Using Social Media to Broaden Understanding of the Barriers and Facilitators to Exercise in Adults With Type 1 Diabetes.

BACKGROUND: Many people with type 1 diabetes (T1D) do not achieve levels of exercise recommended by the American Diabetes Association, often due to unique barriers, including fear of hypoglycemia. This study aimed to broaden the understanding of barriers and facilitators to exercise among adults with T1D by exploring social media-specifically T1D-themed blogs-in addition to more traditional interviews and journals. METHODS: Data sources included exercise-focused T1D blog posts (n = 67) and associated comments (n = 717), as well as interviews of and journals kept by adults with T1D (n = 10). Data were analyzed using a qualitative inductive thematic approach. Shared and unique themes were identified among the three data sources. Content mapping illustrates these relationships and interplay. RESULTS: Three metathemes were identified: (1) exercise with T1D requires significant planning, (2) hypoglycemia often interrupts or causes alteration to exercise, and (3) "ordinary" activities can cause greater insulin sensitivity and hypoglycemia, much like planned exercise, but are often unrecognized as exercise. Unique themes found only in the blogs, only in interviews, or only in journals are also reported. CONCLUSIONS: Social media such as blogs can be a valuable addition to qualitative research, especially when combined with other sources of data. This study suggests a need for providing adults with T1D with more instruction on preventing hypoglycemia during exercise, as well as links to organized or online activities that can provide support and education. Health care providers may wish to consider strategies to help adults with T1D recognize glycemic impact from daily activities not typically recognized as exercise.

Direct detection of bacterial genomic DNA at sub-femtomolar concentrations using single molecule arrays.

We report a method for the sensitive measurement of genomic DNA based on the direct detection of single molecules of DNA in arrays of femtoliter wells. The method begins by generating short fragments of DNA from large, double-stranded molecules of genomic DNA using either restriction enzymes or sonication. Single-stranded fragments are then generated by melting the duplex, and these fragments are hybridized to complementary biotinylated detection probes and capture probes on paramagnetic beads. The resulting DNA complexes are then labeled with an enzyme (streptavidin-ß-galactosidase), and single enzymes associated with these complexes on beads are detected in single molecule arrays (Simoa). DNA concentration is quantified by determining the average number of enzymes per bead via Poisson statistics (digital) or the average bead intensity (analog). The Simoa DNA assay was used to detect genomic DNA purified from S. aureus with an average limit of detection (LOD) of 0.07 fM, or 2100 DNA molecules per 50 µL sample. We used this assay to detect S. aureus spiked into (a) whole blood, with an average LOD of 1100 bacteria per 25 µL sample (0.074 fM), and (b) water from the Charles River, with an LOD of 1300 bacteria per 50 µL sample (0.042 fM). Bacteria were detected in river water without prior purification of DNA. The Simoa DNA assay, which directly detects target DNA molecules without molecular replication, is an attractive alternative to existing sensitive DNA detection technologies that rely on amplification using polymerases, such as the polymerase chain reaction (PCR).

Simple diffusion-constrained immunoassay for p24 protein with the sensitivity of nucleic acid amplification for detecting acute HIV infection.

Nucleic acid amplification techniques have become the mainstay for ultimate sensitivity for detecting low levels of virus, including human immunodeficiency virus (HIV). As a sophisticated technology with relative expensive reagents and instrumentation, adoption of nucleic acid testing (NAT) can be cost inhibited in settings in which access to extreme sensitivity could be clinically advantageous for detection of acute infection. A simple low cost digital immunoassay was developed for the p24 capsid protein of HIV based on trapping enzyme-labeled immunocomplexes in high-density arrays of femtoliter microwells and constraining the diffusion of the enzyme-substrate reaction. The digital immunoassay was evaluated for analytical sensitivity for HIV capsid protein p24, and compared with commercially available NAT methods and immunoassays for p24, including 4th-generation antibody/antigen combo assays, for early detection of HIV in infected individuals. The digital immunoassay was found to exhibit 2000-3000-fold greater analytical sensitivity than conventional immunoassays reactive for p24, and comparable sensitivity to NAT methods. Assaying serial samples from 10 HIV-infected individuals, the digital immunoassay detected acute HIV infection as early as NAT methods, and 7-10 days earlier than conventional immunoassays. Comparison of assay results between the digital immunoassay and a quantitative NAT method from HIV infected serum exhibited a linear correlation R(2)>0.99. The data indicate that by constraining diffusion of the signal generation step of a simple sandwich immunoassay and enabling the digital counting of immunocomplexes, dramatic improvements in sensitivity to virus can be obtained to match the sensitivity of NAT at a fraction of the cost.

Isolation and detection of single molecules on paramagnetic beads using sequential fluid flows in microfabricated polymer array assemblies.

We report a method for isolating individual paramagnetic beads in arrays of femtolitre-sized wells and detecting single enzyme-labeled proteins on these beads using sequential fluid flows in microfabricated polymer array assemblies. Arrays of femtolitre-sized wells were fabricated in cyclic olefin polymer (COP) using injection moulding based on DVD manufacturing. These arrays were bonded to a complementary fluidic structure that was also moulded in COP to create an enclosed device to allow delivery of liquids to the arrays. Enzyme-associated, paramagnetic beads suspended in aqueous solutions of enzyme substrate were delivered fluidically to the array such that one bead per well was loaded by gravity. A fluorocarbon oil was then flowed into the device to remove excess beads from the surface of the array, and to seal and isolate the femtolitre-sized wells containing beads and enzyme substrate. The device was then imaged using standard fluorescence imaging to determine which wells contained single enzyme molecules. The analytical performance of this device as the detector for digital ELISA compared favourably to the standard method, i.e., glass arrays mechanically sealed against a silicone gasket; prostate specific antigen (PSA) could be detected from 0.011 pg mL(-1) up to 100 pg mL(-1). The use of an enclosed fluidic device to isolate beads in single-molecule arrays offers a multitude of advantages for low-cost manufacturing, ease of automation, and instrument development to enable applications in biomarker validation and medical diagnosis.

Hypoxia due to cardiac arrest induces a time-dependent increase in serum amyloid ß levels in humans.

Amyloid ß (Aß) peptides are proteolytic products from amyloid precursor protein (APP) and are thought to play a role in Alzheimer disease (AD) pathogenesis. While much is known about molecular mechanisms underlying cerebral Aß accumulation in familial AD, less is known about the cause(s) of brain amyloidosis in sporadic disease. Animal and postmortem studies suggest that Aß secretion can be up-regulated in response to hypoxia. We employed a new technology (Single Molecule Arrays, SiMoA) capable of ultrasensitive protein measurements and developed a novel assay to look for changes in serum Aß42 concentration in 25 resuscitated patients with severe hypoxia due to cardiac arrest. After a lag period of 10 or more hours, very clear serum Aß42 elevations were observed in all patients. Elevations ranged from approximately 80% to over 70-fold, with most elevations in the range of 3-10-fold (average approximately 7-fold). The magnitude of the increase correlated with clinical outcome. These data provide the first direct evidence in living humans that ischemia acutely increases Aß levels in blood. The results point to the possibility that hypoxia may play a role in the amyloidogenic process of AD.

Single molecule measurements of tumor necrosis factor α and interleukin-6 in the plasma of patients with Crohn's disease.

The quantitative measurement of inflammatory cytokines in blood has been limited by insufficient sensitivity of conventional immunoassays. This limitation has prevented the widespread clinical monitoring of cytokine concentrations in chronic inflammatory diseases. We applied a sensitive, single molecule detection technology to measure TNF-α and IL-6 in the plasma of patients with Crohn's disease (CD), before and after treatment with anti-TNF-α therapy. Plasma from 17 patients with CD was collected prior to initiation of anti-TNF-α therapy, and the Crohn's disease activity index (CDAI) was determined for each patient. A sub-set of these patients returned for follow up 12 weeks after treatment started. Plasma from age- and gender-matched controls was also collected. Digital ELISAs were developed for TNF-α and IL-6, and the plasma concentrations of these cytokines were determined using digital ELISA. The limits of detection of the TNF-α and IL-6 digital ELISAs were 0.008 pg/mL and 0.006 pg/mL, respectively. Both cytokines were detected in all samples using digital ELISA and the concentrations of TNF-α and IL-6 in the plasma of patients with CD were (3.6±0.9) pg/mL and (10.9±11.2) pg/mL, respectively. TNF-α levels in patients and healthy controls were not significantly different, but the IL-6 levels in plasma were significantly elevated in patients compared to controls. After therapy, the mean reduction of the concentrations of free TNF-α and IL-6 were 46% and 58%, respectively. Digital ELISA provided the first quantitative measurements of TNF-α and IL-6 concentrations in the plasma of all patients in a population with CD. The changes in cytokine concentrations after therapy--which could be quantified because of the high sensitivity of digital ELISA--could be used for monitoring therapeutic efficacy.

Simultaneous detection of single molecules and singulated ensembles of molecules enables immunoassays with broad dynamic range.

We report a method for combining the detection of single molecules (digital) and an ensemble of molecules (analog) that is capable of detecting enzyme label from 10(-19) M to 10(-13) M, for use in high sensitivity enzyme-linked immunosorbent assays (ELISA). The approach works by capturing proteins on microscopic beads, labeling the proteins with enzymes using a conventional multistep immunosandwich approach, isolating the beads in an array of 50-femtoliter wells (Single Molecule Array, SiMoA), and detecting bead-associated enzymatic activity using fluorescence imaging. At low concentrations of proteins, when the ratio of enzyme labels to beads is less than ∼1.2, beads carry either zero or low numbers of enzymes, and protein concentration is quantified by counting the presence of "on" or "off" beads (digital regime). (1) At higher protein concentrations, each bead typically carries multiple enzyme labels, and the average number of enzyme labels present on each bead is quantified from a measure of the average fluorescence intensity (analog regime). Both the digital and analog concentration ranges are quantified by a common unit, namely, average number of enzyme labels per bead (AEB). By combining digital and analog detection of singulated beads, a linear dynamic range of over 6 orders of magnitude to enzyme label was achieved. Using this approach, an immunoassay for prostate specific antigen (PSA) was developed. The combined digital and analog PSA assay provided linear response over approximately four logs of concentration ([PSA] from 8 fg/mL to 100 pg/mL or 250 aM to 3.3 pM). This approach extends the dynamic range of ELISA from picomolar levels down to subfemtomolar levels in a single measurement.