Abstract
Efforts to prevent human immunodeficiency virus (HIV) infection via pre-exposure prophylaxis (PrEP) include the development of anti-HIV drugs as microbicides for topical application to the mucosal sites of infection; however, although understanding the distribution profiles of these drugs in target mucosal tissues is of critical importance to guiding their optimization, data in this regard are largely lacking. With this in mind, we developed a matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI) approach to visualize tenofovir (TFV), an HIV nucleotide analog reverse-transcriptase inhibitor under investigation for use as a topical microbicide, and its active metabolite TFV-diphosphate (TFV-DP) in colorectal biopsies obtained from healthy volunteers who received TFV-containing enemas. Application of MALDI MSI resulted in sufficient spatial resolution to visualize both TFV and TFV-DP and revealed heterogeneity in the distribution profiles of both analytes, including the presence of regions in which TFV and TFV-DP were undetectable, in colorectal tissue at two different time points and concentrations. Cell-specific staining for CD4 T and CD11c dendritic cells, which are important to the establishment of HIV infection, demonstrated that the TFV and TFV-DP distributions were independent of these cell types. MALDI MSI of endogenous lipids demonstrated that the heterogeneity observed for TFV and TFV-DP was not a function of tissue composition or processing. These data provide unique insight into the spatial distribution of TFV and TFV-DP in human colorectal tissue. In addition, this work establishes an approach that can be leveraged to directly detect and visualize these clinically important analytes more broadly in tissue.
Introduction
Tenofovir (TFV), as the prodrug TFV disoproxil fumarate (TDF), is currently used orally in combination with other antiretroviral drugs for human immunodeficiency virus (HIV) treatment and pre-exposure prophylaxis (PrEP) (Robbins et al., 1998; Miller et al., 2001; Kearney et al., 2004; De Clercq, 2007). TDF is converted first to a monoester and then to TFV upon the action of a carboxylesterase and a phosphodiesterase, respectively (Naesens et al., 1998; Kearney et al., 2004). Subsequently, TFV is phosphorylated first into TFV-monophosphate and then to TFV-diphosphate (TFV-DP), to become pharmacologically active (Robbins et al., 1998; Lade et al., 2015). Our laboratory has previously demonstrated that adenylate kinase 2 can mediate the first phosphorylation step in vaginal, colorectal, and peripheral blood mononuclear cells (Lade et al., 2015). Additionally, an enzyme denoted as creatine kinase muscle catalyzes the reaction that converts TFV-monophosphate into TFV-DP in colorectal tissue, whereas pyruvate kinase muscle and pyruvate kinase liver and red blood cells can facilitate the formation of TFV-DP in peripheral blood mononuclear cells and vaginal tissue (Lade et al., 2015).
Despite the effectiveness of oral daily TDF/emtricitabine PrEP, many at-risk individuals are interested in alternative dosing formulations owing to struggles with oral daily adherence, desire for single on-demand dosing, and desire to avoid systemic side effects associated with oral dosing, among other reasons (Bauermeister et al., 2013; Dolezal et al., 2015; Eaton et al., 2015; Mitchell et al., 2016; Carballo-Diéguez et al., 2017; Greene et al., 2017). Of note, the practice of rectal douching with enemas in association with receptive anal intercourse (RAI) is common among men who have sex with men (MSM). Therefore, high acceptability of rectal microbicides delivered via enema is expected among MSM. Thus, there is an urgent need to develop a safe, effective, and acceptable rectal microbicide for preventing rectally acquired HIV infection. In this regard, recognizing the importance of adherence in determining the effectiveness of PrEP, our group is contributing to efforts to develop an on-demand, behaviorally congruent rectal TFV microbicide to prevent HIV acquisition via unprotected RAI.
TFV has been investigated for topical application to rectal and/or vaginal tissue for PrEP (Abdool Karim et al., 2010; Anton et al., 2012). Several PrEP clinical trials, such as CAPRISA 004, iPrEx, TDF2, Partners PrEP, VOICE, and FEM-PrEP, have been conducted using TFV gel or oral TDF (Baeten and Celum, 2013). Interestingly, the outcomes of above studies were widely different. With the above variability in study outcomes in mind, gaining a more complete understanding of the disposition of TFV in mucosal tissues that are putative sites of HIV infection is of importance. Specifically, an understanding of TFV and TFV-DP distribution in tissue is required to optimize the development of TFV as a topical approach to PrEP.
To date, characterization of TFV disposition in tissue has relied solely on data obtained using tissue homogenates or cells extracted from tissue biopsies. While of value for understanding overall drug concentrations in tissue, analyses performed using whole biopsy homogenates or extracted cells alone are unable to reveal differences in TFV and TFV-DP distribution across regions of tissue, including regions that may be devoid of drug. Since heterogeneity in drug distribution and/or regional variability in drug concentration could impact prophylactic activity, approaches that are able to monitor the presence of a drug in tissue in at least two-dimensions are required. To address this, we developed a matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI) method to visualize TFV and TFV-DP in tissue. MALDI MSI is a powerful technique to apply in this setting as it allows for simultaneous mapping of molecules that differ in mass without the use of compound-specific labels (Greer et al., 2011; Angel and Caprioli, 2013). In the present study, we used colorectal biopsies obtained from healthy volunteers who received TFV-containing enemas, and the developed MALDI MSI method was applied to determine the localization of TFV and TFV-DP. Through this work, we demonstrated that the distribution of TFV and TFV-DP in colorectal tissue was heterogeneous, and as such TFV and TFV-DP are present at differential concentrations across tissue. These data provide a foundation for understanding the spatial distribution of TFV and TFV-DP in human tissue and importantly raise the possibility that the disposition of TFV and TFV-DP cannot be fully understood through the application of approaches that measure average concentrations in tissue alone.
Materials and Methods
Materials/Chemicals.
TFV and TFV-DP were purchased from Toronto Research Chemicals, Inc., (North York, ON, Canada). MALDI matrices, α-cyano-4-hydroxycinnamic acid (CHCA), 2, 5-dihydroxybenzoic acid, 3-hydroxypicolinic acid, and 9-aminoacridine were obtained from MilliporeSigma (St. Louis, MO). All solvents and other chemicals used were either reagent or high-performance liquid chromatography (HPLC) grade and purchased from Fisher Scientific (Hampton, NH), unless otherwise specified.
Biopsy Samples.
DREAM-01 is an early-phase 1, multicenter, dose-escalation study in which three formulations of TFV were tested. All human subjects involved in this study were enrolled at the Johns Hopkins University and provided written informed consent prior to the study. The DREAM-01 study protocol was approved by the Johns Hopkins Medicine Institutional Review Board (JHMIRB) and conducted according to the ethical principles indicated in the Declaration of Helsinki. The study recruited HIV-negative, MSM healthy volunteers, age 18 or older, who had a history of engaging in RAI. Colorectal tissues samples were collected on the basis of a sparse sampling schedule assigned to each research participant. The first four participants at Johns Hopkins (J001–J004) were assigned to colorectal tissue collection at 3 and 24 hours following enema administration owing largely to sample accessibility. Pinch biopsies were collected via a flexible sigmoidoscope at the designated sampling times following enema dosing. All biopsies were collected at approximately 10–20 cm from the anal sphincter using large-cup biopsy forceps. Biopsies in this study were taken after two different enema doses were administrated at 1.76 (low-dose, 220 mg in 125 ml) and 5.28 mg/ml (high-dose, 660 mg in 125 ml) TFV in iso-osmolar solution. For this study, we collected colorectal biopsy samples from four different research participants at two different time points and concentrations. Therefore, we analyzed 16 biopsy samples using MALDI MSI. In addition to biopsies collected after topical TFV treatments, colorectal biopsies were also obtained from two MSM research participants who were taking TFV orally as TDF (300 mg) for PrEP under a separate JHMIRB-approved clinical protocol after written informed consent.
Preparation of Tissue Samples for MALDI Mass Spectrometry Imaging and Matrix Application.
Colorectal tissue samples were individually embedded in OCT (embedding medium for frozen tissue specimens to ensure optimal cutting temperature; Sakura Finetek, Inc., Torrance, CA) and were snap-frozen using dry ice/acetone cooling bath mixture. Tissue sections (20 μm thickness) were next prepared at −20°C using a Leica CM3050S cryostat (Leica Biosystems, Buffalo Grove, IL). The tissue sections were individually mounted onto glass microscope slides (Fisherbrand Superfrost Plus). Matrix [CHCA, 10 mg/ml in ACN:H2O (50:50, v/v)] was then applied to the tissue sections using a TM-Sprayer (HTX Technologies, LLC, Chapel Hill, NC) at a flow rate of 100 μl/min. The TM-Sprayer was operated at an air pressure (N2) of 10 psi, spray nozzle velocity of 1200 mm/min, track spacing at 2 mm, and spray nozzle temperature at 80°C. Sixteen passes (matrix deposition cycles) were employed for homogeneous deposition of matrix onto colorectal tissue sections.
Tissue extinction coefficient (TEC) values were calculated by dividing the relative ion abundance of TFV (or TFV-DP) in tissue (BioreclamationIVT, Baltimore, MD) by the relative ion abundance of TFV (or TFV-DP) when spotted directly onto a slide using a mixture of TFV and TFV-DP (50 μM) as previously described (Bonnel et al., 2018).
MALDI Mass Spectrometry Imaging.
MALDI MSI experiments were performed using a LTQ Orbitrap XL (Thermo Fisher Scientific, Bremen, Germany), equipped with a Fourier transform mass spectrometer (FTMS) with the MALDI ion source fitted with a direct beam N2 laser (λ = 337.7 nm). Data acquisition was performed using the positive ion mode of the MS instrument at a mass range of m/z 100–1000 Da. Mass resolution of the FTMS analyzer was 60,000. CHCA matrix was used at 10 mg/ml for ionization of both TFV and TFV-DP. A laser energy of 7.8 μJ was employed for ionization of TFV and TFV-DP. The same MALDI MS conditions including CHCA matrix were used to generate the distribution profiles of three lipid species; phosphatidyl choline (PC) (34:1), PC (16:0/OH), and PC (36:2).
Tissue sections of colorectal biopsy samples were used for tissue imaging experiments. To define the regions of interest, MALDI position files were created by scanning the tissue sample plates with the MALDI camera. Spatial resolution of 50 μm was used to create ion images. Mass spectrometry data processing and analysis were done using Xcalibur 3.0 (Thermo Fisher Scientific) and ion images were generated using ImageQuest 1.0.1 software (Thermo Fisher Scientific, San Jose, CA).
Histochemical Analyses.
Standard histological techniques were used at the Oncology Tissue Services Laboratory, Johns Hopkins University School of Medicine. Hematoxylin and eosin (H&E) stain was performed on serial tissue sections (10 μm thick) to visualize the tissue anatomy and orientation. Immunohistochemistry studies were done using antibodies for CD4 and CD11c cells to localize T cells and dendritic cells, respectively.
Results
MALDI MS Analysis of TFV and TFV-DP Standards.
The primary criterion for matrix selection was the ionization efficiency of TFV and TFV-DP. Therefore, to facilitate detection of TFV and TFV-DP, initially, four commonly used matrices, CHCA, 2, 5-dihydroxybenzoic acid, 3-hydroxypicolinic acid, and 9-aminoacridine were tested. From these initial experiments, TFV and TFV-DP exhibited the greatest ion intensities for their molecular ions at m/z 288.0851 (1.7 ppm) and 448.0169 (3.1 ppm), respectively, using the CHCA matrix and positive ion mode (Fig. 1A). Additionally, fragment ions resulting from the loss of phosphate groups at m/z 368.0506 and 288.0845 corresponding to C9H16N5O7P2+ and C9H15N5O4P+, respectively, were detected for TFV-DP (Fig. 1A, lower panel). TFV was detectable as its [M+H]+ at m/z 288.0849 using 2, 5-dihydroxybenzoic acid as the matrix; however, the ion abundance was low (data not shown). TFV-DP was not readily detected using 2, 5-dihydroxybenzoic acid, 3-hydroxypicolinic acid, and 9-aminoacridine as matrices. TEC values for TFV and TFV-DP at 50 μM were 0.014 and 0.006, respectively. The prediction of Log P values were performed using ALOGPS 2.1 software (Tetko et al., 2005). The predicted Log P value of TFV was −1.74 whereas TFV-DP had a predicted Log P value of −2.75.
MALDI MSI of TFV and TFV-DP in Colorectal Tissue Obtained from Subjects Who Received TFV-Containing Enemas.
To investigate the spatial distribution of both TFV and TFV-DP in human colorectal tissue following topical application, MALDI MSI experiments were performed using biopsy samples obtained from healthy volunteers who received 125-ml enemas containing either 220 (1.76 mg/ml) or 660 mg (5.78 mg/ml) of TFV. In these samples, we detected both TFV and TFV-DP as their corresponding molecular ions at m/z 288.0860 (1.3 ppm) and 448.0194 (2.4 ppm), respectively (Fig. 1B). Tissue anatomy and orientation were visualized using H&E stain (Fig. 2A, upper panel). MALDI ion images revealed the heterogeneous distribution of both TFV and TFV-DP across the colorectal tissue section (Fig. 2, B and C, upper panel). To further confirm the specificity of heterogeneous distribution of TFV and TFV-DP distribution, we simultaneously generated ion images for three different lipid species, PC (34:1), PC (16:0/OH), and PC (36:2). Interestingly, the ion images corresponding to the molecular ions of the above three different lipid species at m/z 760.5856 (0.0 ppm), 496.3403 (0.0 ppm), and 786.6013 (0.1 ppm) showed relative homogeneous distribution across the tissue section (Fig. 2, lower panel).
Coupling MALDI MSI Analyses with Immunohistochemistry.
CD4 T cells are the most relevant cell type for HIV infection since they are the primary sites of HIV infection. Additionally, dendritic cells play multiple roles at different stages of HIV infection, thereby representing a vital subset in HIV infection in addition to CD4 T cells (Manches et al., 2014). Therefore, as the next step, we looked at the distribution of CD4 T cells and CD11c dendritic cells to determine whether a correlation between TFV and/or TFV-DP spatial distribution and the localization of CD4 and CD11c cells could be observed in colorectal tissue. On the basis of immunohistochemical analyses, regions that had CD4 and CD11c cells exhibited a brown color in tissue sections (Fig. 3). However, from these data, we were not able to see any direct correlation between TFV and/or TFV-DP spatial distribution and the localization of CD4 cells and CD11c cells in colorectal tissue (Fig. 3).
Dose and Time Dependence of TFV and TFV-DP Distribution.
To study the dose dependence of TFV and TFV-DP distribution in human colorectal tissue following topical application, two different enema doses of TFV, i.e., 1.76 mg/ml (low-dose) and 5.28 mg/ml (high-dose) were analyzed. For time-dependence studies, colorectal biopsies were collected at 3 and 24 hours after enema administration. From these, both TFV and TFV-DP were detected in colorectal biopsies of three research participants, J001, J003, and J004, collected 3 hours following low-dose enema treatment, whereas ion abundances for both TFV and TFV-DP were relatively low in the colorectal tissue of research participant J002 that was analyzed (Fig. 4A). Moreover, after 3-hour high-dose TFV enema treatment, only two research participants, J001 and J004, exhibited detectable TFV and TFV-DP levels in their colorectal biopsies (Fig. 4B). Corresponding ion maps of TFV and TFV-DP showed their heterogeneous distribution across the colorectal tissue (Fig. 4, A and B). On the other hand, both TFV and TFV-DP were not detected at relatively high ion abundances in colorectal biopsy samples of all subjects collected 24 hours following low-dose enema administration (Fig. 4C). By contrast, corresponding TFV ion images revealed its heterogeneous localization in biopsies of two research participants, J001 and J002, at high-dose treatment (Fig. 4D). Nevertheless, TFV-DP was detected at relatively high abundance only in the biopsy sample of J002 at 24 hours following high-dose enema treatment (Fig. 4D). It should be noted that one of the lipid species we imaged simultaneously, PC (16:0/OH), was detected in all the biopsies examined and found to be relative homogeneous in its distribution across the colorectal tissue (Fig. 4).
Next, we wanted to test whether these findings could be extended to oral dosing. To do this, we obtained colorectal biopsies from two research participants taking TDF for PrEP. As previously observed for the biopsies obtained following topical TFV application, both TFV and TFV-DP exhibited heterogeneity in their spatial distribution (Fig. 5, B, C, E, and F, upper panel) including the presence of regions where TFV and TFV-DP were not detectable. Commensurate with our previously mentioned analyses, the spatial distribution of PC (34:1), PC (16:0/OH), and PC (36:2) was relatively homogeneous across the colorectal tissue (Fig. 5, lower panel).
Discussion
We demonstrated the heterogeneous colorectal tissue distribution of TFV and TFV-DP following a rectal dose of TFV as enema and after an oral dose of TDF. This included the finding that regions of tissue exist in which TFV and TFV-DP are not detectable. These observations have not been previously reported and were only facilitated by our development and application of a MALDI MSI approach. Of note, although it has been reported that TFV and TFV-DP can be detected in homogenates of colorectal tissue even after 14 days by using liquid chromatography tandem mass spectrometry (Hawkins et al., 2005; Patterson et al., 2011), our data raise the possibility that TFV and TFV-DP may not be detectable throughout the tissue. The spatial profiles that we generated for TFV and TFV-DP did not show complete overlap and TFV-DP appeared to be less abundant than TFV, despite the fact that the limits of detection were the same for both analytes and TFV-DP has a longer half-life than TFV (Hawkins et al., 2005; Patterson et al., 2011; Louissaint et al., 2013). Further, our data suggest differential distribution of TFV and TFV-DP among study subjects. Of note, inter-subject variability of TFV and TFV-DP concentrations has been previously reported following fixed oral doses of TFV using liquid chromatography tandem mass spectrometry–based detection (Hendrix et al., 2016). Moreover, in the same study, inter-subject coefficients of variation were determined to range from 33% to 82%, 50% to 121%, and 46% to 71%, respectively, for serum TFV, TFV-DP in peripheral blood mononuclear cells, and TFV-DP in CD4 T cells (Hendrix et al., 2016). Particularly relevant to the present study, inter-subject variability in TFV and TFV-DP concentrations in cells and colorectal tissue have been reported following both oral and topical TFV dosing. In tissue homogenates, coefficients of variation for TFV-DP ranged from 0% to 307%, 85% to 312%, and 132% for single oral, single rectal, and multiple rectal dosing, respectively (Yang et al., 2014). Likewise, for single oral, single rectal, and multiple rectal dosing, TFV coefficients of variation were 112%–364%, 0%–220% and 236%, respectively (Yang et al., 2014). Our data add to these findings by demonstrating that inter-individual variability exists not only in overall concentrations of TFV and TFV-DP in tissue, but in the distribution of these compounds within a biopsy as well.
The physicochemical properties of TFV and TFV-DP, such as molecular weight, lipophilicity, protein binding, and interactions with endogenous cellular compounds, may contribute to the differences in spatial distribution in colorectal tissue. Interestingly, from our analyses, TFV-DP exhibited a lower Log P value, −2.75 compared with TFV, −1.74. This observation indicates that TFV-DP may have been less readily detectable in the colorectal tissue biopsies owing to the ability of TFV-DP to form stronger interactions with endogenous cellular components than does TFV. Of note, it has been reported that there is a correlation between the MALDI MSI sensitivity and analyte lipophilicity (Log P value) (Bonnel et al., 2018). Therefore, the observed relationship between Log P values of TFV and TFV-DP and their differential detection in tissue reveals a potential factor that could contribute to the observed TFV and TFV-DP distributions in tissue. To further consider the possibility that differential binding of TFV and TFV-DP to components of tissue contribute to the spatial distributions that we observed for these molecules, we estimated the tissue binding potential by determining the TEC. TFV had a TEC value of 0.014 that was slightly higher than that of TFV-DP, 0.006. That is, TFV exhibited greater ionization than TFV-DP. Taken together, these data suggest that both the Log P and TEC values of TFV-DP could provide explanations for why TFV-DP was not detected in certain regions of tissue. Of importance, by developing our MALDI MSI approach to simultaneously detect three different lipid species, PC (34:1), PC (16:0/OH), and PC (36:2), in addition to TFV and TFV-DP, we were able to validate our MALDI MSI method and rule out the possibility that processing of the biopsies was responsible for the heterogeneity in TFV and TFV-DP distribution that we found. This was attributable to the fact that the lipids we monitored were relatively homogeneously distributed in the colorectal tissue biopsies and these data were concordant with previous studies on lipid distributions (van Meer et al., 2008).
Heterogeneity of TFV-DP among cell types has been reported previously, as concentrations of TFV-DP in CD4 cells differ from those in the total colorectal tissue homogenates and total cell populations (Yang et al., 2014). CD4 cells are known to be the sites of HIV infection and hence the most relevant cell type for HIV infection (Masur et al., 1989; Okoye and Picker, 2013). In addition, CD11c dendritic cells are also of interest as one of the first cell types to experience HIV infection and they are also widely distributed in mucosal tissue (Manches et al., 2014). We identified regions of CD4 and CD11c cells in colorectal tissue where TFV-DP was present; however, there were also regions in which these cells were abundant but TFV-DP was undetectable. Thus, our data suggest that CD4 and CD11c cells do not drive TFV and/or TFV-DP spatial distribution in colorectal tissue.
In addition, TFV is known to be a substrate for efflux transporter multidrug resistance protein type 4 (MRP4), a member of ABC family, from both in vitro and clinical studies (Ray et al., 2006; Imaoka et al., 2007). In another study, Mallants et al. (2005) demonstrated TFV as a substrate of MRP2; however, its role in intracellular TFV disposition was unclear. Beyond the efflux transporters, TFV has also been implicated as a substrate for solute carrier family transporters that facilitate drug uptake into cells; human organic anion transporter (OAT1) and OAT3 (Bleasby et al., 2005; Kiser et al., 2008). Further, in considering the distribution of TFV-DP in colorectal tissue, the local expression and activity of both kinases that catalyze the phosphorylation of TFV and phosphatases that dephosphorylate TFV-DP represent additional variables.
To take our work further, we also ascertained the localization of TFV and TFV-DP in colorectal tissue of two subjects who received oral TFV as TDF. Through this, we found that, as with the spatial distributions in colorectal tissue of TFV and TFV-DP observed following topical dosing, TFV and TFV-DP were heterogeneously distributed in colorectal tissue of subjects receiving oral TDF. However, the relative ion abundances of both TFV and TFV-DP in the biopsies from orally dosed subjects were low compared with topical application. This observation is likely due to the differences in dosing route as previously described (Yang et al., 2014; Taneva et al., 2015). Previous studies by Anton et al. (2012) and Hendrix et al. (2013) have demonstrated higher accumulation of TFV-DP, i.e., 6- to 10-fold increase in colorectal tissue homogenate following rectal dosing (40 mg TFV per dose), compared with oral dosing (300 mg TDF).
In this study, we determined the spatial distribution of TFV and TFV-DP in human colorectal tissue using a state-of-the-art technique, MALDI MSI. This work provides an important proof-of-concept; however, to further enhance understanding of TFV/TFV-DP in colorectal tissue, future studies using larger sample sizes are required. Although we performed qualitative analysis on TFV and TFV-DP spatial distribution in the present study, to take these findings further it will be important for future work to focus on quantitative determinations of TFV and TFV-DP concentrations across tissue. Further, future work is required to determine the factors that drive the heterogeneity of the spatial distribution of TFV and TFV-DP in colorectal tissue. Nevertheless, our data obtained through this approach provide the first visualization of TFV and TFV-DP in a mucosal tissue that is a putative site of HIV infection. Importantly, we demonstrate that there are regions of tissue that are devoid of detectable TFV and/or TFV-DP. These data can be leveraged in optimizing TFV dosing and formulations to identify those that provide increased exposure to TFV and TFV-DP in tissue overall. Taken together, the results from this study provide new insights into the disposition of topical TFV in colorectal tissue.
Abbreviations
- CHCA
α-cyano-4-hydroxycinnamic acid
- HIV
human immunodeficiency virus
- MALDI MSI
matrix-assisted laser desorption/ionization mass spectrometry imaging
- MSM
men who have sex with men
- PrEP
pre-exposure prophylaxis
- RAI
receptive anal intercourse
- TDF
tenofovir disoproxil fumarate
- TEC
tissue extinction coefficient
- TFV
tenofovir
- TFV-DP
tenofovir diphosphate
Authorship Contributions
Participated in research design: Seneviratne, Hendrix, Fuchs, Bumpus.
Conducted experiments: Seneviratne.
Performed data analysis: Seneviratne, Hendrix, Bumpus.
Wrote or contributed to the writing of the manuscript: Seneviratne, Hendrix, Fuchs, Bumpus.
Footnotes
This research was funded by the National Institutes of Health [Grants U19AI11327, UM1AI068613, R01AI128781].
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