Abstract

Cathepsin B (catB) is a lysosomal cysteine protease expressed in several cells and organs, where it plays a role in protein degradation and turnover. Extracellular, secreted catB has utility as a biomarker for a host of pathological or physiological states, including a myriad of cancers or neurological diseases and injuries. Analytical or diagnostic assessment may be limited by biological sample volume availability. Pathologically relevant changes in catB levels may occur at low-moderate concentrations that require accurate measurement to differentiate from basal levels. Furthermore, biological samples like plasma and serum, often occlude accurate catB measurements because of background and high variance, vastly limiting the ability to detect catB as a peripheral biomarker. Techniques for ultrasensitive protein detection that require low volumes of sample are necessary. To overcome these challenges, a digital enzyme-linked immunosorbent assay (ELISA) was developed for differential detection of catB within less than 5 μL of serum and plasma using the single molecule array (SiMoA) platform, which offers 1000-times more sensitivity and vastly reduced variance compared to colorimetric tests. In buffer, curve-fitting estimated the limit of detection (LoD) to be ∼1.56 and ∼8.47 pg/mL using two-step or three-step assay configurations, respectively. After correcting for endogenous levels, the estimated LoD was ∼4.7 pg/mL in the serum or plasma with the two-step assay. The lower limit of quantitation was ∼2.3 pg/mL in the buffer and ∼9.4 pg/mL in the serum or plasma, indicting the ability to measure small changes above endogenous levels within blood samples.
1. Introduction
Cathepsin B (catB) belongs to a family of papain-like, cysteine proteases which are a class of proteolytic enzymes expressed in most cell types. It is primarily localized within subcellular endosomal and lysosomal compartments.1 While, intra- and peri-cellular catB is involved in metabolic homeostasis,2 antigen processing and presentation during immune responses,3 degradation of misfolded proteins,4,5 as well as cellular migration,6 it is also secreted as a myokine, involved in muscle–brain cross talk and neurogenesis.7 Under pathological conditions, catB expression becomes upregulated in a variety of diseases including metastatic cancers,8−10 infections,11,12 traumatic brain injury,13 and neurological diseases.14 This upregulation is often associated with increased extracellular secretion via active15 or passive16 mechanisms. As such, the catB protein content is elevated above basal levels where it may have utility as a biofluid-based marker of diseases, injury, or trauma.17−19
High levels of catB are readily measureable in tissues, liquid biopsies, and cerebral spinal fluid (CSF) using standard, colorimetric assays. For example, catB was found to be elevated in CSF, biopsied tissue lysates, or tumor aspirates using western blotting20 or colorimetric enzyme-linked immunosorbent assays (ELISAs).21 Detection of catB in blood is even more desirable because of the ease of access with little risk to the patient during sampling collection. Elevated catB has been demonstrated in serum or plasma.22−24 These assays typically require a fairly large volume (∼100 μL) of serum or plasma, offer limited dynamic range, are less sensitive because of the inherent background found in blood samples, and tend to offer broad variance. Thus, changes in catB content that occur as a consequence of disease or injury may not be detectable.
In order to obtain increased accuracy and vastly reduce background noise while utilizing limited biological sample volumes, an ultrasensitive assay was developed for blood using digital ELISAs. Adaptation of catB measurement to the single molecule array (SiMoA)25,26 platform improved the estimated limit of detection (LoD) and lower limit of quantitation (LLoQ) in human serum and plasma. SiMoA technology has been widely used for analytical quantitation of blood biomarkers,27−30 which is inclusive of customized tests.31−33 Detailed methodology for measurement of catB derived from low volumes of serum and plasma compared to buffer is provided.
2. Results and Discussion
2.1. Accuracy and Selectivity of CatB Detection in Assay Buffer
The workflow for ultrasensitive detection of catB in serum and plasma using the SiMoA HD-1 platform is shown (Figure 1). To determine the detection range and quantitation limit of customized digital ELISAs, recombinant human catB protein was spiked into Q-buffer and measured using manufacturer-defined two-step or three-step homebrew configurations. When developing new assays for this platform, it is essential to test both assay configurations in order to determine optimal procedures and interpret data. The two- and three-step SiMoA methods are analogous to sandwich ELISA and indirect ELISA prcedures, respectively. In the two-step assay configuration, the sample is incubated with the capture beads and detector antibody in the first step and SβG is added in the second step. In the three-step assay configuration, the sample is incubated with capture beads in the first step and then with detector antibody in the second step; then, SβG is added in the third step. Based on the 4 PL curve fitting extrapolation, the computed LoD was ∼1.56 or 8.47 pg/mL for the two-step or three-step assay configurations, respectively. The percent (%) recovery and error are displayed for both configurations (Table 1). Resulting AEB values and catB concentrations are indicated for both configurations obtained within the working range of 0–1200 pg/mL (Figure 2).
Figure 1.
Schematic illustration of the work flow of CatB Detection using the SiMoA Digital ELISA.
Table 1. Quantitation, Dilution Linearity, and Recovery of CatB in Q-Buffera.
| Two-Step Protocol |
Three-StepProtocol |
|||||||
|---|---|---|---|---|---|---|---|---|
| C Spike (pg/mL) | C Det. (pg/mL) | SD (pg/mL) | Error (%) | Recovery (%) | C Det. (pg/mL) | SD (pg/mL) | Error (%) | Recovery (%) |
| 1200.00 | 1190 | 14.03 | 0.83 | 99.17 | 1167 | 20.92 | 2.75 | 97.25 |
| 600.00 | 614 | 35.16 | 2.33 | 102.33 | 587 | 11.57 | 2.17 | 97.83 |
| 300.00 | 311 | 9.85 | 3.67 | 103.67 | 289 | 8.65 | 3.67 | 96.33 |
| 150.00 | 149 | 12.57 | 0.67 | 99.33 | 144 | 3.24 | 4.00 | 96.00 |
| 75.00 | 80 | 6.01 | 6.67 | 106.67 | 68 | 1.26 | 9.33 | 90.67 |
| 37.50 | 39 | 3.90 | 4.00 | 104.00 | 35 | 0.59 | 6.67 | 93.33 |
| 18.75 | 18 | 1.02 | 4.00 | 96.00 | 17 | 0.36 | 9.33 | 90.67 |
| 9.38 | 10 | 0.72 | 6.67 | 106.67 | 8.9 | 0.36 | 5.07 | 94.93 |
| 4.69 | 5.2 | 0.68 | 10.93 | 110.93 | 0 | 0.00 | 100.00 | 0.00 |
| 2.34 | 2.64 | 0.29 | 12.64 | 112.64 | 0 | 0.00 | 100.00 | 0.00 |
| 1.17 | 1.61 | 0.35 | 37.39 | 137.39 | 0 | 0.00 | 100.00 | 0.00 |
| 0.00 | 0.00 | 0.00 | N/A | N/A | 0 | 0.00 | N/A | N/A |
| Extrapolated LOD | 1.56 | Extrapolated LoD | 8.47 | |||||
CatB (0–1200 pg/mL) was spiked into the Q-buffer. Samples were serially diluted (1/2) in the Q-buffer. The expected (C Spike) and observed (C Det.) concentrations (pg/mL) with standard deviation (SD), percent (%) of error, and recovery are displayed, as well as the extrapolated limit of detection (LoD, pg/mL) as defined by the SiMoA for two-step and three-step assays are shown.
Figure 2.
Comparison of AEB for the two-step and three-step CatB calibration curves. In the two-step assay, the capture antibody-coated beads were first incubated with the sample and the detection antibody and then incubated with SβG to form the immunocomplex. For the three-step assay, the capture antibody-coated beads were first incubated with the sample, then the detection antibody, and finally the SβG to form an immune complex. The concentration of human recombinant catB (0–2400 pg/mL, x-axis) spiked into the Q-buffer compared to the average number of enzymes per bead (AEB, mean ± SD y-axis) resulting from the two-step (blue) or three-step (red) assays are shown. Assays were conducted in duplicates; four-parameter logistic (PL) fit R2 > 0.99.
Cross-reactivity can occur with other proteins and lead to either false-positive or -negative signals. Therefore, selectivity of this assay was determined using related lysosomal cysteine protease proteins, cathepsin S (catS) and cathepsin L (catL), as interference proteins. CatB was added to the Q-buffer at 100 pg/mL. CatS and catL were added at concentrations of 2.5, 5, and 10 ng/mL, which were equivalent to 25-, 75-, and 100-fold excess compared to catB. Corresponding AEB values are shown (Figure 3). Additionally, catB was titrated (0–1200 pg/mL) in the presence of 10 ng/mL of catS or catL, such that the ratio of catS or L, each was 25-400 fold in excess of catB (data not shown). No analytical interference was observed and selectivity for catB was observed.
Figure 3.

CatB Assay Selectivity. CatB was measured in the presence of closely related proteins. CatB (100 pg/mL), catS or catL (2.5, 5 and 10 ng/mL) were spiked into the Q-buffer. The concentration of each protein is displayed in tabular format (x-axis) compared to the AEB value (mean ± SD, y-axis).
2.2. Measurement of CatB in Human Serum and Plasma in Excess of Endogenous Levels
Feasibility of detection of endogenous catB detection in human blood was determined. Serum or plasma was diluted by 1/256 (e.g. ∼1.17 μL in 298.83 μL Q-buffer) in Q-buffer to achieve an ideal background level of 0.01 AEB (Fon = 0.01). Next, the ability to detect known catB concentrations was conducted by adding serially diluted catB (0–1200 pg/mL) to prediluted (with Q-buffer) serum and plasma. Quantitation of catB in serum and plasma is shown (Table 2A,B). The percent of error and recovery values for catB ranges are displayed for serum and plasma and recovery ≥80% for samples spiked with catB for the two-step or the three-step, respectively. The % recovery values are in the analytically acceptable range, 70−130%.34 The computed serum LoD was ∼4.7 pg/mL for the two-step or three-step assay configurations, respectively. For plasma, the LoD was ∼4.7 pg/mL for the two-step and ∼9.4 pg/mL for the three-step configuration.
Table 2. Quantitation and Recovery of CatB in Human Blooda.
| A: Quantitation of CatB in Serum | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Two-Step Protocol |
Three-Step Protocol |
|||||||||
| C Spike (pg/mL) | C Det. (pg/mL) | SD (pg/mL) | C Det. (pg/mL), Adjusted | Error (%) | Recovery (%) | C Det. (pg/mL) | SD (pg/mL) | C Det. (pg/mL), Adjusted | Error (%) | Recovery (%) |
| 1200.00 | 1501 | 15.92 | 1325 | 10.42 | 110.42 | 1240 | 11.75 | 1160 | 3.33 | 90.00 |
| 600.00 | 845 | 18.24 | 669 | 11.50 | 111.50 | 645 | 13.92 | 565 | 5.83 | 94.17 |
| 300.00 | 512 | 11.07 | 336 | 12.00 | 112.00 | 364 | 9.55 | 284 | 5.33 | 94.67 |
| 150.00 | 349 | 15.67 | 173 | 15.33 | 115.33 | 210 | 5.93 | 130 | 13.33 | 86.67 |
| 75.00 | 259 | 39.76 | 83 | 10.67 | 110.67 | 146 | 4.53 | 66 | 12.00 | 88.00 |
| 37.50 | 213 | 10.06 | 37 | 1.33 | 98.67 | 110 | 2.59 | 30 | 20.00 | 80.00 |
| 18.75 | 196 | 17.41 | 20 | 6.67 | 106.67 | 96 | 3.61 | 16 | 14.67 | 85.33 |
| 9.38 | 186 | 17.97 | 10 | 6.67 | 106.67 | 82 | 2.65 | 2 | 78.67 | 21.33 |
| 4.69 | 178 | 10.09 | 2 | 57.33 | 42.67 | 82 | 4.20 | 2 | 57.33 | 42.67 |
| 2.34 | 176 | 6.62 | 0 | 100 | 0 | 80 | 3.22 | 0 | 100 | 0 |
| 1.17 | 176 | 8.88 | 0 | 100 | 0 | 80 | 2.57 | 0 | 100 | 0 |
| 0.00 | 176 | 1.16 | 0 | N/A | N/A | 80 | 2.51 | 0 | N/A | N/A |
| Extrapolated LoD | 4.7 | Extrapolated LoD | 4.7 | |||||||
| B: Quantitation of CatB in Plasma | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Two-StepProtocol |
Three-Step Protocol |
|||||||||
| C Spike (pg/mL) | C Det. (pg/mL) | SD (pg/mL) | C Det. (pg/mL), Adjusted | Error (%) | Recovery (%) | C Det. (pg/mL) | SD (pg/mL) | C Det. (pg/mL), Adjusted | Error (%) | Recovery (%) |
| 1200.00 | 1376 | 60.38 | 1251 | 4.25 | 104.25 | 1214 | 13.20 | 1166 | 2.83 | 97.17 |
| 600.00 | 759 | 22.55 | 634 | 5.67 | 105.67 | 608 | 9.01 | 560 | 6.67 | 93.33 |
| 300.00 | 455 | 31.08 | 330 | 10.00 | 110.00 | 330 | 6.31 | 282 | 6.00 | 94.00 |
| 150.00 | 284 | 9.38 | 159 | 6.00 | 106.00 | 187 | 5.92 | 139 | 7.33 | 92.67 |
| 75.00 | 208 | 12.77 | 83 | 10.67 | 110.67 | 110 | 3.59 | 62 | 17.33 | 82.67 |
| 37.50 | 165 | 11.64 | 40 | 6.67 | 106.67 | 80 | 2.78 | 32 | 14.67 | 85.33 |
| 18.75 | 145 | 5.39 | 20 | 6.67 | 106.67 | 66 | 1.48 | 18 | 4.00 | 96.00 |
| 9.38 | 135 | 6.09 | 10 | 6.67 | 106.67 | 50 | 2.85 | 2 | 78.67 | 21.33 |
| 4.69 | 126 | 4.15 | 1 | 78.67 | 21.33 | 48 | 2.46 | 0 | 100 | 0 |
| 2.34 | 125 | 2.36 | 0 | 100 | 0 | 48 | 1.15 | 0 | 100 | 0 |
| 1.17 | 125 | 6.63 | 0 | 100 | 0 | 48 | 3.14 | 0 | 100 | 0 |
| 0.00 | 125 | 3.48 | 0 | N/A | N/A | 48 | 1.06 | 0 | N/A | N/A |
| Extrapolated LoD | 4.7 | Extrapolated LoD | 9.4 | |||||||
Serum or plasma was prepared in Q-buffer (1/256) and then spiked with recombinant catB at 1200 ng/mL. Samples were then serially diluted (1/2), such that the content of serum or plasma remained constant. For (A) serum and (B) plasma, the expected (C Spike) and observed (C Det.) concentrations (pg/mL) measured before and after subtraction of baseline levels, respectively are shown. The standard deviation (SD), percent (%) of error, and recovery are displayed. The extrapolated limit of detection (LoD, pg/mL) as defined by the SiMoA for two-step and three-step assays is indicated for each assay configuration.
The estimated lower limit of quantification (LLoQ) (signal > zero, recovery ≥80%, error ≤20%) for catB spiked in serum and plasma was 9.4 pg/mL for the two-step assay configuration. For the three-step assay, LLoQ was estimated at 18.8 pg/mL for serum and plasma. A dilution series (D0–D4) within low, medium, and high assay ranges was derived by choosing values of catB between those previously measured for calibration and LoD estimation within the serum or plasma. The recovery of catB at the spiked concentrations is listed (Table 3A). Recovery was ≥80% for serum or plasma samples D2–D4, indicating a high degree of accuracy and fidelity for detection of catB in human serum and plasma.
Table 3. Assay Performance of CatB in Q-Buffer, Serum, or Plasmaa.
| A:Quantitation of CatB at Ultralow and Moderate Concentrations | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Two-Step Protocol |
Three-Step Protocol |
|||||||||
| Sample Type | Dilution | C Spike (pg/mL) | C Det. (pg/mL) Adjusted | SD (pg/mL) | Error (%) | Recovery (%) | C Det. (pg/mL) Adjusted | SD (pg/mL) | Error (%) | Recovery (%) |
| Q-buffer | D 0 | 1.20 | 0.00 | 0.00 | 100.00 | 0.00 | 0.00 | 0.00 | 100.00 | 0.00 |
| D 1 | 4.00 | 4.42 | 3.69 | 10.50 | 110.50 | 0.00 | 0.00 | 100.00 | 0.00 | |
| D 2 | 10.00 | 10.36 | 2.56 | 3.60 | 103.60 | 8.90 | 0.59 | 11.00 | 89.00 | |
| D 3 | 100.00 | 99.00 | 3.69 | 1.00 | 99.00 | 88.00 | 5.56 | 12.00 | 88.00 | |
| D 4 | 500.00 | 497.00 | 15.47 | 0.60 | 99.40 | 469.00 | 7.80 | 6.20 | 93.80 | |
| Serum | D 0 | 2.00 | 0.00 | 0.00 | 100.00 | 0.00 | 0.00 | 0.00 | 100.00 | 0.00 |
| D 1 | 6.00 | 4.00 | 8.37 | 33.33 | 66.67 | 1.00 | 0.74 | 83.33 | 16.67 | |
| D 2 | 20.00 | 22.00 | 2.46 | 10.00 | 110.00 | 16.00 | 0.56 | 20.00 | 80.00 | |
| D 3 | 100.00 | 113.00 | 3.30 | 13.00 | 113.00 | 90.00 | 11.02 | 10.00 | 90.00 | |
| D 4 | 500.00 | 534.00 | 11.19 | 6.80 | 106.80 | 468.00 | 9.43 | 6.40 | 93.60 | |
| Plasma | D 0 | 2.00 | 0.00 | 0.00 | 100.00 | 0.00 | 0.00 | 0.00 | 100.00 | 0.00 |
| D 1 | 6.00 | 1.00 | 0.00 | 83.33 | 16.67 | 2.00 | 0.64 | 66.67 | 33.33 | |
| D 2 | 20.00 | 21.00 | 7.58 | 5.00 | 105.00 | 17.00 | 0.45 | 15.00 | 85.00 | |
| D 3 | 100.00 | 105.00 | 11.83 | 5.00 | 105.00 | 90.00 | 0.55 | 10.00 | 90.00 | |
| D 4 | 500.00 | 515.00 | 16.75 | 3.00 | 103.00 | 462.00 | 22.58 | 7.60 | 92.40 | |
| B: Estimated Discriminant Values of CatB Concentrations in Serum and Plasma | ||||
|---|---|---|---|---|
| Two-Step Protocol |
Three-Step Protocol |
|||
| Serum | Plasma | Serum | Plasma | |
| LOD (pg/mL)b | 4.7 | 4.7 | 4.7 | 9.4 |
| LLOQ (pg/mL)b | 9.4 | 9.4 | 18.8 | 18.8 |
| Estimated Endogenous CatB (pg/mL, C spike = 0) | 176 | 125 | 80 | 48 |
| Estimated Discriminant Value (LLoQ/Endogenous, %) | 5.3% | 7.5% | 23.5% | 39.2% |
(A) Quantitation of CatB at ultralow and moderate concentrations—levels of catB were measured using a dilution series (D0–D4) within Q-Buffer as well as prediluted (1/256) serum and plasma. Expected (C Spike) and observed (C Det.) concentrations (pg/mL), standard deviation (SD), percent (%) error, and recovery are shown for two-step and three-step assay configurations. (B) Estimated Discriminant Values of CatB Concentrations. The estimated LoD, LLoQ, and endogenous levels of catB with the calculated discriminant value for catB (LLoQ/Endogenous, %) displayed for each of the two-step and three-step assay configurations.
Measurements based on ≥80% recovery.
Next, assay performance was further determined by comparing the LLoQ values to endogenous protein levels estimated from the samples measured without addition of recombinant catB (Table 3B). The estimated discriminant values for the two step assay for serum and plasma were 5.3 and 7.5%, respectively; values for the three-step assay were 23.5 and 39.2%, correspondingly. Lastly, data derived from commercially available colorimetric ELISAs are shown for comparison (Table 4). The LoD of the proposed SiMoA assay for catB detection was lower than that of traditional ELISAs.
Table 4. Comparative Summary of CatB Assaysa.
| Manufacturer or Developer | Assay Name | Catalog # | Assay Type and Detection Method | Format | Detection Range (pg/mL) | Approximate LoD (pg/mL) | Recovery in Serum or Plasma |
|---|---|---|---|---|---|---|---|
| R&D Systems | Total Cathepsin B DuoSet ELISA | DY2176 | Solid Phase Sandwich, Colorimetric ELISA | 96-well strip plate | 62.5–4000 | ∼62b | ≤20% |
| Abcam | Cathepsin B ELISA Kit | ab119584 | Solid Phase Sandwich, Colorimetric ELISA | 96-well strip plate | 156–10,000 | ∼156b | ≤20% |
| WRAIR | CatB-2 Step | N/A | Single Molecule, Digital ELISA | Array Disk | 1.56–10,000 | 1.56c | ≥99% (Range 106−115%)c |
| WRAIR | CatB-3 Step | N/A | Single Molecule, Digital ELISA | Array Disk | 8.5–10,000 | 8.47c | ≥80% (Range 80-97%)c |
The SiMoA assay LoD is 100-fold lower in serum or plasma compared to commercially available kits. N/A, Not applicable.
Reported by manufacturer/vendor.
Variance based on data provided herein after subtracting for endogenous levels in biological samples.
3. Conclusions
This work shows development of an ultrasensitive assay for the detection of catB with >80% selectivity and recovery. Although this assay may be used with any biological sample within the buffer systems described, substantially lower LoD/LLoQ, the ability to differentiate small concentration changes, and utilization of very small sample volumes (∼2 μL) compared with commercially available assays for serum or plasma is shown. Due to improved detection ranges and differential quantitation compared to baseline measurements, this customized assay is a promising method for accurate measurement of incremental catB biomarker changes within the broad range of physiological states, diseases, or trauma. CatB detection with this method has utility within a wide range of research applications, and potentially, clinical settings that may require early detection as well as prolonged care monitoring.
4. Experimental Section
4.1. Reagents and Instrumentation
SiMoA homebrew kits included carboxylated paramagnetic beads, 1-ethyl-3-(3-dimethylaminopropyl)carbodiimide hydrochloride (EDC), barcoded labels, sample diluent, detector diluent, biotinylation reaction buffer (BRB), bead wash buffer (BWB), bead conjugation buffer (BCB), and a bead diluent. The streptavidin-β-galactosidase (SβG), resorufin-β-d-galactopyranoside (RGP), system buffer (wash buffer one and wash buffer two), sealing oil, 96-well plates, conductive tips, array discs, and cuvettes and the HD-1 instrument were purchased from Quanterix,Inc. (Billerica, MA). Fetal bovine serum (FBS) was sourced from Gibco (Catalog# 26140079, ThermoFisher Scientific, Cambridge, MA). A nanodrop spectrophotometer (ThermoFisher Scientific Pooled serum and plasma from healthy, nondiseased humans (N = 10) were purchased from BioreclamationIVT (Baltimore, MD). Samples were prepared as individual aliquots and stored at −80 °C, indicative of the one freeze–thaw cycle prior to use.
4.2. Preparation of Capture Antibody-Coated Magnetic Beads
The catB capture antibodies (Catalog# MAB2177, R&D Systems, Minneapolis, MN) were reconstituted according to the instructions provided by the manufacturer. Briefly, capture catB antibodies were subjected to buffer exchange by first adding 0.08 mg of antibody solution that was diluted into BCB (Quanterix, Inc.; final volume of 500 μL) to an Amicon 50K MWCO filter (Catalog# C82301, Millipore Sigma, Burlinton, MA) and then centrifuging at 4 °C at 14,000g for 5 minutes (min). The eluate was discarded before washing the membrane twice with 450 μL with BCB without allowing the membrane to dry. To collect the capture antibody solution, the filter was inverted atop an Eppendorf tube and centrifuged at 4 °C at 1000g for 2 min. The filter was rinsed with 50 μL of BCB before repeating centrifugation. The antibody concentration was measured using a NanoDrop 2000 spectrophotometer (ThermoFisher Scientific), then diluted to 0.2 mg/mL in BCB, and stored on ice until use.
Carboxylated paramagnetic beads (1.4 × 109) were transferred into a 1.5 mL microtube and washed three times with 300 μL of BWB. The beads were then washed two times with 300 μL of BCB and resuspended in 290 μL of BCB. 10 mg of fresh EDC was reconstituted in 1 mL of BCB just before use. To activate the beads, 10 μL of EDC was added to the bead suspension (final concentration 0.3 mg/mL, final volume 300 μL) and mixed on an HulaMixer orbital shaker (ThermoFisher Scientific) for 30 min at 4 °C. The supernatant was aspirated and then washed two times with 300 μL of ice-cold BCB.
The capture antibody solution (300 μL) was then added to the beads, vortexed, and placed on the rotator for 120 min at 4 °C for conjugation. The supernatant was aspirated, and antibody-conjugated beads were then washed two times with 300 μL of BWB. Then, after 300 μL of bead blocking buffer was added to the beads, they were vortexed and placed on the rotator for 45 min at room temperate for blocking. The supernatant was aspirated and then washed with 300 μL, each of BWB, and then bead diluent. The antibody-conjugated beads were resuspended in 300 μL of bead diluent and stored at 4 °C for up to 6 months. A suspension of diluted beads (3.36 × 106 beads/mL) was used to determine the concentration and fraction that is monomeric (e.g., nonaggregated) using the “bead aggregation test” (Quanterix, Inc). The average fraction of monomeric beads was ≥0.85, in excess of ≥0.75 which is the minimum suggested by the manufacturer.
4.3. Preparation of the Detection Antibody
The biotinylated CatB detection antibody (Catalog# BAF953, R&D Systems) was reconstituted according to the instructions provided by the manufacturer. Briefly, the detection CatB antibody was subjected to buffer exchange by adding 0.2 mg of detection antibody solution diluted into BRB (final volume of 500 μL) to an Amicon 50K MWCO filter (Catalog# C82301, Millipore Sigma) and then centrifuged at 4 °C at 14,000g for 5 min. The eluate was discarded before washing the membrane twice with 450 μL with BRB. To collect the detection antibody solution, the filter was inverted upon an Eppendorf tube and centrifuged at 4 °C at 1000g for 2 min. The filter was rinsed with 50 μL of BRB before repeating centrifugation. The concentration was measured using a NanoDrop 2000 spectrophotometer as previously stated and then stored at 4 °C until use.
4.4. SiMoA Assay Implementation and Data Analysis
Antibody-coated capture beads were diluted in a bead diluent to a concentration of 2.0 × 107 beads/mL. Biotinylated detector antibodies were diluted in a detector diluent (final one μg/mL). Streptavidin-β-galactosidase (SβG) concentrate was diluted to 100 pM in a SβG diluent. Recombinant human CatB protein (Catalog# CY953, R&D Systems) was serially diluted (0–2400 pg/mL) in Q-buffer [25% FBS (Gibco/ThermoFisher Scientific), 75% Sample Diluent (Quanterix, Inc.)] and used as a calibrator to generate standard curves. Capture antibody-coated beads, biotinylated detection antibody, and SβG were placed in barcoded plastic bottles (Quanterix, Inc.), and the calibrators were loaded onto a 96-well plate (Quanterix, Inc.). Both two-step and three-step assay configurations were tested based on the manufacturer’s instructions (Quanterix, Inc). In the two-step assay configuration, 25 μL of bead solution (5.0 × 105 beads), 100 μL of the sample, and 20 μL of the detector antibody (final conc. 1.0 μg/mL) were pipetted into a reaction cuvette and incubated for 35.25 min. The beads were then pelleted with a magnet, and the supernatant was removed. Following several washes, 100 μL of SβG (final conc. 100 pM) was added and incubated for 5.25 min. The beads were washed, resuspended in RGP solution, and loaded onto the array disc. In a three-step assay configuration, 25 μL of bead solution (5.0 × 105 beads), and 100 μL of sample were incubated for 30 min.
Next, beads were then pelleted with a magnet and the supernatant was discarded. Following automated washes, 100 μL of detection antibody (final conc. 1.0 μg/mL) was pipetted into a reaction cuvette and incubated for 5.25 min. The beads were then pelleted with a magnet, and the supernatant was removed. Following a series of washes, 100 μL of SβG (final conc. 100 pM) was added and incubated for 5.25 min, washed, resuspended in RGP solution, and loaded onto the array disc. Each disc contains 24 arrays with 216,000 microwells/array; one sample is tested/array. The array disc was then sealed with oil and imaged with a high-resolution charge-coupled device camera. Images of the arrays were analyzed, and the AEB values were calculated by the SiMoA HD-1.35 The calibration curves were fit using a four-parameter logistic regression (4 PL) fit with a 1/y2 weighting factor using a preset program designed by the manufacturer. The calibration curves generated in Q-buffer were used to determine concentrations of the unknown human serum and plasma samples. All measurements were performed in duplicate. The limit of detection (LoD) of the assay was calculated as three standard deviations (SDs) above the background.
Protein recovery was determined by comparing the calculated concentrations of the spiked samples and subtracting the endogenous levels against the known spiked concentration. The percent (%) error or recovery was each determined based on the following equations
CDet is the measured concentration of the spiked sample, C0 is the concentration of the original sample without spiked recombinant protein, and CSpike is the spiked concentration in the sample.
The assay performance was determined based on following equation
Acknowledgments
This research was funded by Combat Casualty Care Research Program.
Author Contributions
The manuscript was written through contributions of both the authors, who have given approval to the final version of the manuscript.
The authors declare no competing financial interest.
Notes
Angela M. Boutté is the founder of Aries Biotechnologies, Consulting (Oakland, CA), which had no role in this work.
Notes
Angela M. Boutté: angela.m.boutte.civ@mail.mil
References
- Turk V.; Stoka V.; Vasiljeva O.; Renko M.; Sun T.; Turk B.; Turk D. Cysteine cathepsins: from structure, function and regulation to new frontiers. Biochim. Biophys. Acta 2012, 1824, 68–88. 10.1016/j.bbapap.2011.10.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cavallo-Medved D.; Moin K.; Sloane B. Cathepsin B: Basis Sequence: Mouse. AFCS Nat Mol Pages. 2011, 2011, A000508. [PMC free article] [PubMed] [Google Scholar]
- Reiser J.; Adair B.; Reinheckel T. Specialized roles for cysteine cathepsins in health and disease. J. Clin. Invest. 2010, 120, 3421–3431. 10.1172/jci42918. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yan S.; Sloane B. F. Molecular regulation of human cathepsin B: implication in pathologies. Biol. Chem. 2003, 384, 845–854. 10.1515/bc.2003.095. [DOI] [PubMed] [Google Scholar]
- Cavallo-Medved D.; Rudy D.; Blum G.; Bogyo M.; Caglic D.; Sloane B. F. Live-cell imaging demonstrates extracellular matrix degradation in association with active cathepsin B in caveolae of endothelial cells during tube formation. Exp. Cell Res. 2009, 315, 1234–1246. 10.1016/j.yexcr.2009.01.021. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Murphy N.; Lynch M. A. Activation of the P2X7 receptor induces migration of glial cells by inducing cathepsin B degradation of tissue inhibitor of metalloproteinase 1. J. Neurochem. 2012, 123, 761–770. 10.1111/jnc.12031. [DOI] [PubMed] [Google Scholar]
- Pedersen B. K. Physical activity and muscle-brain crosstalk. Nat Rev Endocrinol 2019, 15, 383–392. 10.1038/s41574-019-0174-x. [DOI] [PubMed] [Google Scholar]
- Boutté A. M.; Friedman D. B.; Bogyo M.; Min Y.; Yang L.; Lin P. C. Identification of a myeloid-derived suppressor cell cystatin-like protein that inhibits metastasis. FASEB J. 2011, 25, 2626–2637. 10.1096/fj.10-180604. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Breznik B.; Limbaeck Stokin C.; Kos J.; Khurshed M.; Hira V. V. V.; Bošnjak R.; Lah T. T.; Van Noorden C. J. F. Cysteine cathepsins B, X and K expression in peri-arteriolar glioblastoma stem cell niches. J. Mol. Histol. 2018, 49, 481–497. 10.1007/s10735-018-9787-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Vasiljeva O.; Papazoglou A.; Krüger A.; Brodoefel H.; Korovin M.; Deussing J.; Augustin N.; Nielsen B. S.; Almholt K.; Bogyo M.; Peters C.; Reinheckel T. Tumor cell-derived and macrophage-derived cathepsin B promotes progression and lung metastasis of mammary cancer. Cancer Res. 2006, 66, 5242–5250. 10.1158/0008-5472.can-05-4463. [DOI] [PubMed] [Google Scholar]
- Coleman M. D.; Ha S. D.; Haeryfar S. M. M.; Barr S. D.; Kim S. O. Cathepsin B plays a key role in optimal production of the influenza A virus. J. Virol. Antivir. Res. 2018, 7, 1–20. 10.4172/2324-8955.1000178. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Memmert S.; Damanaki A.; Nogueira A. V. B.; Eick S.; Nokhbehsaim M.; Papadopoulou A. K.; Till A.; Rath B.; Jepsen S.; Gotz W.; Piperi C.; Basdra E. K.; Cirelli J. A.; Jager A.; Deschner J. Role of Cathepsin S in Periodontal Inflammation and Infection. Mediat. Inflamm. 2017, 2017, 4786170. 10.1155/2017/4786170. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hook G.; Jacobsen J. S.; Grabstein K.; Kindy M.; Hook V. Cathepsin B is a New Drug Target for Traumatic Brain Injury Therapeutics: Evidence for E64d as a Promising Lead Drug Candidate. Front. Neurol. 2015, 6, 178. 10.3389/fneur.2015.00178. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hook V.; Yoon M.; Mosier C.; Ito G.; Podvin S.; Head B. P.; Rissman R.; O’Donoghue A. J.; Hook G. Cathepsin B in neurodegeneration of Alzheimer’s disease, traumatic brain injury, and related brain disorders. Biochim. Biophys. Acta Protein Proteonomics 2020, 1868, 140428. 10.1016/j.bbapap.2020.140428. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ruan H.; Hao S.; Young P.; Zhang H. Targeting Cathepsin B for Cancer Therapies. Horiz. Cancer Res. 2015, 56, 23–40. [PMC free article] [PubMed] [Google Scholar]
- Vidak E.; Javorsek U.; Vizovisek M.; Turk B. Cysteine Cathepsins and their Extracellular Roles: Shaping the Microenvironment. Cells 2019, 8, 264. 10.3390/cells8030264. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hook G. R.; Yu J.; Sipes N.; Pierschbacher M. D.; Hook V.; Kindy M. S. The cysteine protease cathepsin B is a key drug target and cysteine protease inhibitors are potential therapeutics for traumatic brain injury. J. Neurotrauma 2014, 31, 515–529. 10.1089/neu.2013.2944. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mehra S.; Panwar R.; Thakur B.; Yadav R.; Kumar M.; Singh R.; Dash N. R.; Sahni P.; Chauhan S. S. Expression and Clinical Implications of Cysteine Cathepsins in Gallbladder Carcinoma. Front. Oncol. 2019, 9, 1239. 10.3389/fonc.2019.01239. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nakanishi H. Microglial cathepsin B as a key driver of inflammatory brain diseases and brain aging. Neural Regener. Res. 2020, 15, 25–29. 10.4103/1673-5374.264444. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Boutte A.; Hook V.; Thangavelu B.; Sarkis G.; Abbatiello B.; Hook G.; Jacobsen J. S.; Robertson C. S.; Gilsdorf J.; Yang Z.; Wang K. K. W.; Shear D. A. Penetrating Traumatic Brain Injury Triggers Subacute Dysregulation of Cathepsin B Protein Levels Independently of Cysteine Protease Activity in Brain and Cerebral Spinal Fluid. J. Neurotrauma 2020, 37, 1574. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Talieri M.; Papadopoulou S.; Scorilas A.; Xynopoulos D.; Arnogianaki N.; Plataniotis G.; Yotis J.; Agnanti N. Cathepsin B and cathepsin D expression in the progression of colorectal adenoma to carcinoma. Canc. Lett. 2004, 205, 97–106. 10.1016/j.canlet.2003.09.033. [DOI] [PubMed] [Google Scholar]
- Moon H. Y.; Becke A.; Berron D.; Becker B.; Sah N.; Benoni G.; Janke E.; Lubejko S. T.; Greig N. H.; Mattison J. A.; Duzel E.; van Praag H. Running-Induced Systemic Cathepsin B Secretion Is Associated with Memory Function. Cell Metab. 2016, 24, 332–340. 10.1016/j.cmet.2016.05.025. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sun Y.; Rong X.; Lu W.; Peng Y.; Li J.; Xu S.; Wang L.; Wang X. Translational Study of Alzheimer’s Disease (AD) Biomarkers from Brain Tissues in AβPP/PS1 Mice and Serum of AD Patients. J. Alzheimer’s Dis. 2015, 45, 269–282. 10.3233/jad-142805. [DOI] [PubMed] [Google Scholar]
- Sundelof J.; Sundstrom J.; Hansson O.; Eriksdotter-Jonhagen M.; Giedraitis V.; Larsson A.; Degerman-Gunnarsson M.; Ingelsson M.; Minthon L.; Blennow K.; Kilander L.; Basun H.; Lannfelt L. Higher cathepsin B levels in plasma in Alzheimer’s disease compared to healthy controls. J. Alzheimer’s Dis. 2010, 22, 1223–1230. 10.3233/jad-2010-101023. [DOI] [PubMed] [Google Scholar]
- Rissin D. M.; Fournier D. R.; Piech T.; Kan C. W.; Campbell T. G.; Song L.; Chang L.; Rivnak A. J.; Patel P. P.; Provuncher G. K.; Ferrell E. P.; Howes S. C.; Pink B. A.; Minnehan K. A.; Wilson D. H.; Duffy D. C. Simultaneous detection of single molecules and singulated ensembles of molecules enables immunoassays with broad dynamic range. Anal. Chem. 2011, 83, 2279–2285. 10.1021/ac103161b. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rissin D. M.; Kan C. W.; Campbell T. G.; Howes S. C.; Fournier D. R.; Song L.; Piech T.; Patel P. P.; Chang L.; Rivnak A. J.; Ferrell E. P.; Randall J. D.; Provuncher G. K.; Walt D. R.; Duffy D. C. Single-molecule enzyme-linked immunosorbent assay detects serum proteins at subfemtomolar concentrations. Nat. Biotechnol. 2010, 28, 595–599. 10.1038/nbt.1641. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Boutté A. M.; Thangavelu B.; LaValle C. R.; Nemes J.; Gilsdorf J.; Shear D. A.; Kamimori G. H. Brain-related proteins as serum biomarkers of acute, subconcussive blast overpressure exposure: A cohort study of military personnel. PLoS One 2019, 14, e0221036 10.1371/journal.pone.0221036. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Thangavelu B.; LaValle C. R.; Egnoto M. J.; Nemes J.; Boutte A. M.; Kamimori G. H. Overpressure Exposure From .50-Caliber Rifle Training Is Associated With Increased Amyloid Beta Peptides in Serum. Front. Neurol. 2020, 11, 620. 10.3389/fneur.2020.00620. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pattinson C. L.; Shahim P.; Taylor P.; Dunbar K.; Guedes V. A.; Motamedi V.; Lai C.; Devoto C.; Peyer J.; Roy M. J.; Gill J. M. Elevated Tau in Military Personnel Relates to Chronic Symptoms Following Traumatic Brain Injury. J. Head Trauma Rehabil. 2020, 35, 66–73. 10.1097/htr.0000000000000485. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wei P.; Wu F.; Kang B.; Sun X.; Heskia F.; Pachot A.; Liang J.; Li D. Plasma extracellular vesicles detected by Single Molecule array technology as a liquid biopsy for colorectal cancer. J. Extracell. Vesicles 2020, 9, 1809765. 10.1080/20013078.2020.1809765. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chen Y.; Cai Q.; Liu S. A single molecule assay for ultrasensitive detection of Fn14 in human serum. Anal. Biochem. 2019, 587, 113467. 10.1016/j.ab.2019.113467. [DOI] [PubMed] [Google Scholar]
- Rivnak A. J.; Rissin D. M.; Kan C. W.; Song L.; Fishburn M. W.; Piech T.; Campbell T. G.; DuPont D. R.; Gardel M.; Sullivan S.; Pink B. A.; Cabrera C. G.; Fournier D. R.; Duffy D. C. A fully-automated, six-plex single molecule immunoassay for measuring cytokines in blood. J. Immunol. Methods 2015, 424, 20–27. 10.1016/j.jim.2015.04.017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Song L.; Hanlon D. W.; Chang L.; Provuncher G. K.; Kan C. W.; Campbell T. G.; Fournier D. R.; Ferrell E. P.; Rivnak A. J.; Pink B. A.; Minnehan K. A.; Patel P. P.; Wilson D. H.; Till M. A.; Faubion W. A.; Duffy D. C. Single molecule measurements of tumor necrosis factor α and interleukin-6 in the plasma of patients with Crohn’s disease. J. Immunol. Methods 2011, 372, 177–186. 10.1016/j.jim.2011.07.015. [DOI] [PubMed] [Google Scholar]
- Andreasson U.; Perret-Liaudet A.; van Waalwijk van Doorn L. J.; Blennow K.; Chiasserini D.; Engelborghs S.; Fladby T.; Genc S.; Kruse N.; Kuiperij H. B.; Kulic L.; Lewczuk P.; Mollenhauer B.; Mroczko B.; Parnetti L.; Vanmechelen E.; Verbeek M. M.; Winblad B.; Zetterberg H.; Koel-Simmelink M.; Teunissen C. E. A Practical Guide to Immunoassay Method Validation. Front. Neurol. 2015, 6, 179. 10.3389/fneur.2015.00179. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wilson D. H.; Rissin D. M.; Kan C. W.; Fournier D. R.; Piech T.; Campbell T. G.; Meyer R. E.; Fishburn M. W.; Cabrera C.; Patel P. P.; Frew E.; Chen Y.; Chang L.; Ferrell E. P.; von Einem V.; McGuigan W.; Reinhardt M.; Sayer H.; Vielsack C.; Duffy D. C. The Simoa HD-1 Analyzer. J. Lab. Autom. 2016, 21, 533–547. 10.1177/2211068215589580. [DOI] [PubMed] [Google Scholar]


