquitous in biomanufacturing and therefore vital for the clinical implementation of EV technology. Other variables of note include culture age, media composition and pH, and oxygen tension. Beyond simply expanding the rate of EV production, biomanufacturing processes must ensure that EV quality is standardized. Surface protein expression, miRNA and protein cargo levels, and morphological characteristics including size must all be consistently maintained if EVs are to be successfully harnessed as therapeutics.

This study highlights numerous novel impacts of Mk culture conditions on MkEV quantity and quality. Specifically, relative to static controls, Mks exposed to various types, magnitudes, and durations of biomechanical force produced higher numbers of MkEVs containing lower levels of miR‐486‐5p and miR‐22‐3p miRNA cargo. Possibly as a result, some of these MkEVs—those derived under long‐term, mild shaking—were relatively less efficacious (in terms of their ability to spur growth and megakaryopoiesis of HSPCs). However, the efficacy of MkEVs derived under the brief, high‐intensity shear of the syringe pump matched or exceeded that of control MkEVs. Therefore, where therapeutic applications (e.g., alleviating thrombocytopenia) are desirable, brief, high‐intensity shear offers respite from the tradeoffs inherent in long‐term, mild shaking, producing MkEVs that are both numerous and efficacious, despite a relative depletion of key miRNA cargo. This article also notes significant increases in MkEV production from D11 to D13, as parent Mks age and mature. However, in contrast with biomechanical force, culture age did not affect MkEV miRNA levels or efficacy. At the same time, Mks arising from older HSPCs that exhibited delayed differentiation were less productive and yielded fewer MkEVs. The key findings of this study are summarized in Figure 10.

FIGURE 10.

FIGURE 10

Graphical summary of findings.

Changes in miRNA cargo levels and subsequent EV phenotypes in response to variations in biomechanical force are well‐documented for a wide variety of cell types, 25 including endothelial cells, 44 , 45 fibroblasts, 46 muscle cells, 47 , 48 bone cells, 49 , 50 Schwann cells, 51 bronchial epithelial cells, 52 , 53 and mesenchymal stem cells (MSCs). 54 However, this article represents the first such documentation of shear‐induced miRNA cargo variations in MkEVs.

We distinguish between two different hypotheses for the relative dearth of miR‐486‐5p and miR‐22‐3p in MkEVs produced under shear. In the first, miRNA loading machinery is unaffected by shear, but simply cannot keep pace with the increased rate of plasma membrane shedding triggered by the extracellular force. In the second, shear stress triggers signaling cascades that fundamentally alter the biology of the Mks, and, subsequently, their miRNA loading machinery. While the second hypothesis is a feasible explanation for the impact of long‐term shear, we question whether short‐term shear (e.g., the 1.5 h timeframe employed in the syringe pump experiments) can meaningfully change the EV loading machinery. Moreover, unlike more compact cells, mature Mks are uniquely susceptible to biomechanical forces as a result of their wispy proplatelet extensions, 4 suggesting the first hypothesis may partly explain MkEV production in particular, as MkEVs are derived directly from the plasma membrane. Under static conditions, however, MkEV production occurs independently of proplatelet formation and is instead reliant on actin depolymerization. 55 We have already demonstrated an extreme manifestation of the first hypothesis, wherein Mks are extruded with such force as to rip apart the plasma membrane, creating a multitude of membrane fragments that can spontaneously reassemble to form novel “empty” EVs with a normal landscape of surface proteins. 56 In the end, the most likely explanation for shear‐induced variation in MkEV cargo is one that includes both hypotheses and encompasses numerous mechanisms, all of which vary with shear duration and magnitude. Indeed, in cultured endothelial cells, shear level has been found to mediate not only the MP production rate, but also the mechanism by which production occurs; 57 a similar phenomenon may occur where MkEV cargo loading is concerned.

The impacts of culture age and delayed HSPC differentiation on MkEV quantity and quality have been hereto unexamined, and the general relationship between cell age and EV quality has been studied only sparingly in other cell types. MSC‐derived EVs display notable changes in cargo and reductions in function as their parent cells become senescent. 58 Relative to EVs from fresh (D1) platelets, EVs from platelets stored for 5 days are more abundant, enriched in long‐chain ceramide, and depleted of sphingosine‐1‐phosphate, inducing lung injury in vivo as a result. 59 Among Chinese hamster ovary (CHO) cells, too, EV production rate varies with culture age, 60 and we have recently discovered age‐dependent variation in CHO MP cargo, as well (manuscript in preparation). The similarities in MkEV yields between “older” cultures and high‐shear cultures are substantial, despite differences in MkEV miRNA cargo and efficacy. Significantly, as noted above, we have previously identified a role for shear stress in promoting early Mk maturation. 13 , 29 The noted similarities between “older” and high‐shear cultures may therefore arise partly from this precise mechanism; that is, the primary effect of shear may be to “age” Mks, prompting them to produce higher numbers of MkEVs and mimicking the observed boost in “late‐stage” MkEV production by older cultures.

Controversy exists as to the “true” miRNA levels in EVs. Some prior research has identified as little as 1 copy of abundant miRNA species for every 10–100 EVs. 61 , 62 However, another study has noted much higher miRNA concentrations: 12–63 copies of abundant miRNA species in just a single EV. 63 One paper of particular note analyzed only large EV fractions (i.e., MPs sorted using flow cytometry) and identified 25–35 copies of abundant miRNA species in each particle. 36 A rough approximation of volume in a 100 nm EV also suggests capacity for up to 1000 miRNA‐protein complexes. 36 While our flow cytometry‐based MkEV counts suggest miRNA levels similar to these higher values, our NTA‐based MkEV counts reflect much lower miRNA levels. The reality is probably somewhere in the middle. While traditional flow cytometry (used in this study) is ineffective at detecting small (i.e., <200 nm) particles, NTA counts are inflated by non‐EV particles such as protein aggregates and lipoproteins. 34 Larger EVs are also capable of carrying larger miRNA loads, and our ultracentrifugation protocol enriches for large EVs (i.e., MPs) while eliminating a significant portion of small EVs (i.e., Exos).

While some protein aggregate contamination in EV samples is inevitable—especially for “intermediate specificity” isolation techniques such as differential centrifugation 9 —we suggest that protein aggregate concentration does not vary in this study, and is therefore not a factor in the elevated MkEV bioactivity observed in the syringe pump experiment. While NTA may detect numerous non‐EV particles, our flow cytometry protocol detects only CD41 + particles larger than 200 nm, meaning our flow cytometry counts—which are not purely size‐based—should not include non‐EV protein aggregates. Therefore, if elevated NTA counts of stress‐derived MkEVs resulted from the co‐isolation of protein aggregates, we would not expect to see these elevated counts reflected in flow cytometry data. However, fold increases in MkEV production under stress are remarkably similar between the two counting methods, suggesting protein aggregate concentration in MkEV samples is largely constant and thereby independent of biomechanical force. Our previous work with control MkEVs (produced by D12 static cultures) has also demonstrated that MkEV bioactivity is a direct result of MkEV‐HSPC interaction, and relies largely on the delivery of functional miRNA cargo (Table S1). 11 , 20

Future investigations should identify the presence of potentially novel miRNA and protein cargo in MkEVs produced under biomechanical stress. This endeavor will require full miRNA sequencing and proteomic analysis; our group has conducted similar miRNA sequencing of control MkEVs. 20 Of particular note are any miRNA(s) and/or protein(s) responsible for the enhanced efficacy of syringe pump‐derived MkEVs, as these cargoes will be highly relevant to clinical applications. Once novel miRNA/proteins are identified, each must be individually tested for its ability to exert desirable phenotypes on HSPCs; here again, our previous work provides guidance for future investigations. 20 Researchers should also aim to elucidate the particular mechanisms by which miRNAs and proteins are loaded into MkEVs. While the general nature of EV cargo loading is receiving significant new attention and has been well‐reviewed elsewhere, 38 , 39 , 40 , 41 , 42 , 43 the landscape of mechanisms is diverse, and nothing is known regarding Mks specifically. A thorough understanding of EV loading machinery in Mks would aid in explaining the phenomena characterized in this paper. We have previously discovered that nonapoptotic caspase action mediates the increased release of large MkEVs under very low levels of shear stress. 13 Such caspase activity is commonly implicated in the biogenesis of other EVs, 64 and may provide a fruitful starting point for future investigations into MkEV cargo loading specifically. Figure 11 illustrates common mechanisms by which biomechanical force mediates EV biology, providing additional avenues of inquiry for future MkEV research. 25

FIGURE 11.

FIGURE 11

Common mechanisms mediating the effects of biomechanical force on EV biology. Biomechanical force is known to increase EV biogenesis and regulate EV cargo in a variety of other cell types. These mechanisms have been reviewed in detail elsewhere 25 and are summarized here as potential avenues of investigation for future MkEV research.

An investigation into the effects of individual forces (e.g., shear, tension, and/or compression) on MkEV production may also prove valuable. Although these forces are almost never isolated in vivo or among the complex flows of sparged or stirred bioreactors, they nonetheless often affect EV production in different ways, even among similar cell types. For instance, with increasing shear stress, human umbilical vein endothelial cells (HUVECs) produced fewer MPs, 57 while similar human pulmonary artery endothelial cells (HPAECs) subjected to cyclic stretching produced far greater numbers of MPs than their unstretched counterparts. 65 A similar phenomenon may be responsible for the enhanced efficacy of syringe pump‐derived MkEVs. As the literature surrounding MkEVs continues to emerge, future studies should also aim to determine the impact of bioprocessing parameters such as biomechanical force or Mk age on any newly‐discovered MkEV functions or cargo. For instance, one recent study suggests that MkEVs influence the progression of arthritis via the delivery and release of inflammatory cytokine IL‐1. 66 Understanding the influence of physiological stressors on IL‐1 loading (into MkEVs) may therefore accelerate the development of new arthritis treatments. Finally, we note that HSPC donors were completely anonymized; the impact of cell sex on experimental outcomes is therefore unknown, and may be of interest in future investigations.

4. CONCLUSION

In sum, we present a novel examination of the ways in which key culture parameters—biomechanical force, Mk age, and delayed HSPC differentiation—impact MkEV quantity and quality, highlighting a path toward the continued correlation of MkEV characteristics with key scalable production parameters and thereby providing a framework that links laboratory know‐how with clinical and industrial possibilities. We hope that our methodology—which links culture conditions with EV production rate, genotype, and phenotype—will become increasingly utilized as necessary in the development of biomanufacturing strategies, for although EVs produced under different conditions may appear similar, their underlying properties are often highly distinct.

5. MATERIALS AND METHODS

5.1. Chemicals, reagents, and antibodies

Iscove's Modified Dulbecco's Medium (IMDM) was purchased from Gibco (Waltham, MA). BIT 9500 Serum Substitute was purchased from STEMCELL Technologies (Vancouver, BC, Canada). Recombinant human TPO, stem cell factor (SCF), and interleukins 3 (IL‐3), 6 (IL‐6), 9 (IL‐9), and 11 (IL‐11) were purchased from PeproTech (Cranbury, NJ). CD61 MicroBeads and other MACS cell separation equipment were purchased from Miltenyi Biotec (Bergisch Gladbach, Germany). Human LDL (hLDL) was purchased from Sigma‐Aldrich (St. Louis, MO). Fluorescein isothiocyanate (FITC)‐conjugated anti‐CD41, phycoerythrin (PE)‐conjugated anti‐CD42b, PE‐conjugated anti‐CD54, and allophycocyanin (APC)‐conjugated anti‐CD11b antibodies were purchased from BD Biosciences (Franklin Lakes, NJ). Unless otherwise noted, all other chemicals were obtained from Thermo Fisher Scientific (Waltham, MA) or Sigma‐Aldrich (St. Louis, MO).

5.2. Megakaryocyte culture

Frozen G‐CSF (granulocyte colony‐stimulating factor)‐mobilized human peripheral blood CD34+ cells (i.e., HSPCs) were obtained from the Fred Hutchinson Cancer Research Center (Seattle, WA) and stored in liquid N2. No donor information—including donor sex—was available. HSPC/Mk culture proceeded according to the previous protocols 11 , 13 developed from optimization experiments by our group. 2 , 3 Notably, the Mk cultures used serum‐free media. Briefly, cells were suspended in IMDM media supplemented with BIT 9500, TPO, SCF, IL‐3, IL‐6, IL‐11, and hLDL and cultured in 5% O2. After 5 days, cells were suspended in a new, similar media cocktail that replaced IL‐6 with IL‐9 and were cultured thereafter in 20% O2. After 7 days, dead cells were removed from the culture via a Miltenyi Biotec Dead Cell Removal Kit and MiniMACS Separator with accompanying columns (Miltenyi Biotec, Bergisch Gladbach, Germany). CD61+ Mks were then enriched from the live cells using CD61 MicroBeads and a MidiMACS Separator with accompanying columns (Miltenyi Biotec, Bergisch Gladbach, Germany). The resulting sample of live CD61+ Mks was resuspended in IMDM media supplemented with BIT 9500, TPO, SCF, hLDL, and nicotinamide. Except in studies of Mk age, cultures were ended and MkEVs were isolated (as described below) after 12 total days. Where necessary, cell counts were obtained using a CellDrop Cell Counter (DeNovix, Wilmington, DE).

Certain alterations to the described culture procedures were implemented as appropriate. For the shake flask experiments, Mks were transferred (without any media change) from T‐flasks to shake flasks after 10 total days and agitated on shaker plates as described (i.e., at either 60 or 120 rpm). For the experiments examining Mk age, MkEVs were collected after either 11, 12, or 13 total days. For the experiments involving delayed HSPC differentiation, CD41/CD61 cell samples collected on D7 were resuspended in D0 media and treated as a D0 culture; this process was then repeated one additional time.

5.3. Syringe pump production

For the syringe pump experiments, D12 Mks in standard culture media were loaded into 50 mL syringes (BD Biosciences, Franklin Lakes, NJ) connected by 250 mm of sterilized, 1.58 mm ID Fisherbrand traceable silicone pump tubing (Thermo Scientific, Waltham, MA). The connected syringes were secured in a Dual NE‐4000 Two Channel Programmable Syringe Pump (New Era Pump Systems, Farmingdale, NY) and alternately discharged into one another at a flow rate of 4448 mL/h for 1.5 h. This flow rate corresponded to a wall shear stress of 15 dyn/cm2 in the connective tubing. After 1.5 h, MkEVs were isolated from the media according to the procedure below. Cell viability was measured via trypan blue staining and a CellDrop Cell Counter (DeNovix, Wilmington, DE).

5.4. Isolation of MkEVs

MkEVs were isolated as described previously. 11 , 13 At the conclusion of cell culture, cells were pelleted via centrifugation at 300g for 10 min and subsequently discarded. Apoptotic bodies and platelet‐like particles were pelleted from the resulting supernatant via centrifugation at 2000g for 10 min and also discarded. Finally, the new supernatant was subjected to ultracentrifugation at 25,000g for 30 min at 4°C using an Optima Max Ultracentrifuge and a TLA‐55 rotor (Beckman Coulter, Brea, CA) with a k‐factor of 66. The pellet from this supernatant (i.e., the MkEVs) was washed and re‐pelleted three times with pure IMDM media, resuspended in PBS or pure IMDM media, and frozen at −80°C until further use. Twelve Premium Microcentrifuge Tubes (1.5 mL, Thermo Scientific, Waltham, MA) were used for ultracentrifugation, and no braking was employed. Small MkEVs, which can be isolated at much higher g‐forces (e.g., 100,000g), were not evaluated in this study. Our MkEV isolation protocol is illustrated in Figure S1.

5.5. Quantification and flow cytometry of MkEVs

MkEVs were analyzed using flow cytometry as described previously. 11 , 13 Briefly, MkEVs were stained with FITC‐conjugated CD41 antibody prior to counting via flow cytometry. Samples were analyzed with either a BD FACSAriaII flow cytometer using FACSDiva software (BD Biosciences, Franklin Lakes, NJ) or a CytoFLEX flow cytometer using CytExpert software (Beckman Coulter, Brea, CA). For the BD FACSAriaII, a known (10 μL) quantity of ~5.0 μm, 106/mL AccuCount Fluorescent Beads (Spherotech, Lake Forest, IL) was added to each sample for MkEV quantification. MkEVs were characterized as CD41+ particles between 0.2 and 1 μm in diameter, with size limits determined using fluorescent calibration beads from Spherotech (Lake Forest, IL). For surface protein examination, MkEVs were simultaneously stained with additional PE‐ or APC‐conjugated CD54 or CD11b antibodies, respectively (described above).

5.6. Size distribution of MkEVs

MkEVs were diluted by between 25‐ and 35‐fold in filtered PBS and characterized using a NanoSight NS300 instrument (Malvern Panalytical, Malvern, UK) as described previously. 18 Data were analyzed with NanoSight software (Malvern Panalytical, Malvern, UK) using a camera level of 10, a detection threshold of 15, and a syringe pump speed of 60. For each biological replicate, measurements were taken in triplicate and averaged.

5.7. HSPC‐MkEV co‐cultures

Co‐culture procedures closely mimicked those described previously. 13 MkEVs and HSPCs suspended in pure IMDM were combined in microcentrifuge tubes at predetermined ratios and subsequently incubated under 20% O2 for 1 h. MkEV‐to‐HSPC ratios of 20:1 were used. MkEV and HSPC counts were obtained via flow cytometry and a CellDrop Cell Counter, respectively. Total co‐culture volumes were kept constant (<50 μL) for each experiment by adding pure IMDM as appropriate. Following the first hour of co‐culture, samples were transferred to well plates and diluted to densities of 100,000 cells/mL using a mixture of IMDM supplemented with 5% BIT 9500 and 50 ng/mL SCF. The use of lower volumes for initial (1 h) co‐culture allows for greater contact between cells and MkEVs. 13 Cultures were analyzed after 7 days.

For the dose‐dependence study, we used MkEV‐to‐HSPC ratios of 10:1, 30:1, and 50:1. Following the first hour of co‐culture, samples were diluted with IMDM media and centrifuged at 300g for 10 min. The supernatant (containing free MkEVs) was discarded and the pellet (containing HSPCs with bound or internalized MkEVs) was subjected to the RNA isolation protocol outlined below.

5.8. Flow cytometry of Mks

Mks were analyzed using flow cytometry as described previously. 11 , 13 Briefly, Mks were stained with FITC‐conjugated CD41 antibody and PE‐conjugated CD42b antibody. Samples were analyzed using the flow cytometers and associated software/methods described above.

5.9. Ploidy analysis of Mks

Ploidy analysis was performed as described previously. 67 Briefly, Mks were stained with FITC‐conjugated CD41 antibody, fixed with 0.5% paraformaldehyde in PBS, and permeabilized with 70% methanol. RNA was eliminated via RNase treatment and DNA was stained with 50 μg/mL propidium iodide in PBS. Samples were analyzed using the flow cytometers and associated software/methods described above. Ploidy fractions were calculated by identifying the number of CD41+ cells with either 2N, 4N, or ≥8N DNA content.

5.10. Isolation of miRNA

Isolation of miRNA occurred as described previously. 20 Briefly, HSPCs, Mks, or MkEVs were pelleted via centrifugation or ultracentrifugation (as described above). RNA extraction was performed using the miRNeasy Micro Kit (QIAGEN, Hilden, Germany) according to the manufacturer's instructions. For RT‐PCR analysis, 0.5 pmol synthetic cel‐miR‐39‐3p (Thermo Scientific, Waltham, MA) was added to the samples during cell/MP lysis as a spike‐in control. Extracted RNA was flash‐frozen in liquid N2 and stored at −80°C.

5.11. Quantification of total miRNA

Isolated miRNA samples were processed using a Qubit miRNA Assay Kit (Thermo Scientific, Waltham, MA) and subsequently analyzed using a Qubit 3.0 Fluorometer (Thermo Scientific, Waltham, MA) according to the manufacturer's instructions.

5.12. Quantitative RT‐PCR

Quantification and RT‐PCR of key miRNAs occurred as described previously. 20 Reverse transcription of extracted miRNA was performed using the ThermoFisher TaqMan MicroRNA Reverse Transcription Kit and the appropriate primers and probes (Thermo Scientific, Waltham, MA) according to the manufacturer's instructions. Subsequent PCR was performed using TaqMan Universal PCR Master Mix II and the appropriate TaqMan Small RNA Assays (Thermo Scientific, Waltham, MA), again according to the manufacturer's instructions. PCR for each biological replicate was performed in triplicate. The CFX96 Optical Reaction Module (Bio‐Rad, Hercules, CA) was used to control the PCR reactions. Calculation of miRNA levels employed the 2−ΔΔCT method. 35

5.13. Statistical analysis

Data are presented as mean(s) ± one standard error of the mean(s), with each mean informed by ≥3 biological replicates. Student's t‐test (paired or unpaired, as appropriate) was performed for all data, with statistical significance indicated as follows: * for p < 0.05, ** for p < 0.01, and ns for notable cases of nonsignificance.

5.14. Institutional Review Board statement

This work adhered to the Helsinki Declaration of 1975 and was approved by the Institutional Review Board at the University of Delaware (study #753050‐3, 22 March 2021). This work was granted exempt status (exemption category #4). Frozen CD34+ cells were purchased directly from the Fred Hutchinson Cancer Research Center (Seattle, WA), and we did not control the collection protocol or have access to any donor information.

AUTHOR CONTRIBUTIONS

Will Thompson: Conceptualization (equal); data curation (lead); formal analysis (lead); investigation (lead); methodology (lead); validation (lead); visualization (lead); writing – original draft (lead); writing – review and editing (equal). Eleftherios Terry Papoutsakis: Conceptualization (equal); funding acquisition (lead); methodology (supporting); project administration (lead); resources (lead); supervision (lead); writing – review and editing (equal).

FUNDING INFORMATION

This work was supported by the US National Science Foundation (grant number CBET‐1804741) and the Department of Education GAANN Fellowship (grant number P200A210065).

CONFLICT OF INTEREST STATEMENT

Eleftherios Terry Papoutsakis is a paid consultant for STRM.BIO, which aims to use MkEVs for cell and gene therapy applications. Eleftherios Terry Papoutsakis is the co‐inventor on several active or pending patents encompassing MkEVs and their miRNA cargo. Will Thompson reports no conflicts of interest.

PEER REVIEW

The peer review history for this article is available at https://www.webofscience.com/api/gateway/wos/peer-review/10.1002/btm2.10563.

Supporting information

Data S1: Supporting Information.

Thompson W, Papoutsakis ET. Similar but distinct: The impact of biomechanical forces and culture age on the production, cargo loading, and biological efficacy of human megakaryocytic extracellular vesicles for applications in cell and gene therapies. Bioeng Transl Med. 2023;8(5):e10563. doi: 10.1002/btm2.10563

DATA AVAILABILITY STATEMENT

The data supporting the findings of this study are available from the corresponding author upon reasonable request.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Data S1: Supporting Information.

Data Availability Statement

The data supporting the findings of this study are available from the corresponding author upon reasonable request.


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