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1.
Proc Natl Acad Sci U S A ; 121(26): e2314795121, 2024 Jun 25.
Article in English | MEDLINE | ID: mdl-38905241

ABSTRACT

Oxytocin plays a critical role in regulating social behaviors, yet our understanding of its function in both neurological health and disease remains incomplete. Real-time oxytocin imaging probes with spatiotemporal resolution relevant to its endogenous signaling are required to fully elucidate oxytocin's role in the brain. Herein, we describe a near-infrared oxytocin nanosensor (nIROXT), a synthetic probe capable of imaging oxytocin in the brain without interference from its structural analogue, vasopressin. nIROXT leverages the inherent tissue-transparent fluorescence of single-walled carbon nanotubes (SWCNT) and the molecular recognition capacity of an oxytocin receptor peptide fragment to selectively and reversibly image oxytocin. We employ these nanosensors to monitor electrically stimulated oxytocin release in brain tissue, revealing oxytocin release sites with a median size of 3 µm in the paraventricular nucleus of C57BL/6 mice, which putatively represents the spatial diffusion of oxytocin from its point of release. These data demonstrate that covalent SWCNT constructs, such as nIROXT, are powerful optical tools that can be leveraged to measure neuropeptide release in brain tissue.


Subject(s)
Brain , Mice, Inbred C57BL , Nanotubes, Carbon , Optical Imaging , Oxytocin , Vasopressins , Animals , Oxytocin/metabolism , Mice , Optical Imaging/methods , Vasopressins/metabolism , Nanotubes, Carbon/chemistry , Brain/metabolism , Brain/diagnostic imaging , Male , Receptors, Oxytocin/metabolism , Spectroscopy, Near-Infrared/methods
2.
J Chem Inf Model ; 64(10): 3992-4001, 2024 May 27.
Article in English | MEDLINE | ID: mdl-38739914

ABSTRACT

Owing to the value of DNA-wrapped single-walled carbon nanotube (SWNT)-based sensors for chemically specific imaging in biology, we explore machine learning (ML) predictions DNA-SWNT serotonin sensor responsivity as a function of DNA sequence based on the whole SWNT fluorescence spectra. Our analysis reveals the crucial role of DNA sequence in the binding modes of DNA-SWNTs to serotonin, with a smaller influence of SWNT chirality. Regression ML models trained on existing data sets predict the change in the fluorescence emission in response to serotonin, ΔF/F, at over a hundred wavelengths for new DNA-SWNT conjugates, successfully identifying some high- and low-response DNA sequences. Despite successful predictions, we also show that the finite size of the training data set leads to limitations on prediction accuracy. Nevertheless, incorporating entire spectra into ML models enhances prediction robustness and facilitates the discovery of novel DNA-SWNT sensors. Our approaches show promise for identifying new chemical systems with specific sensing response characteristics, marking a valuable advancement in DNA-based system discovery.


Subject(s)
DNA , Machine Learning , Nanotubes, Carbon , Serotonin , Nanotubes, Carbon/chemistry , DNA/chemistry , Spectrometry, Fluorescence , Biosensing Techniques/methods , Base Sequence
3.
bioRxiv ; 2024 May 10.
Article in English | MEDLINE | ID: mdl-38766215

ABSTRACT

Oxytocin is a neuropeptide thought to play a central role in regulating social and emotional behavior. Current techniques for neuropeptide imaging are generally limited in spatial and temporal resolution, real-time imaging capacity, selectivity for oxytocin over vasopressin, and application in young and non-model organisms. To avoid the use of endogenous oxytocin receptors for oxytocin probe development, we employed a protocol to evolve purely synthetic molecular recognition on the surface of near-infrared fluorescent single-walled carbon nanotubes (SWCNT) using single-stranded DNA (ssDNA). This probe reversibly undergoes up to a 172% fluorescence increase in response to oxytocin with a K d of 4.93 µM. Furthermore, this probe responds selectively to oxytocin over oxytocin analogs, receptor agonists and antagonists, and most other neurochemicals. Lastly, we show our probe can image synaptic evoked oxytocin release in live mouse brain slices. Optical probes with the specificity and resolution requisite to image endogenous oxytocin signaling can advance the study of oxytocin neurotransmission for its role in both health and disease.

4.
Cells ; 11(9)2022 05 05.
Article in English | MEDLINE | ID: mdl-35563850

ABSTRACT

Parkinson's disease (PD) is a neurodegenerative disease characterized by motor symptoms and dopaminergic cell loss. A pre-symptomatic phase characterized by non-motor symptoms precedes the onset of motor alterations. Two recent PET studies in human carriers of mutations associated with familial PD demonstrate an early serotonergic commitment-alteration in SERT binding-before any dopaminergic or motor dysfunction, that is, at putative PD pre-symptomatic stages. These findings support the hypothesis that early alterations in the serotonergic system could contribute to the progression of PD, an idea difficult to be tested in humans. Here, we study some components of the serotonergic system during the pre-symptomatic phase in a well-characterized Drosophila PD model, Pink1B9 mutant flies. We detected lower brain serotonin content in Pink1B9 flies, accompanied by reduced activity of SERT before the onset of motor dysfunctions. We also explored the consequences of a brief early manipulation of the serotonergic system in the development of motor symptoms later in aged animals. Feeding young Pink1B9 flies with fluoxetine, a SERT blocker, prevents the loss of dopaminergic neurons and ameliorates motor impairment observed in aged mutant flies. Surprisingly, the same pharmacological manipulation in young control flies results in aged animals exhibiting a PD-like phenotype. Our findings support that an early dysfunction in the serotonergic system precedes and contributes to the onset of the Parkinsonian phenotype in Drosophila.


Subject(s)
Drosophila Proteins , Neurodegenerative Diseases , Parkinson Disease , Animals , Drosophila/metabolism , Drosophila Proteins/genetics , Drosophila melanogaster/metabolism , Parkinson Disease/genetics , Phenotype , Protein Kinases/genetics , Protein Serine-Threonine Kinases , Serotonin Plasma Membrane Transport Proteins/genetics , Serotonin Plasma Membrane Transport Proteins/metabolism , Synaptic Transmission
5.
ACS Nano ; 16(1): 736-745, 2022 Jan 25.
Article in English | MEDLINE | ID: mdl-34928575

ABSTRACT

DNA-wrapped single walled carbon nanotube (SWNT) conjugates have distinct optical properties leading to their use in biosensing and imaging applications. A critical limitation in the development of DNA-SWNT sensors is the current inability to predict unique DNA sequences that confer a strong analyte-specific optical response to these sensors. Here, near-infrared (nIR) fluorescence response data sets for ∼100 DNA-SWNT conjugates, narrowed down by a selective evolution protocol starting from a pool of ∼1010 unique DNA-SWNT candidates, are used to train machine learning (ML) models to predict DNA sequences with strong optical response to neurotransmitter serotonin. First, classifier models based on convolutional neural networks (CNN) are trained on sequence features to classify DNA ligands as either high response or low response to serotonin. Second, support vector machine (SVM) regression models are trained to predict relative optical response values for DNA sequences. Finally, we demonstrate with validation experiments that integrating the predictions of ensembles of the highest quality neural network classifiers (convolutional or artificial) and SVM regression models leads to the best predictions of both high and low response sequences. With our ML approaches, we discovered five DNA-SWNT sensors with higher fluorescence intensity response to serotonin than obtained previously. Overall, the explored ML approaches, shown to predict useful DNA sequences, can be used for discovery of DNA-based sensors and nanobiotechnologies.


Subject(s)
Nanotubes, Carbon , Nanotubes, Carbon/chemistry , Serotonin , Spectrometry, Fluorescence , DNA , Machine Learning
6.
ACS Nano ; 15(6): 10309-10317, 2021 06 22.
Article in English | MEDLINE | ID: mdl-34105936

ABSTRACT

The global SARS-CoV-2 coronavirus pandemic has led to a surging demand for rapid and efficient viral infection diagnostic tests, generating a supply shortage in diagnostic test consumables including nucleic acid extraction kits. Here, we develop a modular method for high-yield extraction of viral single-stranded nucleic acids by using "capture" ssDNA sequences attached to carbon nanotubes. Target SARS-CoV-2 viral RNA can be captured by ssDNA-nanotube constructs via hybridization and separated from the liquid phase in a single-tube system with minimal chemical reagents, for downstream quantitative reverse transcription polymerase chain reaction (RT-qPCR) detection. This nanotube-based extraction method enables 100% extraction yield of target SARS-CoV-2 RNA from phosphate-buffered saline in comparison to ∼20% extraction yield when using a commercial silica-column kit. Notably, carbon nanotubes enable extraction of nucleic acids directly from 50% human saliva with a similar efficiency as achieved with commercial DNA/RNA extraction kits, thereby bypassing the need for further biofluid purification and avoiding the use of commercial extraction kits. Carbon nanotube-based extraction of viral nucleic acids facilitates high-yield and high-sensitivity identification of viral nucleic acids such as the SARS-CoV-2 viral genome with a reduced reliance on reagents affected by supply chain obstacles.


Subject(s)
COVID-19 , Nanotubes, Carbon , Nucleic Acids , Humans , RNA, Viral/genetics , Real-Time Polymerase Chain Reaction , Reverse Transcriptase Polymerase Chain Reaction , Reverse Transcription , SARS-CoV-2 , Sensitivity and Specificity
7.
Nano Lett ; 21(5): 2272-2280, 2021 03 10.
Article in English | MEDLINE | ID: mdl-33635655

ABSTRACT

To effectively track and eliminate COVID-19, it is critical to develop tools for rapid and accessible diagnosis of actively infected individuals. Here, we introduce a single-walled carbon nanotube (SWCNT)-based optical sensing approach toward this end. We construct a nanosensor based on SWCNTs noncovalently functionalized with ACE2, a host protein with high binding affinity for the SARS-CoV-2 spike protein. The presence of the SARS-CoV-2 spike protein elicits a robust, 2-fold nanosensor fluorescence increase within 90 min of spike protein exposure. We characterize the nanosensor stability and sensing mechanism and passivate the nanosensor to preserve sensing response in saliva and viral transport medium. We further demonstrate that these ACE2-SWCNT nanosensors retain sensing capacity in a surface-immobilized format, exhibiting a 73% fluorescence turn-on response within 5 s of exposure to 35 mg/L SARS-CoV-2 virus-like particles. Our data demonstrate that ACE2-SWCNT nanosensors can be developed into an optical tool for rapid SARS-CoV-2 detection.


Subject(s)
Biosensing Techniques/methods , COVID-19 Testing/methods , COVID-19/diagnosis , COVID-19/virology , Nanotubes, Carbon , SARS-CoV-2/chemistry , Spike Glycoprotein, Coronavirus/analysis , Angiotensin-Converting Enzyme 2/metabolism , Antigens, Viral/analysis , Humans , Immobilized Proteins/metabolism , Nanotechnology , Pandemics , Protein Binding , SARS-CoV-2/immunology , Spectrometry, Fluorescence , Spike Glycoprotein, Coronavirus/immunology , Spike Glycoprotein, Coronavirus/metabolism
8.
medRxiv ; 2020 Nov 04.
Article in English | MEDLINE | ID: mdl-33173881

ABSTRACT

To effectively track and eliminate COVID-19, it is critical to develop tools for rapid and accessible diagnosis of actively infected individuals. Here, we introduce a single-walled carbon nanotube (SWCNT)-based optical sensing approach towards these ends. We construct a nanosensor based on SWCNTs noncovalently functionalized with ACE2, a host protein with high binding affinity for the SARS-CoV-2 spike protein. Presence of the SARS-CoV-2 spike protein elicits a robust, two-fold nanosensor fluorescence increase within 90 min of spike protein exposure. We characterize the nanosensor stability and sensing mechanism, and passivate the nanosensor to preserve sensing response in saliva and viral transport medium. We further demonstrate that these ACE2-SWCNT nanosensors retain sensing capacity in a surface-immobilized format, exhibiting a 73% fluorescence turn-on response within 5 s of exposure to 35 mg/L SARS-CoV-2 virus-like particles. Our data demonstrate that ACE2-SWCNT nanosensors can be developed into an optical tool for rapid SARS-CoV-2 detection.

9.
Sci Adv ; 5(12): eaay3771, 2019 12.
Article in English | MEDLINE | ID: mdl-31897432

ABSTRACT

Imaging neuromodulation with synthetic probes is an emerging technology for studying neurotransmission. However, most synthetic probes are developed through conjugation of fluorescent signal transducers to preexisting recognition moieties such as antibodies or receptors. We introduce a generic platform to evolve synthetic molecular recognition on the surface of near-infrared fluorescent single-wall carbon nanotube (SWCNT) signal transducers. We demonstrate evolution of molecular recognition toward neuromodulator serotonin generated from large libraries of ~6.9 × 1010 unique ssDNA sequences conjugated to SWCNTs. This probe is reversible and produces a ~200% fluorescence enhancement upon exposure to serotonin with a K d = 6.3 µM, and shows selective responsivity over serotonin analogs, metabolites, and receptor-targeting drugs. Furthermore, this probe remains responsive and reversible upon repeat exposure to exogenous serotonin in the extracellular space of acute brain slices. Our results suggest that evolution of nanosensors could be generically implemented to develop other neuromodulator probes with synthetic molecular recognition.


Subject(s)
Infrared Rays , Neurotransmitter Agents/chemistry , Serotonin/chemistry , Serotonin/metabolism , Synaptic Transmission/physiology , Animals , Base Sequence , Brain/cytology , DNA, Single-Stranded/chemistry , Extracellular Space/diagnostic imaging , Ligands , Magnetic Resonance Spectroscopy , Mice , Mice, Inbred C57BL , Microscopy, Fluorescence , Nanotubes, Carbon/chemistry , Optical Imaging , Polynucleotides/chemistry , Transducers
10.
Blood ; 107(2): 492-500, 2006 Jan 15.
Article in English | MEDLINE | ID: mdl-16195330

ABSTRACT

Although the expression of Pitx2, a bicoid family homeodomain transcription factor, is highly regulated during hematopoiesis, its function during this process was not documented; we thus studied hematopoiesis in Pitx2-null mice. We found that Pitx2(-/-) embryos display hypoplastic livers with reduced numbers of hematopoietic cells, but these cells had normal hematopoietic potential, as evidenced by colony-forming assays, immature progenitor cell assays, and long-term repopulation assays. Because the microenvironment is also crucial to the development of normal hematopoiesis, we established Pitx2(-/-) and Pitx2(+/+) stromas from fetal liver and studied their hematopoietic supportive capacity. We showed that the frequency of cobblestone area-forming cells was 4-fold decreased when using Pitx2(-/-) stromal cells compared with Pitx2(+/+) stromal cells, whatever the Pitx2 genotype of hematopoietic cells tested in this assay. This defect was rescued by expression of Pitx2 into Pitx2(-/-) fetal liver stromal cells, demonstrating a major and direct role of Pitx2 in the hematopoietic supportive capacity of fetal liver stroma. Finally, we showed a reduced capacity of MS5 stromal cells expressing Pitx2 RNAi to support human hematopoiesis. Altogether these data showed that Pitx2 has major functions in the hematopoietic supportive capacity of fetal liver and adult bone marrow stromal cells.


Subject(s)
Gene Expression Regulation, Developmental , Hematopoiesis/physiology , Homeodomain Proteins/physiology , Liver/cytology , Nuclear Proteins/physiology , Stromal Cells/metabolism , Animals , Cells, Cultured , Colony-Forming Units Assay , Fetus , Homeodomain Proteins/genetics , Homozygote , Lentivirus/genetics , Liver/metabolism , Mice , Mice, Inbred C57BL , Mice, Knockout , Nuclear Proteins/genetics , RNA, Small Interfering/pharmacology , Stem Cells/cytology , Stem Cells/metabolism , Stromal Cells/cytology , Transcription Factors , Transfection , Homeobox Protein PITX2
11.
Oncogene ; 24(20): 3274-84, 2005 May 05.
Article in English | MEDLINE | ID: mdl-15735708

ABSTRACT

During a search to identify resveratrol (3,5,4'-trihydroxy-trans-stilbene, RV) target genes in the human erythroleukemic K562 cell line, we show here that the tensin gene and protein levels are remarkably induced by this dietary polyphenol. Tensin, a cell-matrix adhesion protein binding the integrins and cytoskeletal actin filaments also interacts with PI3-kinase and JNK signaling pathways. Tensin induction by RV is associated with increased K562 cell adhesion to fibronectin, cell spreading and actin polymerization. The same responses were observed in the tensin-deficient MCF7 human breast cancer cell line. In K562 and MCF7 cells treated by RV, tensin was found in punctate and intracytoplasmic areas. In MCF7 epithelial cells, induction of tensin is not exclusively associated with plasma membrane-bound vinculin, suggesting a dual localization of tensin in both focal and fibrillar adhesions. Pharmacological blockade of PI3-kinase and Rho GTPases/Rho-kinase resulted in selective depletion of focal adhesions, disorganization of tensin localization and disruption of stress fibers. RV increased cell motility and attachment to fibronectin in MCF7 cells submitted to mechanical laminar flow stress, and abrogated estrogen-induced MCF7 cancer cell invasion. Our data support the conclusion that induction of tensin by RV contributes to the chemopreventive and anti-invasive activity of this natural dietary compound in tensin-negative and -deficient leukemic cells or epithelioid cancers.


Subject(s)
Anticarcinogenic Agents/pharmacology , Antineoplastic Agents, Phytogenic/pharmacology , Enzyme Inhibitors/pharmacology , Gene Expression Regulation, Neoplastic , Microfilament Proteins/biosynthesis , Neoplasms/prevention & control , Stilbenes/pharmacology , Actins/metabolism , Cell Adhesion , Cell Adhesion Molecules/metabolism , Cell Line, Tumor , Cell Movement , Cycloheximide/pharmacology , Cytoplasm/metabolism , Cytoskeleton/metabolism , DNA, Complementary/metabolism , Dose-Response Relationship, Drug , Flow Cytometry , Humans , Immunoblotting , K562 Cells , Neoplasm Invasiveness , Phosphatidylinositol 3-Kinases/metabolism , Protein Synthesis Inhibitors/pharmacology , RNA, Messenger/metabolism , Resveratrol , Reverse Transcriptase Polymerase Chain Reaction , Signal Transduction , Tensins , Time Factors
12.
Atherosclerosis ; 166(1): 151-61, 2003 Jan.
Article in English | MEDLINE | ID: mdl-12482562

ABSTRACT

This study evaluated the postprandial (PP) response to an oral fat load in 28 male patients with type 2 diabetes (mean HbA1c of 5.1%), all receiving metformin and performing physical exercise, compared with healthy subjects. The effects of micronized fenofibrate (200 mg once daily) on triglycerides (TG) and retinyl palmitate (RP) responses, lipoprotein mass concentrations, post-heparin lipase activities and coagulation factors were investigated after a 16-week double-blind, placebo-controlled period. Higher and delayed TG response after the oral fat load (P<0.001) corresponding to increases in both intestinally and endogenous TG-rich lipoproteins and lower lipoprotein lipase (LPL) activity 30 and 60 min post-heparin injection (P<0.05) were observed in the patients as compared with controls. Fasting PAI-1 activity, 6 h PP Factor VII and PAI-1 activities were higher in patients (P=0.036, P=0.032 and P=0.017, respectively). After fenofibrate treatment, TG and RP responses and peak LPL activity were no more significantly different from controls at baseline. Compared with placebo, fasting TG-rich lipoproteins and HDL(3) mass concentrations were significantly lower and higher, respectively; PP chylomicrons and very low density lipoprotein (VLDL) mass concentrations were lower; fasting and PP fibrinogen levels were significantly reduced after fenofibrate treatment. Diabetes control was unchanged throughout the study. Fenofibrate normalized the abnormal PP response and improved the fasting lipoprotein abnormalities in patients with type 2 diabetes and optimal glucose control.


Subject(s)
Biguanides/therapeutic use , Diabetes Mellitus, Type 2/drug therapy , Fenofibrate/therapeutic use , Hyperlipidemias/drug therapy , Hypolipidemic Agents/therapeutic use , Sulfonylurea Compounds/therapeutic use , Triglycerides/blood , Adult , Apolipoproteins B/blood , Cholesterol, VLDL/blood , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/complications , Dietary Fats , Double-Blind Method , Glycated Hemoglobin , Humans , Hyperlipidemias/blood , Hyperlipidemias/complications , Male , Middle Aged , Postprandial Period , Treatment Outcome
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