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Spotlight the killer: detecting harmful chemical and biological agents using optical spectroscopy
Umeå University, Faculty of Science and Technology, Department of Physics. Swedish Defence Research Agency (FOI).ORCID iD: 0000-0002-0168-0197
2025 (English)Doctoral thesis, comprehensive summary (Other academic)Alternative title
Lyset på mördaren : detektion av skadliga kemiska och biologiska ämnen med hjälp av optisk spektroskopi (Swedish)
Abstract [en]

Harmful chemical and biological agents are a significant threat to health and prosperity worldwide. Recent years have seen an increase in wars and conflicts around the globe, raising concerns about the potential deployment of chemical and biological warfare agents. On a less speculative level, harmful chemicals such as narcotic substances cause immense humanitarian and economic damage through overdoses and associated healthcare costs, while microbes such as pathogenic bacteria and parasites cause hospital-acquired infections and food spoilage at a cost of approximately 1 trillion euros every year. To combat the threat of these harmful agents, we must thus develop rapid and effective detection and diagnostic methods for harmful agents, allowing us to effectively deploy specific treatments and preventative measures.

Classically, while there exist numerous methods for the detection of both harmful chemical and biological agents, they often come with limitations that inhibit their effectiveness. These inhibitions often take the form of bulky equipment that is difficult to apply in the field or time-consuming preparation and measurement processes.

In this thesis we will explore an alternative category of assays for detecting and characterizing harmful materials – optical spectroscopy. Optical spectroscopy is a category of material characterization methods that use light to probe a material. While probing the material, we receive a signal characteristic of the molecules, chemical, and biological structure of our material. These optical spectroscopic methods, such as Raman spectroscopy and fluorescence spectroscopy, can be used to characterize a material within the span of minutes or even seconds, making them ideal for detection applications. Furthermore, they can often be made portable or even handheld, making them a great tool for initial field indication of harmful materials, ahead of thorough lab analysis.

I sincerely hope the studies presented herein can serve as a stepping stone to future technologies and detection assays, capable of saving both money and lives. 

Place, publisher, year, edition, pages
Umeå: Umeå University, 2025. , p. 72
Keywords [en]
Sensing, Raman spectroscopy, SERS, Fluorescence spectroscopy, CWA, nerve agents, bacterial spores, Cryptosporidium
National Category
Atom and Molecular Physics and Optics
Identifiers
URN: urn:nbn:se:umu:diva-244830ISBN: 978-91-8070-780-0 (electronic)ISBN: 978-91-8070-779-4 (print)OAI: oai:DiVA.org:umu-244830DiVA, id: diva2:2002435
Public defence
2025-10-24, Aula Anatomica, Biologihuset, 907 36, Umeå, Umeå, 13:00 (English)
Opponent
Supervisors
Note

This work was done in collaboration with, and with support from, the Swedish Defece Research Agency (FOI).

Available from: 2025-10-03 Created: 2025-09-30 Last updated: 2025-10-22Bibliographically approved
List of papers
1. Tunable and reusable CVD diamond surfaces for thermally stable SERS
Open this publication in new window or tab >>Tunable and reusable CVD diamond surfaces for thermally stable SERS
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(English)Manuscript (preprint) (Other academic)
National Category
Nanotechnology for Material Science Nanotechnology for/in Life Science and Medicine Atom and Molecular Physics and Optics
Identifiers
urn:nbn:se:umu:diva-244062 (URN)
Available from: 2025-09-11 Created: 2025-09-11 Last updated: 2025-09-30Bibliographically approved
2. Physico-chemical characterization of single bacteria and spores using optical tweezers
Open this publication in new window or tab >>Physico-chemical characterization of single bacteria and spores using optical tweezers
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2023 (English)In: Research in Microbiology, ISSN 0923-2508, E-ISSN 1769-7123, Vol. 174, no 6, article id 104060Article in journal (Refereed) Published
Abstract [en]

Spore-forming pathogenic bacteria are adapted for adhering to surfaces, and their endospores can tolerate strong chemicals making decontamination difficult. Understanding the physico-chemical properties of bacteria and spores is therefore essential in developing antiadhesive surfaces and disinfection techniques. However, measuring physico-chemical properties in bulk does not show the heterogeneity between cells. Characterizing bacteria on a single-cell level can thereby provide mechanistic clues usually hidden in bulk measurements. This paper shows how optical tweezers can be applied to characterize single bacteria and spores, and how physico-chemical properties related to adhesion, fluid dynamics, biochemistry, and metabolic activity can be assessed.

Place, publisher, year, edition, pages
Elsevier, 2023
Keywords
endospores, Raman spectroscopy, metabolic activity, adhesion, pili, CaDPA
National Category
Biophysics Atom and Molecular Physics and Optics
Identifiers
urn:nbn:se:umu:diva-208300 (URN)10.1016/j.resmic.2023.104060 (DOI)001147499500001 ()37068697 (PubMedID)2-s2.0-85166663908 (Scopus ID)
Available from: 2023-05-17 Created: 2023-05-17 Last updated: 2025-09-30Bibliographically approved
3. Endospore pili - flexible, stiff and sticky nanofibers
Open this publication in new window or tab >>Endospore pili - flexible, stiff and sticky nanofibers
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2023 (English)In: Biophysical Journal, ISSN 0006-3495, E-ISSN 1542-0086, Vol. 122, no 13, p. 2696-2706Article in journal (Refereed) Published
Abstract [en]

Species belonging to the Bacillus cereus group form endospores (spores) whose surface is decorated with micrometers-long and nanometers-wide endospore appendages (Enas). The Enas have recently been shown to represent a completely novel class of Gram-positive pili. They exhibit remarkable structural properties making them extremely resilient to proteolytic digestion and solubilization. However, little is known about their functional and biophysical properties. In this work, we apply optical tweezers to manipulate and assess how wild type and Ena-depleted mutant spores immobilize on a glass surface. Further, we utilize optical tweezers to extend S-Ena fibers to measure their flexibility and tensile stiffness. Finally, by oscillating single spores, we examine how the exosporium and Enas affect spores’ hydrodynamic properties. Our results show that S-Enas (μm long pili) are not as effective as L-Enas in immobilizing spores to glass surfaces but are involved in forming spore to spore connections, holding the spores together in a gel-like state. The measurements also show that S-Enas are flexible but tensile stiff fibers, which support structural data suggesting that the quaternary structure is composed of subunits arranged in a complex to produce a bendable fiber (helical turns can tilt against each other) with limited axial fiber extensibility. Lastly, the results show that the hydrodynamic drag is 1.5-times higher for wild type spores expressing S- and L-Enas compared to mutant spores expressing only L-Enas or ”bald spores” lacking Ena, and 2-times higher compared to spores of the exosporium deficient strain. This study unveils novel findings on the biophysics of S- and L-Enas, their role in spore aggregation, binding of spores to glass, and their mechanical behavior upon exposure to drag forces.

Place, publisher, year, edition, pages
Elsevier, 2023
Keywords
aggregation, pili, adhesion, optical tweezers, spore
National Category
Biophysics Other Physics Topics Microbiology
Identifiers
urn:nbn:se:umu:diva-208834 (URN)10.1016/j.bpj.2023.05.024 (DOI)001059849200001 ()37218131 (PubMedID)2-s2.0-85160684458 (Scopus ID)
Funder
Swedish Research Council, 2019-04016
Available from: 2023-06-01 Created: 2023-06-01 Last updated: 2025-09-30Bibliographically approved
4. Characterization of carfentanil and thiofentanil using surface-enhanced raman spectroscopy and density functional theory
Open this publication in new window or tab >>Characterization of carfentanil and thiofentanil using surface-enhanced raman spectroscopy and density functional theory
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2024 (English)In: Journal of Raman Spectroscopy, ISSN 0377-0486, E-ISSN 1097-4555, Vol. 55, no 4, p. 481-492Article in journal (Refereed) Published
Abstract [en]

Fentanyls are synthetic opioids up to 10,000 times more potent than morphine. Although initially developed for medical applications, fentanyl and its analogues have recently grown synonymous with the ongoing opioid epidemic. To combat the continued spread of these substances, there is a need for rapid and sensitive techniques for chemical detection. Surface-enhanced Raman spectroscopy (SERS) has the potential for trace detection of harmful chemical substances. However, vibrational spectra obtained by SERS often differ between SERS substrates, as well as compared with spectra from normal Raman (NR) spectroscopy. Herein, SERS and NR responses from two fentanyl analogues, carfentanil (CF) and thiofentanil (TF), were measured and analysed with support from density functional theory (DFT) modelling. Using commercially available silver nanopillar SERS substrates, the SERS signatures of samples diluted in acetonitrile between 0.01 and 1000 µg/mL were studied. Relative SERS peak intensities measured in the range of 220–1800 cm−1 vary with concentration, while SERS and NR spectra largely agree for CF at higher concentrations ((Formula presented.) 100 µg/mL). For TF, three distinct NR peaks at 262, 366 and 667 cm−1 are absent or strongly suppressed in the SERS spectrum, attributed to the lone-pair electrons of the thiophene's sulphur atom binding to the Ag surface. The concentration dependence of the Raman peak at (Formula presented.) 1000 cm−1, assigned to trigonal bending of the phenyl ring, approximately follows a Langmuir adsorption isotherm. This work elucidates similarities and differences between SERS and NR in fentanyl detection and discusses the chemical rationale behind these differences.

Place, publisher, year, edition, pages
John Wiley & Sons, 2024
Keywords
carfentanil, opioids, Raman, SERS, thiofentanil
National Category
Analytical Chemistry
Identifiers
urn:nbn:se:umu:diva-219515 (URN)10.1002/jrs.6643 (DOI)001139395600001 ()2-s2.0-85181933303 (Scopus ID)
Funder
Swedish Research Council, 2019-04016Swedish Research Council, 2018-03937The Kempe Foundations, JCK-2132
Available from: 2024-01-22 Created: 2024-01-22 Last updated: 2025-09-30Bibliographically approved
5. Improved SERS-based detection of nerve agentsusing a highly selective custom Raman probemolecule
Open this publication in new window or tab >>Improved SERS-based detection of nerve agentsusing a highly selective custom Raman probemolecule
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(English)Manuscript (preprint) (Other academic)
Abstract [en]

Nerve agents such as VX, Tabun (GA), and Cyclosarin (GF) are lethal even in trace amounts. Their lethality in combination with their being difficult to detect makes nerve agents a grave global security problem. In response to this challenge, surface-enhanced Raman spectroscopy (SERS) has in recent years shown to be a promising technique for rapid and non-destructive field detection of various harmful substances. However, the application of SERS to nerve agents has been limited by their inherently poor Raman scattering cross-section, with nerve agents such as GF being particularly difficult to detect. In this work, we present a novel custom-designed probe molecule called 4-Thiophene Pyridine Amido Oxime (TPAO), which enables selective detection and discrimination of nerve agents in liquid media at trace concentrations, even using portable Raman instruments with limited spectral resolution. We report a detection limit for GF downward 1 ppm, much lower than in previous studies. We further find that TPAO allows us to detect VX and GA at 1.1 and 2.1 ppm respectively, in line with or slightly surpassing previous benchmarks. To demonstrate the specificity of TPAO, we use multivariate analysis to discriminate between different nerve agents. Lastly, we show the robustness of TPAO, demonstrating its ability to detect nerve agents in complex backgrounds and after rinsing procedures. Overall, this work represents a significant step forward in achieving rapid and selective field detection of nerve agents using SERS. 

Keywords
SERS, VX, GA, GF, CWA
National Category
Atom and Molecular Physics and Optics
Research subject
Physical Chemistry; nanomaterials
Identifiers
urn:nbn:se:umu:diva-244828 (URN)
Available from: 2025-09-30 Created: 2025-09-30 Last updated: 2025-09-30Bibliographically approved
6. Effects of solvent choice on SERS detection of low volatility nerveagents using semi-elastic nanopillar substrate
Open this publication in new window or tab >>Effects of solvent choice on SERS detection of low volatility nerveagents using semi-elastic nanopillar substrate
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(English)Manuscript (preprint) (Other academic)
Abstract [en]

Low volatility nerve agents such as VX, Tabun, and Cyclosarin are highly lethal tohumans even in trace amounts. Their lethality has caused them to see use in terror-ism and chemical warfare, creating a need for rapid and accurate methods to detect,treat, and counteract nerve agents. Surface-enhanced Raman spectroscopy (SERS)is a promising method for detecting trace amounts of nerve agents and other harmfulchemicals. However, the choice of solvent has a significant effect on the SERS signalthat can be achieved from a given sample; an especially important factor to considerwhen a low limit of detection (LOD) is paramount. In this work, we have exploredand evaluated the suitability of some common solvents for use in SERS detectionon gold nanopillar SERS substrates. We evaluated the SERS spectra of VX, Tabun,and Cyclosarin in water, ethanol, acetonitrile, dichloromethane, and n-hexane anddetermined the LOD for the different analyte-solvent combinations. Using DFT, weevaluated solvent-induced variations in the electrostatic potential of the nerve agentmolecules. These variations in turn impact how well the molecules interact with theSERS surface and thus the strength of the SERS signal. Using contact angle mea-surements and SEM, we found that water exerts the strongest tangential force on theSERS substrate and therefore has the largest impact on its nanomorphology. Lastly,we performed Raman mapping to better understand the impact of solvent-inducedchanges to the substrate nanomorphology and surface concentration, and its practi-cal effect on the SERS characteristic of the substrate. Overall, we found that thereare large differences in LOD between the different solvents. VX exhibited an LOD0.2 ppm in water, compared to 8.7 ppm and 6.3 ppm in ethanol and acetonitrilerespectively. DCM and n-hexane were found to be largely ineffective as solvents. Theeffectiveness of water as a solvent was found to likely stem from its relatively highmolecular polarity, and the impact of the water droplet on the nanopillar morphologyof the SERS substrate causing the formation of SERS hotspots. Overall, the resultspresented herein provide a starting point that can be consulted in the design of futureSERS detection assays.

Keywords
SERS, CWA, DFT, Raman mapping
National Category
Atom and Molecular Physics and Optics
Research subject
Physical Chemistry; Pharmaceutical Biochemistry; Physical Chemistry; Physical Chemistry
Identifiers
urn:nbn:se:umu:diva-244829 (URN)
Available from: 2025-09-30 Created: 2025-09-30 Last updated: 2025-09-30Bibliographically approved
7. pH induced changes in Raman, UV-Vis absorbance, and fluorescence spectra of dipicolinic acid (DPA)
Open this publication in new window or tab >>pH induced changes in Raman, UV-Vis absorbance, and fluorescence spectra of dipicolinic acid (DPA)
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2022 (English)In: Spectrochimica Acta Part A - Molecular and Biomolecular Spectroscopy, ISSN 1386-1425, E-ISSN 1873-3557, Vol. 271, article id 120869Article in journal (Refereed) Published
Abstract [en]

Dipicolinic acid (DPA) is an essential component for the protection of DNA in bacterial endospores and is often used as a biomarker for spore detection. Depending upon the pH of the solution, DPA exists in different ionic forms. Therefore, it is important to understand how these ionic forms influence spectroscopic response. In this work, we characterize Raman and absorption spectra of DPA in a pH range of 2.0–10.5. We show that the ring breathing mode Raman peak of DPA shifts from 1003 cm−1 to 1017 cm−1 and then to 1000 cm−1 as pH increases from 2 to 5. The relative peak intensities related to the different ionic forms of DPA are used to experimentally derive the pKa values (2.3 and 4.8). We observe using UV–vis spectroscopy that the changes in the absorption spectrum of DPA as a function of pH correlate with the changes observed in Raman spectroscopy, and the same pKa values are verified. Lastly, using fluorescence spectroscopy and exciting a DPA solution at between 210–330 nm, we observe a shift in fluorescence emission from 375 nm to 425 nm between pH 2 and pH 6 when exciting at 320 nm. Our work shows that the different spectral responses from the three ionic forms of DPA may have to be taken into account in, e.g., spectral analysis and for detection applications.

Place, publisher, year, edition, pages
Elsevier, 2022
Keywords
Bacterial spores, DPA, Biomarker, Raman spectra, UV–vis absorption spectra, Fluorescence spectra
National Category
Biophysics Other Physics Topics Inorganic Chemistry
Identifiers
urn:nbn:se:umu:diva-191504 (URN)10.1016/j.saa.2022.120869 (DOI)000751812400019 ()35065519 (PubMedID)2-s2.0-85122995846 (Scopus ID)
Funder
Swedish Research Council, 2019–04016The Kempe Foundations, JCK-1916.2
Available from: 2022-01-19 Created: 2022-01-19 Last updated: 2025-09-30Bibliographically approved
8. Ultra-sensitive detection of bacterial spores via SERS
Open this publication in new window or tab >>Ultra-sensitive detection of bacterial spores via SERS
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2025 (English)In: ACS Sensors, E-ISSN 2379-3694, Vol. 10, no 2, p. 1237-1248Article in journal (Refereed) Published
Abstract [en]

Bacterial spores are highly resilient and capable of surviving extreme conditions, making them a persistent threat in contexts such as disease transmission, food safety, and bioterrorism. Their ability to withstand conventional sterilization methods necessitates rapid and accurate detection techniques to effectively mitigate the risks they present. In this study, we introduce a surface-enhanced Raman spectroscopy (SERS) approach for detecting Bacillus thuringiensis spores by targeting calcium dipicolinate acid (CaDPA), a biomarker uniquely associated with bacterial spores. Our method uses probe sonication to disrupt spores, releasing their CaDPA, which is then detected by SERS on drop-dried supernatant mixed with gold nanorods. This simple approach enables the selective detection of CaDPA, distinguishing it from other spore components and background noise. We demonstrate detection of biogenic CaDPA from concentrations as low as 103 spores/mL, with sensitivity reaching beyond CaDPA levels of a single spore. Finally, we show the method’s robustness by detecting CaDPA from a realistic sample of fresh milk mixed with spores. These findings highlight the potential of SERS as a sensitive and specific technique for bacterial spore detection, with implications for fields requiring rapid and reliable spore identification.

Place, publisher, year, edition, pages
American Chemical Society (ACS), 2025
Keywords
detection, DPA, nanorods, plasmonics, SERS, spores
National Category
Biochemistry Molecular Biology
Identifiers
urn:nbn:se:umu:diva-234870 (URN)10.1021/acssensors.4c03151 (DOI)001403530600001 ()39847439 (PubMedID)2-s2.0-86000382192 (Scopus ID)
Funder
Swedish Research Council, 2017-59504862Swedish Research Council, 2021-04629Swedish Research Council, 2023-04085
Available from: 2025-02-04 Created: 2025-02-04 Last updated: 2025-09-30Bibliographically approved
9. A lab-on-a-chip utilizing microwaves for bacterial spore disruption and detection
Open this publication in new window or tab >>A lab-on-a-chip utilizing microwaves for bacterial spore disruption and detection
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2023 (English)In: Biosensors & bioelectronics, ISSN 0956-5663, E-ISSN 1873-4235, Vol. 231, article id 115284Article in journal (Refereed) Published
Abstract [en]

Bacterial spores are problematic in agriculture, the food industry, and healthcare, with the fallout costs from spore-related contamination being very high. Spores are difficult to detect since they are resistant to many of the bacterial disruption techniques used to bring out the biomarkers necessary for detection. Because of this, effective and practical spore disruption methods are desirable. In this study, we demonstrate the efficiency of a compact microfluidic lab-on-chip built around a coplanar waveguide (CPW) operating at 2.45 GHz. We show that the CPW generates an electric field hotspot of ∼10 kV/m, comparable to that of a commercial microwave oven, while using only 1.2 W of input power and thus resulting in negligible sample heating. Spores passing through the microfluidic channel are disrupted by the electric field and release calcium dipicolic acid (CaDPA), a biomarker molecule present alongside DNA in the spore core. We show that it is possible to detect this disruption in a bulk spore suspension using fluorescence spectroscopy. We then use laser tweezers Raman spectroscopy (LTRS) to show the loss of CaDPA on an individual spore level and that the loss increases with irradiation power. Only 22% of the spores contain CaDPA after exposure to 1.2 W input power, compared to 71% of the untreated control spores. Additionally, spores exposed to microwaves appear visibly disrupted when imaged using scanning electron microscopy (SEM). Overall, this study shows the advantages of using a CPW for disrupting spores for biomarker release and detection.

Place, publisher, year, edition, pages
Elsevier, 2023
Keywords
Raman spectroscopy, Fluorescence sep CaDPA, Waveguide, Biomarker, Bacillus
National Category
Other Physics Topics Other Electrical Engineering, Electronic Engineering, Information Engineering Biophysics
Identifiers
urn:nbn:se:umu:diva-206257 (URN)10.1016/j.bios.2023.115284 (DOI)000980707400001 ()37031508 (PubMedID)2-s2.0-85151660389 (Scopus ID)
Funder
Swedish Research Council, 2019-04016Swedish Foundation for Strategic ResearchThe Kempe Foundations, JCK-1916.2Swedish Armed Forces, 470-A400821
Available from: 2023-04-01 Created: 2023-04-01 Last updated: 2025-09-30Bibliographically approved
10. Hypervirulent R20291 Clostridioides difficile spores show disinfection resilience to sodium hypochlorite despite structural changes
Open this publication in new window or tab >>Hypervirulent R20291 Clostridioides difficile spores show disinfection resilience to sodium hypochlorite despite structural changes
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2023 (English)In: BMC Microbiology, E-ISSN 1471-2180, Vol. 23, no 1, article id 59Article in journal (Refereed) Published
Abstract [en]

Clostridioides difficile is a spore forming bacterial species and the major causative agent of nosocomial gastrointestinal infections. C. difficile spores are highly resilient to disinfection methods and to prevent infection, common cleaning protocols use sodium hypochlorite solutions to decontaminate hospital surfaces and equipment. However, there is a balance between minimising the use of harmful chemicals to the environment and patients as well as the need to eliminate spores, which can have varying resistance properties between strains. In this work, we employ TEM imaging and Raman spectroscopy to analyse changes in spore physiology in response to sodium hypochlorite. We characterize different C. difficile clinical isolates and assess the chemical’s impact on spores’ biochemical composition. Changes in the biochemical composition can, in turn, change spores’ vibrational spectroscopic fingerprints, which can impact the possibility of detecting spores in a hospital using Raman based methods.

Place, publisher, year, edition, pages
BioMed Central (BMC), 2023
Keywords
Bacterial spores, C. difficile, Laser tweezers Raman spectroscopy, LTRS, Raman spectroscopy, Terbium
National Category
Infectious Medicine Other Physics Topics Microbiology
Identifiers
urn:nbn:se:umu:diva-205911 (URN)10.1186/s12866-023-02787-z (DOI)000944160700001 ()36879193 (PubMedID)2-s2.0-85149934176 (Scopus ID)
Funder
Swedish Research Council, 2019-04016Swedish Research Council
Available from: 2023-03-22 Created: 2023-03-22 Last updated: 2025-09-30Bibliographically approved
11. Laser induced degradation of bacterial spores during micro-Raman spectroscopy
Open this publication in new window or tab >>Laser induced degradation of bacterial spores during micro-Raman spectroscopy
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2022 (English)In: Spectrochimica Acta Part A - Molecular and Biomolecular Spectroscopy, ISSN 1386-1425, E-ISSN 1873-3557, Vol. 265, article id 120381Article in journal (Refereed) Published
Abstract [en]

Micro-Raman spectroscopy combined with optical tweezers is a powerful method to analyze how the biochemical composition and molecular structures of individual biological objects change with time. In this work we investigate laser induced effects in the trapped object. Bacillus thuringiensis spores, which are robust organisms known for their resilience to light, heat, and chemicals are used for this study. We trap spores and monitor the Raman peak from CaDPA (calcium dipicolinic acid), which is a chemical protecting the spore core. We see a correlation between the amount of laser power used in the trap and the release of CaDPA from the spore. At a laser power of 5 mW, the CaDPA from spores in water suspension remain intact over the 90 min experiment, however, at higher laser powers an induced effect could be observed. SEM images of laser exposed spores (after loss of CaDPA Raman peak was confirmed) show a notable alteration of the spores' structure. Our Raman data indicates that the median dose exposure to lose the CaDPA peak was ∼60 J at 808 nm. For decontaminated/deactivated spores, i.e., treated in sodium hypochlorite or peracetic acid solutions, the sensitivity on laser power is even more pronounced and different behavior could be observed on spores treated by the two chemicals. Importantly, the observed effect is most likely photochemical since the increase of the spore temperature is in the order of 0.1 K as suggested by our numerical multiphysics model. Our results show that care must be taken when using micro-Raman spectroscopy on biological objects since photoinduced effects may substantially affect the results.

Place, publisher, year, edition, pages
Elsevier, 2022
Keywords
Bacteria, Decontamination, Multiphysics modelling, Optical tweezers, Raman spectroscopy, Spores
National Category
Biophysics Atom and Molecular Physics and Optics Cell Biology
Identifiers
urn:nbn:se:umu:diva-187284 (URN)10.1016/j.saa.2021.120381 (DOI)000709268600014 ()34562861 (PubMedID)2-s2.0-85115389622 (Scopus ID)
Funder
Swedish Research Council, 2019-04016The Kempe Foundations, JCK-1916.2Swedish Armed Forces, 470-A400821
Available from: 2021-09-07 Created: 2021-09-07 Last updated: 2025-09-30Bibliographically approved
12. Reactive oxygen species generated by infrared laser light in optical tweezers inhibits the germination of bacterial spores
Open this publication in new window or tab >>Reactive oxygen species generated by infrared laser light in optical tweezers inhibits the germination of bacterial spores
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2022 (English)In: Journal of Biophotonics, ISSN 1864-063X, E-ISSN 1864-0648, Vol. 15, no 8, article id e202200081Article in journal (Refereed) Published
Abstract [en]

Bacterial spores are highly resistant to heat, radiation and various disinfection chemicals. The impact of these on the biophysical and physicochemical properties of spores can be studied on the single-cell level using optical tweezers. However, the effect of the trapping laser on spores' germination rate is not fully understood. In this work, we assess the impact of 1064 nm laser light on the germination of Bacillus thuringiensis spores. The results show that the germination rate of spores after laser exposure follows a sigmoid dose-response relationship, with only 15% of spores germinating after 20 J of laser light. Under anaerobic growth conditions, the percentage of germinating spores at 20 J increased to 65%. The results thereby indicate that molecular oxygen is a major contributor to the germination-inhibiting effect observed. Thus, our study highlights the risk for optical trapping of spores and ways to mitigate it.

Place, publisher, year, edition, pages
John Wiley & Sons, 2022
Keywords
Bacillus, LTRS, ROS
National Category
Atom and Molecular Physics and Optics Analytical Chemistry Microbiology
Identifiers
urn:nbn:se:umu:diva-194509 (URN)10.1002/jbio.202200081 (DOI)000802006400001 ()35538633 (PubMedID)2-s2.0-85130852093 (Scopus ID)
Funder
Swedish Research Council, 2019-04016The Kempe Foundations, JCK-1916.2
Available from: 2022-05-09 Created: 2022-05-09 Last updated: 2025-09-30Bibliographically approved
13. UV-induced spectral and morphological changes in bacterial spores for inactivation assessment
Open this publication in new window or tab >>UV-induced spectral and morphological changes in bacterial spores for inactivation assessment
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2024 (English)In: Journal of Physical Chemistry B, ISSN 1520-6106, E-ISSN 1520-5207, Vol. 128, no 7, p. 1638-1646Article in journal (Refereed) Published
Abstract [en]

The ability to detect and inactivate spore-forming bacteria is of significance within, for example, industrial, healthcare, and defense sectors. Not only are stringent protocols necessary for the inactivation of spores but robust procedures are also required to detect viable spores after an inactivation assay to evaluate the procedure’s success. UV radiation is a standard procedure to inactivate spores. However, there is limited understanding regarding its impact on spores’ spectral and morphological characteristics. A further insight into these UV-induced changes can significantly improve the design of spore decontamination procedures and verification assays. This work investigates the spectral and morphological changes to Bacillus thuringiensis spores after UV exposure. Using absorbance and fluorescence spectroscopy, we observe an exponential decay in the spectral intensity of amino acids and protein structures, as well as a logistic increase in dimerized DPA with increased UV exposure on bulk spore suspensions. Additionally, using micro-Raman spectroscopy, we observe DPA release and protein degradation with increased UV exposure. More specifically, the protein backbone’s 1600–1700 cm–1 amide I band decays slower than other amino acid-based structures. Last, using electron microscopy and light scattering measurements, we observe shriveling of the spore bodies with increased UV radiation, alongside the leaking of core content and disruption of proteinaceous coat and exosporium layers. Overall, this work utilized spectroscopy and electron microscopy techniques to gain new understanding of UV-induced spore inactivation relating to spore degradation and CaDPA release. The study also identified spectroscopic indicators that can be used to determine spore viability after inactivation. These findings have practical applications in the development of new spore decontamination and inactivation validation methods.

Place, publisher, year, edition, pages
American Chemical Society (ACS), 2024
National Category
Microbiology Analytical Chemistry Other Physics Topics
Identifiers
urn:nbn:se:umu:diva-221378 (URN)10.1021/acs.jpcb.3c07062 (DOI)001167255400001 ()38326108 (PubMedID)2-s2.0-85185157140 (Scopus ID)
Funder
Swedish Research Council, 2019-04016The Kempe Foundations, JCK-1916.2Swedish Armed Forces, 470-A400823
Note

Published as part of The Journal of Physical Chemistry B virtual special issue “Advances in Cellular Biophysics”.

Available from: 2024-02-21 Created: 2024-02-21 Last updated: 2025-09-30Bibliographically approved
14. A hybrid CNN-Random Forest algorithm for bacterial spore segmentation and classification in TEM images
Open this publication in new window or tab >>A hybrid CNN-Random Forest algorithm for bacterial spore segmentation and classification in TEM images
2023 (English)In: Scientific Reports, E-ISSN 2045-2322, Vol. 13, no 1, article id 18758Article in journal (Refereed) Published
Abstract [en]

We present a new approach to segment and classify bacterial spore layers from Transmission Electron Microscopy (TEM) images using a hybrid Convolutional Neural Network (CNN) and Random Forest (RF) classifier algorithm. This approach utilizes deep learning, with the CNN extracting features from images, and the RF classifier using those features for classification. The proposed model achieved 73% accuracy, 64% precision, 46% sensitivity, and 47% F1-score with test data. Compared to other classifiers such as AdaBoost, XGBoost, and SVM, our proposed model demonstrates greater robustness and higher generalization ability for non-linear segmentation. Our model is also able to identify spores with a damaged core as verified using TEMs of chemically exposed spores. Therefore, the proposed method will be valuable for identifying and characterizing spore features in TEM images, reducing labor-intensive work as well as human bias.

Place, publisher, year, edition, pages
Springer Nature, 2023
National Category
Other Physics Topics Other Computer and Information Science
Identifiers
urn:nbn:se:umu:diva-216165 (URN)10.1038/s41598-023-44212-5 (DOI)001123935800008 ()37907463 (PubMedID)2-s2.0-85175591485 (Scopus ID)
Funder
Swedish Research Council, 2019-04016The Kempe Foundations, JCK-2129.3
Available from: 2023-11-04 Created: 2023-11-04 Last updated: 2025-09-30Bibliographically approved
15. Attention-driven UNet enhancement for accurate segmentation of bacterial spore outgrowth in microscopy images
Open this publication in new window or tab >>Attention-driven UNet enhancement for accurate segmentation of bacterial spore outgrowth in microscopy images
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2025 (English)In: Scientific Reports, E-ISSN 2045-2322, Vol. 15, no 1, article id 20177Article in journal (Refereed) Published
Abstract [en]

Analyzing microscopy images of large growing cell samples using traditional methods is a complex and time-consuming process. In this work, we have developed an attention-driven UNet-enhanced model using deep learning techniques to efficiently quantify the position, area, and circularity of bacterial spores and vegetative cells from images containing more than 10,000 bacterial cells. Our attention-driven UNet algorithm has an accuracy of 96%, precision of 82%, sensitivity of 81%, and specificity of 98%. Therefore, it can segment cells at a level comparable to manual annotation. We demonstrate the efficacy of this model by applying it to a live-dead decontamination assay. The model is provided in three formats: Python code, a Binder that operates within a web browser without needing installation, and a Flask Web application for local use.

Place, publisher, year, edition, pages
Nature Portfolio, 2025
Keywords
Contamination, Deep learning, Spores
National Category
Computer Sciences
Identifiers
urn:nbn:se:umu:diva-241719 (URN)10.1038/s41598-025-05900-6 (DOI)001512788100022 ()40542045 (PubMedID)2-s2.0-105008715941 (Scopus ID)
Funder
The Kempe Foundations, JCK-2129.3
Available from: 2025-07-04 Created: 2025-07-04 Last updated: 2025-09-30Bibliographically approved
16. Monitoring bacterial spore metabolic activity using heavy water-induced Raman peak evolution
Open this publication in new window or tab >>Monitoring bacterial spore metabolic activity using heavy water-induced Raman peak evolution
2023 (English)In: The Analyst, ISSN 0003-2654, E-ISSN 1364-5528, Vol. 148, no 9, p. 2141-2148Article in journal (Refereed) Published
Abstract [en]

Endospore-forming bacteria are associated with food spoilage, food poisoning, and infection in hospitals. Therefore, methods to monitor spore metabolic activity and verify sterilization are of great interest. However, current methods for tracking metabolic activity are time-consuming and resource intensive. This work investigates isotope labeling and Raman microscopy as a low-cost rapid alternative. Specifically, we monitor the Raman spectrum of enterotoxic \textit{B. cereus} spores undergoing germination and cell division in D2O-infused broth. During germination and cell division, water is metabolized and deuterium from the broth is incorporated into proteins and lipids, resulting in the appearance of a Raman peak related to C-D bonds at 2190 cm-1. We find that a significant C-D peak appears after 2 h of incubation at 37◦C. Further, we found that the peak appearance coincides with the observed first cell division indicating little metabolic activity during germination. Lastly, the germination and cell growth rate of spores were not affected by adding 30 % heavy water to the broth. This shows the potential for real-time monitoring of metabolic activity from a bacterial spore to a dividing cell. In conclusion, our work proposes tracking the evolution of the C-D Raman peak in spores incubated with D2O-infused broth as an effective and time-, and cost-efficient method to monitor the outgrowth of a spore population, simultaneously allowing us to track for how long the bacteria have grown and divided.

Place, publisher, year, edition, pages
Royal Society of Chemistry, 2023
Keywords
Bacterial spores, Heavy water, D2O, Raman spectroscopy, Viability, Germination
National Category
Other Physics Topics Analytical Chemistry Microbiology
Identifiers
urn:nbn:se:umu:diva-206398 (URN)10.1039/D2AN02047E (DOI)000968915700001 ()37040186 (PubMedID)2-s2.0-85153492235 (Scopus ID)
Funder
Swedish Research Council, 2019-04016The Kempe Foundations, JCK1916.2Swedish Armed Forces, 470-A400821
Available from: 2023-04-04 Created: 2023-04-04 Last updated: 2025-09-30Bibliographically approved
17. Assessing CaDPA levels, metabolic activity, and spore detection through deuterium labeling
Open this publication in new window or tab >>Assessing CaDPA levels, metabolic activity, and spore detection through deuterium labeling
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2024 (English)In: The Analyst, ISSN 0003-2654, E-ISSN 1364-5528, Vol. 149, no 6, p. 1861-1871Article in journal (Refereed) Published
Abstract [en]

Many strains among spore-forming bacteria species are associated with food spoilage, foodborne disease, and hospital-acquired infections. Understanding the impact of environmental conditions and decontamination techniques on the metabolic activity, viability, and biomarkers of these spores is crucial for combatting them. To distinguish and track spores and to understand metabolic mechanisms, spores must be labeled. Staining or genetic modification are current methods for this, however, these methods can be time-consuming, and affect the viability and function of spore samples. In this work, we investigate the use of heavy water for permanent isotope labeling of spores and Raman spectroscopy for tracking sporulation/germination mechanisms. We also discuss the potential of this method in observing decontamination. We find that steady-state deuterium levels in the spore are achieved after only ∼48 h of incubation with 30% D2O-infused broth and sporulation, generating Raman peaks at cell silent region of 2200 and 2300 cm−1. These deuterium levels then decrease rapidly upon spore germination in non-deuterated media. We further find that unlike live spores, spores inactivated using various methods do not lose these Raman peaks upon incubation in growth media, suggesting these peaks may be used to indicate the viability of a spore sample. We further observe several Raman peaks exclusive to deuterated DPA, a spore-specific chemical biomarker, at e.g. 988 and 2300 cm−1, which can be used to track underlying changes in spores involving DPA. In conclusion, permanent spore labeling using deuterium offers a robust and non-invasive way of labeling bacterial spores for marking, viability determination, and characterising spore activity.

Place, publisher, year, edition, pages
Royal Society of Chemistry, 2024
National Category
Other Physics Topics Analytical Chemistry Other Biological Topics
Identifiers
urn:nbn:se:umu:diva-221377 (URN)10.1039/d3an02162a (DOI)001160646800001 ()38348676 (PubMedID)2-s2.0-85185190708 (Scopus ID)
Funder
Swedish Research Council, 2019-04016The Kempe Foundations, JCK-1916.2Swedish Armed Forces, 470-A400823
Available from: 2024-02-21 Created: 2024-02-21 Last updated: 2025-09-30Bibliographically approved
18. Reference Raman Spectrum and Mapping of Cryptosporidium parvum Oocysts
Open this publication in new window or tab >>Reference Raman Spectrum and Mapping of Cryptosporidium parvum Oocysts
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2022 (English)In: Journal of Raman Spectroscopy, ISSN 0377-0486, E-ISSN 1097-4555, Vol. 53, no 7, p. 1293-1301Article in journal (Refereed) Published
Abstract [en]

Cryptosporidium parvum is a protozoan parasite and among the most infectious diarrhea-causing pathogens, leading to severe health problems for malnourished children and immunocompromised individuals. Outbreaks are common even in developed countries, originating from water or food contamination and resulting in suffering and large costs for society. Therefore, robust, fast and highly specific detection strategies of Cryptosporidium are needed. Label-free detection techniques such as Raman spectroscopy have been suggested, however high-resolution reported spectra in the literature are limited. In this work, we report reference Raman spectra at 3 cm-1 resolution for viable and inactivated Cryptosporidium oocysts of the species C. parvum, gathered at a single oocyst level using a laser tweezers Raman spectroscopy system. We furthermore provide tentative Raman peak assignments for the Cryptosporidium oocysts, along with Raman mapping of the oocysts’ heterogeneous internal structure. Finally, we compare the C. parvum Raman spectrum with other common enterotoxigenic pathogens: Escherichia coli, Vibrio cholerae, Bacillus cereus and Clostridium difficile. Our results show a significant difference between C. parvum Raman spectra and the other pathogens.

Place, publisher, year, edition, pages
John Wiley & Sons, 2022
Keywords
Cryptosporidium, laser tweezers Raman spectroscopy, Raman mapping
National Category
Biophysics Other Physics Topics Analytical Chemistry Infectious Medicine
Identifiers
urn:nbn:se:umu:diva-192462 (URN)10.1002/jrs.6361 (DOI)000787096700001 ()2-s2.0-85128826326 (Scopus ID)
Funder
Swedish Research Council, 2019-04016The Kempe Foundations, JCK-1916.2Swedish Armed Forces, A74028
Note

Originally included in thesis in manuscript form. 

Available from: 2022-02-14 Created: 2022-02-14 Last updated: 2025-09-30Bibliographically approved
19. Fabricating a dielectrophoretic microfluidic device using 3D-printed moulds and silver conductive paint
Open this publication in new window or tab >>Fabricating a dielectrophoretic microfluidic device using 3D-printed moulds and silver conductive paint
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2023 (English)In: Scientific Reports, E-ISSN 2045-2322, Vol. 13, no 1, article id 9560Article in journal (Refereed) Published
Abstract [en]

Dielectrophoresis is an electric field-based technique for moving neutral particles through a fluid. When used for particle separation, dielectrophoresis has many advantages compared to other methods, like providing label-free operation with greater control of the separation forces. In this paper, we design, build, and test a low-voltage dielectrophoretic device using a 3D printing approach. This lab-on-a-chip device fits on a microscope glass slide and incorporates microfluidic channels for particle separation. First, we use multiphysics simulations to evaluate the separation efficiency of the prospective device and guide the design process. Second, we fabricate the device in PDMS (polydimethylsiloxane) by using 3D-printed moulds that contain patterns of the channels and electrodes. The imprint of the electrodes is then filled with silver conductive paint, making a 9-pole comb electrode. Lastly, we evaluate the separation efficiency of our device by introducing a mixture of 3 μm and 10 μm polystyrene particles and tracking their progression. Our device is able to efficiently separate these particles when the electrodes are energized with ±12 V at 75 kHz. Overall, our method allows the fabrication of cheap and effective dielectrophoretic microfluidic devices using commercial off-the-shelf equipment.

Place, publisher, year, edition, pages
Springer Nature, 2023
National Category
Fluid Mechanics Analytical Chemistry Other Physics Topics
Identifiers
urn:nbn:se:umu:diva-209721 (URN)10.1038/s41598-023-36502-9 (DOI)001007856900040 ()37308526 (PubMedID)2-s2.0-85161909317 (Scopus ID)
Funder
Swedish Research Council, 2019-04016Swedish Foundation for Strategic ResearchThe Kempe Foundations, JCK-1916.2
Available from: 2023-06-13 Created: 2023-06-13 Last updated: 2025-09-30Bibliographically approved

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Öberg, Rasmus

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