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Noninvasive glucose monitor

Noninvasive glucose monitor is a science topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Noninvasive glucose monitor rather than just read about it. In short: Noninvasive glucose monitoring (NIGM), called Noninvasive continuous glucose monitoring when used as a CGM technique, is the measurement of blood glucose levels, required by people with diabetes to prevent both chronic and acute complications from the disease, without drawing blood, puncturing the skin, or causing pain or trauma. The search for a successful technique began about 1975 and has continued to the present…

Key takeaways

  • Noninvasive glucose monitor belongs to science; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Noninvasive glucose monitor to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Noninvasive glucose monitor from memory before moving on to harder problems.

Reference excerpt

Noninvasive glucose monitoring (NIGM), called Noninvasive continuous glucose monitoring when used as a CGM technique, is the measurement of blood glucose levels, required by people with diabetes to prevent both chronic and acute complications from the disease, without drawing blood, puncturing the skin, or causing pain or trauma. The search for a successful technique began about 1975 and has continued to the present without a clinically or commercially viable product.

Early history As of 1999, only one such product had been approved for sale by the FDA, based on a technique for electrically pulling glucose through intact skin, and it was withdrawn after a short time owing to poor performance and occasional damage to the skin of users. Hundreds of millions of dollars have been invested in companies who have sought the solution to this long-standing problem. Approaches that have been tried include near-infrared spectroscopy (NIRS, measuring glucose through the skin using light of slightly longer wavelengths than the visible region), transdermal measurement (attempting to pull glucose through the skin using either chemicals, electricity or ultrasound), measuring the amount that polarized light is rotated by glucose in the front chamber of the eye (containing the aqueous humor), and many others. A 2012 study reviewed ten technologies: bioimpedance spectroscopy, microwave/RF sensing, fluorescence technology, mid-infrared spectroscopy, near-infrared spectroscopy, optical coherence tomography, optical polarimetry, Raman spectroscopy, reverse iontophoresis, and ultrasound technology, concluding with the observation that none of these had produced a commercially available, clinically reliable device and that therefore, much work remained to be done. As of 2014, disregarding the severe shortcomings mentioned above, at least one non-invasive glucose meter was being marketed in a number of countries. Still, as the mean absolute deviation of this device was nearly 30% in clinical trials, "further research efforts were desired to significantly improve the accuracy [...]". While multiple technologies have been tried, Raman spectroscopy has gained traction as one promising technology for measuring glucose in interstitial fluid. Early attempts include C8 Medisensors and the Laser Biomedical Research Center at Massachusetts Institute of Technology (MIT) which have been working on a Raman spectroscopy sensor for more than 20 years and conducting clinical investigations in collaboration with the Clinical Research Center at University of Missouri, Columbia, US. In 2018 a paper in PLOS ONE showed independent validation data from a clinical investigation comprising 15 subjects with diabetes mellitus type 1 with a mean absolute relative difference (MARD) of 25.8%. The system used, was a custom-built confocal Raman setup. In 2019 researchers at the Samsung Advanced Institute of Technology (SAIT), Samsung Electronics, in collaboration with the Laser Biomedical Research Center MIT developed a new approach based on Raman spectroscopy that allowed them to see the glucose signal directly. The researchers tested the system in pigs and could get accurate glucose readings for up to an hour after initial calibration. In 2020, German Institute for Diabetes-Technology published data from 15 subjects with type 1 diabetes on a new prototype GlucoBeam based on Raman spectroscopy from RSP Systems Denmark, showing a MARD of 23.6% on independent validation in out-patient setup with up till 8 days without recalibration. With accuracy on marketed BGM devices in the US between 5.6 and 20.8%. A NIGM solution would likely need to have an accuracy with a MARD below 20% to be widely accepted. The number of clinical trials of non-invasive glucose monitors has grown throughout the 21st century. While the National Institutes of Health recorded only 4 clinical investigations of the technology from 2000 to 2015, there were 16 from 2016 to 2020.

Wave of new research and development (2020-) From approximately 2020, onwards there has been increased R&D activity in the space of new NIGM solutions (particularly CGM ones) with renewed focus on approaches that had already been explored, and new ones altogether. This includes both large tech companies, such as Apple and Samsung, and startup companies.

Optical sensing techniques Optical spectroscopy methods in continuous glucose monitoring (CGM) utilize light to measure glucose levels in the interstitial fluid or blood. These methods typically involve shining a specific wavelength of light (near-infrared, mid-infrared, or Raman) onto the skin, where it interacts with the glucose molecules. The light either gets absorbed or scattered by the glucose, and the resulting changes in the light's properties are detected and analyzed.

Mid-Infrared spectroscopy DiaMonTech AG is a Berlin, Germany-based privately held company developing the D-Pocket, a medical device that uses infrared laser technology to scan the tissue fluid in the skin and detect glucose molecules. Short pulses of infrared light are sent to the skin, which are absorbed by the glucose molecules. This generates heat waves that are detected using its patented IRE-PTD method. The company claims a high selectivity of its method, results of a first study have been published in the Journal of Diabetes Science and Technology. In this study, a Median Absolute Relative Difference of 11.3% is claimed. DiaMonTech has announced that its envisioned follow-up product D-Sensor, will feature continuous measurements, making it a CGM though no release date has been given.

… excerpt ends here. Continue reading the full article.

Worked examples

Example 1 — a first encounter with Noninvasive glucose monitor

Start with the simplest possible case. Write down what Noninvasive glucose monitor claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In science, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Noninvasive glucose monitor before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Noninvasive glucose monitor ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Noninvasive glucose monitor

In research
Noninvasive glucose monitor appears in science research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Noninvasive glucose monitor in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Noninvasive glucose monitor is common in secondary-school and first-year university syllabi. It links to neighbouring topics Blood tests, Diabetes-related supplies and medical equipment, Medical monitoring equipment, so understanding it makes those chapters shorter.
In everyday life
Look for Noninvasive glucose monitor outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.
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How to study Noninvasive glucose monitor in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Noninvasive glucose monitor means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Noninvasive glucose monitor out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Noninvasive glucose monitor in simple terms?

Noninvasive glucose monitoring (NIGM), called Noninvasive continuous glucose monitoring when used as a CGM technique, is the measurement of blood glucose levels, required by people with diabetes to prevent both chronic and acute complications from the disease, without drawing blood, puncturing the…

Why does Noninvasive glucose monitor matter?

Because it connects several science ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Noninvasive glucose monitor?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Noninvasive glucose monitor.

Tags

  • Blood tests
  • Diabetes-related supplies and medical equipment
  • Medical monitoring equipment

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