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Penkov B, Niedzwiecki D, Lari N, Drndić M, Shepard K. Time-domain event detection using single-instruction, multiple-thread gpGPU architectures in single-molecule biophysical data. COMPUTER PHYSICS COMMUNICATIONS 2024; 300:109191. [PMID: 38737416 PMCID: PMC11086699 DOI: 10.1016/j.cpc.2024.109191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2024]
Abstract
Discrete amplitude levels in ordered, time-domain data often represent different underlying latent states of the system that is being interrogated. Analysis and feature extraction from these data sets generally require considering the order of each individual point; this approach cannot take advantage of contemporary general-purpose graphics processing units (gpGPU) and single-instruction multiple-data (SIMD) instruction set architectures. Two sources of such data from single-molecule biological measurements are nanopores and single-molecule field effect transistor (smFET) nanotube devices; both generate streams of time-ordered current or voltage data, typically sampled near 1 MS/s, with run times of minutes, yielding terabyte-scale datasets. Here, we present three gpGPU-based algorithms to overcome limitations associated with serial event detection in time series data, resulting in a 250× improvement in the rate with which we can detect salient features in nanopore and smFET datasets. The code is freely available.
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Affiliation(s)
- Boyan Penkov
- Department of Electrical Engineering, Columbia University, New York, NY, 10027
| | - David Niedzwiecki
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA 19104 USA
| | - Nicolae Lari
- Department of Electrical Engineering, Columbia University, New York, NY, 10027
| | - Marija Drndić
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA 19104 USA
| | - Kenneth Shepard
- Department of Electrical Engineering, Columbia University, New York, NY, 10027
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Lee Y, Buchheim J, Hellenkamp B, Lynall D, Yang K, Young EF, Penkov B, Sia S, Stojanovic MN, Shepard KL. Carbon-nanotube field-effect transistors for resolving single-molecule aptamer-ligand binding kinetics. NATURE NANOTECHNOLOGY 2024; 19:660-667. [PMID: 38233588 PMCID: PMC11229667 DOI: 10.1038/s41565-023-01591-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 12/11/2023] [Indexed: 01/19/2024]
Abstract
Small molecules such as neurotransmitters are critical for biochemical functions in living systems. While conventional ultraviolet-visible spectroscopy and mass spectrometry lack portability and are unsuitable for time-resolved measurements in situ, techniques such as amperometry and traditional field-effect detection require a large ensemble of molecules to reach detectable signal levels. Here we demonstrate the potential of carbon-nanotube-based single-molecule field-effect transistors (smFETs), which can detect the charge on a single molecule, as a new platform for recognizing and assaying small molecules. smFETs are formed by the covalent attachment of a probe molecule, in our case a DNA aptamer, to a carbon nanotube. Conformation changes on binding are manifest as discrete changes in the nanotube electrical conductance. By monitoring the kinetics of conformational changes in a binding aptamer, we show that smFETs can detect and quantify serotonin at the single-molecule level, providing unique insights into the dynamics of the aptamer-ligand system. In particular, we show the involvement of G-quadruplex formation and the disruption of the native hairpin structure in the conformational changes of the serotonin-aptamer complex. The smFET is a label-free approach to analysing molecular interactions at the single-molecule level with high temporal resolution, providing additional insights into complex biological processes.
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Affiliation(s)
- Yoonhee Lee
- Department of Electrical Engineering, Columbia University, New York, NY, USA
- Division of Electronics & Information System, ICT Research Institute, Daegu Gyeongbuk Institute of Science and Technology (DGIST), Daegu, Republic of Korea
| | - Jakob Buchheim
- Department of Electrical Engineering, Columbia University, New York, NY, USA
- Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR), Institute of Quantum Technologies, Ulm, Germany
| | - Björn Hellenkamp
- Department of Electrical Engineering, Columbia University, New York, NY, USA
| | - David Lynall
- Department of Electrical Engineering, Columbia University, New York, NY, USA
| | - Kyungae Yang
- Department of Medicine, Columbia University, New York, NY, USA
| | - Erik F Young
- Quicksilver Biosciences, Inc., New York, NY, USA
| | - Boyan Penkov
- Department of Electrical Engineering, Columbia University, New York, NY, USA
| | - Samuel Sia
- Department of Biomedical Engineering, Columbia University, New York, NY, USA
| | | | - Kenneth L Shepard
- Department of Electrical Engineering, Columbia University, New York, NY, USA.
- Department of Biomedical Engineering, Columbia University, New York, NY, USA.
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The Emergence of Insect Odorant Receptor-Based Biosensors. BIOSENSORS-BASEL 2020; 10:bios10030026. [PMID: 32192133 PMCID: PMC7146604 DOI: 10.3390/bios10030026] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/27/2019] [Revised: 03/11/2020] [Accepted: 03/12/2020] [Indexed: 12/28/2022]
Abstract
The olfactory receptor neurons of insects and vertebrates are gated by odorant receptor (OR) proteins of which several members have been shown to exhibit remarkable sensitivity and selectivity towards volatile organic compounds of significant importance in the fields of medicine, agriculture and public health. Insect ORs offer intrinsic amplification where a single binding event is transduced into a measurable ionic current. Consequently, insect ORs have great potential as biorecognition elements in many sensor configurations. However, integrating these sensing components onto electronic transducers for the development of biosensors has been marginal due to several drawbacks, including their lipophilic nature, signal transduction mechanism and the limited number of known cognate receptor-ligand pairs. We review the current state of research in this emerging field and highlight the use of a group of indole-sensitive ORs (indolORs) from unexpected sources for the development of biosensors.
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Dudina A, Seichepine F, Chen Y, Stettler A, Hierlemann A, Frey U. Monolithic CMOS sensor platform featuring an array of 9'216 carbon-nanotube-sensor elements and low-noise, wide-bandwidth and wide-dynamic-range readout circuitry. SENSORS AND ACTUATORS. B, CHEMICAL 2019; 279:255-266. [PMID: 30344373 PMCID: PMC6193531 DOI: 10.1016/j.snb.2018.10.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
We present the design and characterization of a monolithic complementary metal-oxide-semiconductor (CMOS) biosensor platform comprising of a switch-matrix-based array of 9'216 carbon nanotube field-effect transistors (CNTFETs) and associated readout circuitry. The switch-matrix allows for flexible selection and simultaneous routing of 96 sensor elements to the corresponding readout channels. A low-noise, wide-bandwidth, wide-dynamic-range transimpedance continuous-time amplifier architecture has been implemented to facilitate resistance measurements in the range between 50 kΩ and 1 GΩ at a bandwidth of up to 1 MHz. The achieved accuracy of the resistance measurements over the whole range is 4%. The system has been successfully fabricated and tested and shows a noise performance equal to 2.14 pArms at a bandwidth of 1 kHz and 0.84 nArms at a bandwidth of 1 MHz. A batch integration of the CNTFETs has been achieved by using a dielectrophoresis (DEP)-based manipulation technique. The current-voltage curves of CNTFETs have been acquired, and the sensing capabilities of the system have been demonstrated by recording resistance changes of CNTFETs upon exposure to solutions with different pH values and different concentrations of NaCl. The smallest resolvable concentrations for the respective analytes were estimated to amount to 0.025 pH-units and 4 mM NaCl.
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Affiliation(s)
- Alexandra Dudina
- ETH Zurich, Bio Engineering Laboratory, Department of Biosystems Science and Engineering, Basel, Switzerland
- RIKEN QBiC, Kobe, Japan
| | | | - Yihui Chen
- ETH Zurich, Bio Engineering Laboratory, Department of Biosystems Science and Engineering, Basel, Switzerland
- Analog Devices Shanghai Co. Ltd., Shanghai, China
| | - Alexander Stettler
- ETH Zurich, Bio Engineering Laboratory, Department of Biosystems Science and Engineering, Basel, Switzerland
| | - Andreas Hierlemann
- ETH Zurich, Bio Engineering Laboratory, Department of Biosystems Science and Engineering, Basel, Switzerland
| | - Urs Frey
- ETH Zurich, Bio Engineering Laboratory, Department of Biosystems Science and Engineering, Basel, Switzerland
- RIKEN QBiC, Kobe, Japan
- MaxWell Biosystems AG, Basel, Switzerland
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Lee Y, Trocchia SM, Warren SB, Young EF, Vernick S, Shepard KL. Electrically Controllable Single-Point Covalent Functionalization of Spin-Cast Carbon-Nanotube Field-Effect Transistor Arrays. ACS NANO 2018; 12:9922-9930. [PMID: 30260623 PMCID: PMC6887518 DOI: 10.1021/acsnano.8b03073] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Single-point-functionalized carbon-nanotube field-effect transistors (CNTFETs) have been used to sense conformational changes and binding events in protein and nucleic acid structures from intrinsic molecular charge. The key to utilizing these devices as single-molecule sensors is the ability to attach a single probe molecule to an individual device. In contrast, with noncovalent attachment approaches such as those based on van der Waals interactions, covalent attachment approaches generally deliver higher stability but have traditionally been more difficult to control, resulting in low yield. Here, we present a single-point-functionalization method for CNTFET arrays based on electrochemical control of a diazonium reaction to create sp3 defects, combined with a scalable spin-casting method for fabricating large arrays of devices on arbitrary substrates. Attachment of probe DNA to the functionalized device enables single-molecule detection of DNA hybridization with complementary target, verifying the single-point functionalization. Overall, this method enables single-point defect generation with 80% yield.
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Affiliation(s)
- Yoonhee Lee
- Department of Electrical Engineering, Columbia University, New York, NY 10027, USA
| | - Scott M. Trocchia
- Department of Electrical Engineering, Columbia University, New York, NY 10027, USA
| | | | - Erik F. Young
- Department of Electrical Engineering, Columbia University, New York, NY 10027, USA
| | - Sefi Vernick
- Agricultural Research Organization, Volcani Center, Institute of Agricultural Engineering, Bet Dagan, Israel
| | - Kenneth L. Shepard
- Department of Electrical Engineering, Columbia University, New York, NY 10027, USA
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Seichepine F, Rothe J, Dudina A, Hierlemann A, Frey U. Dielectrophoresis-Assisted Integration of 1024 Carbon Nanotube Sensors into a CMOS Microsystem. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2017; 29:10.1002/adma.201606852. [PMID: 28295737 PMCID: PMC5424878 DOI: 10.1002/adma.201606852] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2016] [Revised: 02/03/2017] [Indexed: 05/06/2023]
Abstract
Carbon-nanotube (CNT)-based sensors offer the potential to detect single-molecule events and picomolar analyte concentrations. An important step toward applications of such nanosensors is their integration in large arrays. The availability of large arrays would enable multiplexed and parallel sensing, and the simultaneously obtained sensor signals would facilitate statistical analysis. A reliable method to fabricate an array of 1024 CNT-based sensors on a fully processed complementary-metal-oxide-semiconductor microsystem is presented. A high-yield process for the deposition of CNTs from a suspension by means of liquid-coupled floating-electrode dielectrophoresis (DEP), which yielded 80% of the sensor devices featuring between one and five CNTs, is developed. The mechanism of floating-electrode DEP on full arrays and individual devices to understand its self-limiting behavior is studied. The resistance distributions across the array of CNT devices with respect to different DEP parameters are characterized. The CNT devices are then operated as liquid-gated CNT field-effect-transistors (LG-CNTFET) in liquid environment. Current dependency to the gate voltage of up to two orders of magnitude is recorded. Finally, the sensors are validated by studying the pH dependency of the LG-CNTFET conductance and it is demonstrated that 73% of the CNT sensors of a given microsystem show a resistance decrease upon increasing the pH value.
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Affiliation(s)
| | - Jörg Rothe
- ETH Zurich, Department of Biosystems Science and Engineering, 4058 Basel, Switzerland
| | - Alexandra Dudina
- RIKEN QBiC, 650-0047 Kobe, Japan; ETH Zurich, Department of Biosystems Science and Engineering, 4058 Basel, Switzerland
| | - Andreas Hierlemann
- ETH Zurich, Department of Biosystems Science and Engineering, 4058 Basel, Switzerland
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