Yushuo
Liu
ab,
Patrick K. H.
Lee
ac and
Theodora
Nah
*abc
aSchool of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China. E-mail: theodora.nah@cityu.edu.hk; Tel: +852 3442 5578
bCity University of Hong Kong Shenzhen Research Institute, Nanshan District, Shenzhen, China
cState Key Laboratory of Marine Pollution, City University of Hong Kong, Hong Kong SAR, China
First published on 8th June 2023
Live bacteria in clouds are exposed to free radicals such as the hydroxyl radical (˙OH), which is the main driver of many photochemical processes. While the ˙OH photooxidation of organic matter in clouds has been widely studied, equivalent investigations on the ˙OH photooxidation of bioaerosols are limited. Little is known about the daytime encounters between ˙OH and live bacteria in clouds. Here we investigated the aqueous ˙OH photooxidation of four bacterial strains, B. subtilis, P. putida, E. hormaechei B0910, and E. hormaechei pf0910, in microcosms composed of artificial cloud water that mimicked the chemical composition of cloud water in Hong Kong. The survival rates for the four bacterial strains decreased to zero within 6 hours during exposure to 1 × 10−16 M of ˙OH under artificial sunlight. Bacterial cell damage and lysis released biological and organic compounds, which were subsequently oxidized by ˙OH. The molecular weights of some of these biological and organic compounds were >50 kDa. The O/C, H/C, and N/C ratios increased at the initial onset of photooxidation. As the photooxidation progressed, there were few changes in the H/C and N/C, whereas the O/C continued to increase for hours after all the bacterial cells had died. The increase in the O/C was due to functionalization and fragmentation reactions, which increased the O content and decreased the C content, respectively. In particular, fragmentation reactions played key roles in transforming biological and organic compounds. Fragmentation reactions cleaved the C–C bonds of carbon backbones of higher molecular weight proteinaceous-like matter to form a variety of lower molecular weight compounds, including HULIS of molecular weight <3 kDa and highly oxygenated organic compounds of molecular weight <1.2 kDa. Overall, our results provided new insights at the process level into how daytime reactive interactions between live bacteria and ˙OH in clouds contribute to the formation and transformation of organic matter.
Environmental significanceThis work investigates the aqueous ˙OH photooxidation of four commonly found bacterial strains in microcosms composed of artificial cloud water that mimicked the chemical composition of atmospheric cloud water. The survival rates for the bacterial strains decreased to zero within 6 hours during exposure to ˙OH under artificial sunlight. Bacterial cell damage and lysis released biological and organic compounds, which were oxidized by ˙OH. Fragmentation reactions played a major role in driving the transformations of these compounds. The carbon backbones of higher molecular weight proteinaceous-like matter were cleaved to form a variety of lower molecular weight compounds, including HULIS and highly oxygenated organic compounds. These results provide new process-level and molecular-level insights into how daytime reactive interactions between live bacteria and ˙OH in clouds contribute to the formation and transformation of organic matter, which have important atmospheric and climate implications. |
After they have been incorporated into clouds, live bacteria are exposed to a range of atmospheric conditions that can have adverse effects on their survival and energetic states. Joly et al. (2015) previously examined how exposure to osmotic shocks, freeze–thaw cycles, and simulated sunlight individually impact the survival of different bacterial strains in microcosms simulating physicochemical cloud conditions at Puy de Dôme in France.17 The authors reported that exposure to simulated sunlight had little effect on the survival rates of the bacterial strains, whereas exposure to osmotic shocks and freeze–thaw cycles negatively impacted the survival of the bacterial strains. Our recent study showed that the effect of sunlight exposure on the survival of bacteria will depend on the cloud water pH.18 Using two Enterobacter strains in microcosms simulating cloud conditions at Tai Mo Shan in Hong Kong, we observed that exposure to simulated sunlight at pH 4 to 5 negatively impacted the energetic states and survival of the bacteria but the effects were minimal at pH > 5. Live bacteria are also exposed to oxidants in clouds. Previous studies have investigated how the survival and energetic states of bacteria are impacted by hydrogen peroxide,6,17,19,20 which plays a central role in driving cloud chemistry since it is the main photochemical source of hydroxyl radicals (˙OH) in cloud water in most areas.1 Exposure to hydrogen peroxide under dark conditions in microcosms mimicking cloud water at Puy de Dôme had little effect on the survival of Pseudomonas graminis, Pseudomonas syringae, and Sphingomonas sp. strains.17 Changes in their energetic states indicated that the bacteria modulated some of their metabolic pathways as part of their response to the oxidative stress inflicted by hydrogen peroxide.19,20
There have been limited studies on the photooxidation of bioaerosols by ˙OH, which is the most important daytime oxidant free radical species in the troposphere.21 ˙OH in cloud water can be due to mass transfer from the gas phase into the aqueous phase or in situ formation via dark Fenton processes and photochemical reactions of aqueous-phase photolabile inorganic and organic compounds (e.g., hydrogen peroxide, nitrate, nitrite, and organic peroxides).21–26 Even though the relative importance of these processes will impact the ˙OH concentration in cloud water, they are still not fully understood and remain an active area of research. Hydrogen peroxide and inorganic nitrate are the two main ˙OH photochemical sources in continental clouds.1,26 The ˙OH photooxidation of atmospheric organic matter has been studied extensively. These ˙OH reactions proceed by either H atom abstraction or ˙OH addition to CC bonds. Competition between reaction pathways that add oxygen-containing functional groups (functionalization) vs. cleave C–C bonds (fragmentation) during ˙OH photooxidation has a governing influence on the transformation of the composition of atmospheric organic matter. There have been some studies on the ˙OH photooxidation of biological molecules that serve as surrogates for bioaerosols. Bioaerosol surrogates usually used in these studies are known components of cells, and they include proteins, peptides, and lipids.27–33 Past investigations on reactions of ˙OH with model protein systems found that the first step is typically H atom abstraction by ˙OH from C–H bonds located on amino acid side chains or the polypeptide backbone.32,33 This leads to the functionalization of amino acid side chains, formation of protein–protein cross-linkages, and protein fragmentation. Past investigations on reactions of ˙OH with model polyunsaturated fatty acid systems showed that the first reaction step is primarily ˙OH addition to the CC bonds to form hydroxyalkyl radicals.28–30 These hydroxyalkyl radicals subsequently undergo intermolecular H atom abstraction reactions to form allylic alkyl radicals, which are key intermediates in functionalization reactions that form higher molecular weight compounds with carbonyl and hydroxyl functional groups on their carbon backbones. Despite these previous studies, our current understanding of the ˙OH photooxidation of bioaerosols remains lacking. This is because single-component model systems are typically used in these previous studies, whereas bacteria release a complex multi-component mixture of biological molecules.
At present, little is known about how daytime aqueous-phase encounters between ˙OH and live bacteria in clouds impact their survival rates and energetic states. Reactive encounters between ˙OH and the bacteria's cellular material may lead to cell damage, which can be lethal to the bacterial cells. These reactive encounters may also modify the bacteria's energetic states, cellular composition, and biological properties. These changes will affect the ability of the bacteria to biodegrade organic compounds, which in turn will impact the composition of organic matter and the organic carbon budget in clouds. In addition, our previous study showed that lipids, peptides, unsaturated hydrocarbons, nucleic acids, amino sugars, and carbohydrates can be released when bacteria are exposed to light under cloud-like conditions.18 These released biological and organic molecules can subsequently react with ˙OH to form an array of higher and lower molecular weight organic compounds of different volatilities via functionalization and fragmentation reaction pathways. The lower volatility organic compounds will remain in cloud droplets while the more volatile organic compounds can partition between the gas phase and cloud droplets, which will impact the multiphasic organic carbon budget in clouds. Hence, understanding the daytime reactive encounters between ˙OH and live bacteria in clouds will help us better evaluate the impacts that live microorganisms have on organic matter production and transformation in clouds, which have broad atmospheric and climate implications.
In this study, we investigate the aqueous ˙OH photooxidation of four bacterial strains under cloud-like conditions. The four bacterial strains belong to the Bacillus, Pseudomonas, and Enterobacter genera, which have been detected in atmospheric cloud water. Bacillus is a Gram-positive bacteria, whereas Pseudomonas and Enterobacter are Gram-negative bacteria. Laboratory experiments were conducted using microcosms that contained artificial cloud water that mimicked the chemical composition of cloud water at Tai Mo Shan in Hong Kong. Either hydrogen peroxide or inorganic nitrate was used as the aqueous ˙OH photochemical precursor. The main objectives of this study are to (1) investigate how daytime aqueous-phase interactions with ˙OH impact the survival and energetic states of live bacteria in clouds, (2) characterize the biological and organic compounds released from the bacteria during these interactions, and (3) investigate the competition between functionalization and fragmentation reactions in transforming the released biological and organic compounds as they undergo photooxidation.
Four bacterial strains were used in this study: Bacillus subtilis ATCC 6051-U, Pseudomonas putida ATCC 23467, Enterobacter hormaechei B0910, and Enterobacter hormaechei pf0910. Bacillus subtilis ATCC 6051-U and Pseudomonas putida ATCC 23467 were purchased from the American Type Culture Collection. Both B. subtilis and P. putida bacteria are commonly found in outdoor and indoor environments.36,37Enterobacter hormaechei B0910 and Enterobacter hormaechei pf0910 were isolated from an ambient air sample collected in Hong Kong. Details of their genomes can be found in our previous study.18 The four bacterial strains were grown in nutrient broth (NB) at 30 °C to the stationary phase. The culture was subsequently centrifuged at 6000 rpm for 10 min at 4 °C, and the cell pellets were rinsed with artificial cloud water three times. Since B. subtilis is a spore-forming bacteria, we performed some experiments to investigate the interactions between ˙OH and B. subtilis endospores. Section S1† describes how the B. subtilis ATCC 6051-U endospores were prepared for experiments. The bacterial cells/endospores were re-suspended in artificial cloud water to an initial concentration of either ∼105 cells per mL or ∼107 cells per mL for experiments. Calibration curves were used to convert optical density to the bacterial cell/endospore concentration.
All the experiments were performed in three custom-built quartz reactors that had lids with vents to allow air to enter/exit the reactors. The initial volume of the solution in each reactor was 300 mL. The solutions were mixed continuously during each 12 hour experiment using a magnetic stirrer. The solutions were irradiated through a quartz window in each reactor with simulated sunlight produced by a 300 W Xenon lamp (GZYY300W, Yuye Co.) equipped with a long-pass filter of 3.3 mm thickness and wavelength cut-off at 300 nm (ZJB300, Taizhu Co.). The photon flux inside the reactors is shown in Fig. S1.† The photon flux falls in the range of 300 to 700 nm, with a maximum at 545 nm. The temperatures of the solutions (25 °C) were regulated using a fan aimed at the reactors. The solutions were mixed with either hydrogen peroxide (H2O2, Fisher, 36.5%) or sodium nitrate (NaNO3, Fisher, ≥99.5%), which served as the ˙OH photochemical precursor. The NO3− ion concentration (200 μM) in the solutions falls within the range of the NO3− concentrations previously measured in atmospheric cloud water at Tai Mo Shan.34 The H2O2 concentrations in atmospheric cloud water at Tai Mo Shan are not known. However, the H2O2 concentration (10 μM) in the solutions falls within the range of H2O2 concentrations reported in atmospheric cloud water in other locations that, like Tai Mo Shan, are subjected to both continental pollution and clean marine air masses, such as the Puy de Dôme in France (0.1 to 57.7 M) and Mont Schmücke in Germany (0.4 to 17 M).38–40
To investigate the composition of molecular weight-fractionated compounds released by bacteria, one set of experiments was performed wherein ultrafiltration was first applied to the solution aliquots to obtain molecular weight-fractionated filtrates, which were then subjected to total organic carbon, total nitrogen, and excitation–emission matrix fluorescence analyses (Section 3.3). In this set of experiments, the bacterial cells were re-suspended in artificial cloud water to an initial concentration of ∼107 cells per mL to ensure that there was sufficient material in the molecular weight-fractionated filtrates for chemical analysis. In the second set of experiments wherein ultrafiltration was not performed prior to bulk compositional chemical analyses using ultra-performance liquid chromatography-mass spectrometry, size exclusion chromatography, and excitation–emission matrix fluorescence measurements (Section 3.2), the bacterial cells were re-suspended in artificial cloud water to an initial concentration of ∼105 cells per mL. The same composition of the artificial cloud water medium (Table S1†) was used in these experiments regardless of the initial bacterial concentration used. The inorganic and organic ion concentrations in the artificial cloud water medium were not increased by 100 times in the experiments that used an initial bacterial concentration of ∼107 cells per mL. This is because doing so resulted in high organic carbon and total nitrogen backgrounds, which interfered with the measurements of the total organic carbon and total nitrogen in the molecular weight-fractionated filtrates. Nevertheless, the bacterial survival rates measured in experiments using ∼107 cells per mL initial cell concentrations were similar to those measured in experiments using ∼105 cells per mL initial cell concentrations. This indicated that using a different initial concentration ratio of the chemical compounds in the artificial cloud water to bacterial cells did not affect the bacterial survival rates under our experimental conditions. This in turn suggested that the observed trends in the chemical compositional changes for the molecular weight-fractionated filtrates in experiments using ∼107 cells per mL initial cell concentrations could be extrapolated to experiments using ∼105 cells per mL initial cell concentrations. Control experiments were also performed using solutions that did not contain H2O2/NaNO3. In dark control experiments, the reactors were covered completely with aluminum foil. All the experiments and measurements were performed in triplicate.
During each experiment, aliquots of the solution were removed from the reactors at different time points for offline analysis. At each time point, 100 μL of the solution was used for colony forming unit (CFU) counts on NB agar at 30 °C for 16 hours to determine the cell concentrations, which were used to calculate the bacterial survival rates. 20 μL of the solution was used for adenosine diphosphate/adenosine triphosphate (ADP/ATP) ratio measurements, which were used to monitor changes in the energetic states of bacteria. The ADP/ATP ratios were measured using an assay kit (EnzyLightTM, BioAssay Systems) and a bioluminometer (SpectraMax M2e, Molecular Devices) to monitor changes in the energetic states of bacteria. A constant ADP/ATP ratio can serve as an indication that the bacterial cells are growing since ADP (the degradation product of ATP) is constantly being converted to ATP to maintain ATP concentrations. In contrast, the ADP/ATP ratio will increase when the metabolism of ATP production is disrupted. This is because ADP cannot be converted to ATP even if ADP is still being formed from ATP. A live cell typically has an ADP/ATP ratio of around 0.25, while a dead cell has an ADP/ATP ratio of around 6.41 Varying solution volumes were removed from the reactors for various chemical analyses as described in Section 2.2.
The biological analyses that were performed in this study, while essential for evaluating various aspects of microbial growth and activity, are not without limitations. For instance, the primary limitation of utilizing CFU counts on NB agar is its reliance on the ability of individual cells to form visible colonies on the agar surface. This method may not accurately reflect the total cell concentration as some viable cells may fail to form colonies due to factors such as cell aggregation, nutrient limitations, or the presence of viable but non-culturable (VBNC) cells. The assessment of cellular energetic states through the measurement of the ADP/ATP ratio also has drawbacks. This method assumes a direct relationship between the ADP/ATP ratio and the metabolic state of the cell, but this correlation may not always be consistent across different cell types or under varying growth conditions.
Separate experiments were performed using benzoic acid (C6H5COOH, J&K Scientific, 99.5%) as the ˙OH probe compound to estimate the steady-state ˙OH concentration ([˙OH]ss) in experiments initiated by the photolysis of 10 μM H2O2 or 200 μM NO3−. These experiments were performed using artificial cloud water solutions that did not contain bacterial cells. Details of the experimental methodology of these experiments can be found in our previous studies.42–44 The estimated [˙OH]ss values were found to be 0.99 × 10−16 M and 0.95 × 10−16 M for experiments initiated by 10 μM H2O2 photolysis and by 200 μM NO3− photolysis, respectively. The estimated values are at the lower end of the range of ˙OH concentrations previously estimated for atmospheric cloud water from measurements of bulk cloud water samples and multiphase chemistry cloud models (10−16 to 10−12 M).22,23,45,46 It should be noted that ˙OH concentrations simulated by multiphase chemistry cloud models are typically higher than those obtained from measurements since the models tend to underestimate radical sinks and consider the mass transfer of ˙OH from the gas phase to the aqueous phase as an additional source.45
Some of the chemical compounds in the artificial cloud water (Table S1†) can react with ˙OH (e.g., carboxylic acids). Thus, separate experiments were performed to determine if the chemical compounds in the artificial cloud water served as substantial ˙OH sinks during the photooxidation experiments. These experiments were performed using solutions composed of benzoic acid (˙OH probe compound) and a ˙OH photochemical precursor (i.e., 10 μM H2O2 or 200 μM NaNO3) mixed in ultra-pure water that did not contain any other chemical compounds and bacterial cells. The estimated [˙OH]ss values were found to be 1.23 × 10−16 M and 1.12 × 10−16 M for these experiments initiated by 10 μM H2O2 photolysis and by 200 μM NO3− photolysis, respectively. This indicated that the chemical compounds in the artificial cloud water only reduced the [˙OH]ss by around 19% and 15% in experiments initiated by 10 μM H2O2 photolysis and by 200 μM NO3− photolysis, respectively. This suggested that the chemical compounds in the artificial cloud water were not substantial ˙OH sinks and likely would not reduce the effect of ˙OH on the bacteria and the reactions of ˙OH with biological and organic compounds released by the bacteria.
Fig. 1 shows the survival rates and ADP/ATP ratios of B. subtilis, P. putida, E. hormaechei B0910, and E. hormaechei pf0910 over time in the absence and presence of H2O2 or NO3− under illumination conditions. In the absence of H2O2 and NO3−, there were no significant changes in the survival rates and ADP/ATP ratios of both E. hormaechei B0910 and E. hormaechei pf0910. This is consistent with results from our previous study where we showed that the survival rates and ADP/ATP ratios of E. hormaechei B0910 and E. hormaechei pf0910 will only change at pH < 5 under illumination conditions.18 In contrast, exposure to light in the absence of H2O2 and NO3− had a significant effect on the survival rates and ADP/ATP ratios of both B. subtilis and P. putida. The concentrations of their viable cells decreased to zero after 10 hours. Consistent with their decreasing survival rates, the ADP/ATP ratios of both B. subtilis and P. putida increased with time. This indicated that exposure to light caused cell damage and lysis in both B. subtilis and P. putida. Together, these results showed that exposure to light affected the four bacterial species differently at pH 5.2.
The presence of a ˙OH photochemical precursor, H2O2 or NO3−, in the artificial cloud water medium had noticeable effects on the survival rates and ADP/ATP ratios of the four bacterial strains under illumination conditions. It took 4 hours for the concentrations of viable cells for both B. subtilis and P. putida to decrease to zero, as opposed to 10 hours when H2O2 or NO3− was absent. The concentrations of viable cells for both E. hormaechei B0910 and E. hormaechei pf0910 also decreased to zero after 6 hours, as opposed to no significant changes in their survival rates when H2O2 or NO3− was absent. Consistent with their decreasing survival rates, the ADP/ATP ratios for the four bacterial strains increased with time. The estimated [˙OH]ss values were 0.99 × 10−16 M and 0.95 × 10−16 M in experiments that used H2O2 and NO3− as ˙OH photochemical precursors, respectively. Based on work by Lallement et al. (2018),45 the bacterial cells are not expected to be a significant ˙OH sink in our experiments due to the low initial bacterial cell concentrations used. Based on the decays in the survival rates of the four bacterial strains, the half-lives for B. subtilis, P. putida, E. hormaechei B0910, and E. hormaechei pf0910 were approximately 66 minutes, 64 minutes, 92 minutes, and 103 minutes, respectively. It should be noted that all the experiments were conducted at 25 °C, which is more representative of summer to early fall conditions in warmer regions such as Hong Kong.34 Temperature is known to modulate microbial activity, including altering the rates at which the bacteria biodegrade organic compounds,49 and the number of organic compounds biodegraded.50 Thus, temperature will likely affect the survival rates and energetic states of the four bacterial strains as well.
Changes in the survival and energetic states of the four bacterial strains could be attributed to the presence of free radicals produced from the photolysis of H2O2 or NO3−. Aqueous-phase H2O2 photolysis only produces oxygen-containing free radicals ˙OH and hydroperoxyl radicals (HO2˙), whereas aqueous-phase NO3− photolysis produces nitrogen-containing free radicals nitrite (NO2˙) and nitroso (NO˙) radicals in addition to ˙OH and HO2˙.21,26 Superoxide anion radicals (O2˙−) are also formed from the deprotonation of HO2˙ (pKa = 4.8) under our experimental conditions.21 These highly reactive free radicals can disintegrate the bacterial cell wall, inactivate the function of the bacterial cell membrane, and impair the functions of enzymes.51 We expect ˙OH to cause significant damage to most biological molecules due to its high reactivity. HO2˙ can also react with biological molecules, especially unsaturated lipids via peroxidation reactions.52 O2˙− are considered to be less reactive than ˙OH but they can still cause cellular damage. More importantly, O2˙− can react with other molecules to form more reactive species that can cause more substantial cellular damage.53 Some of the free radicals (e.g., ˙NO2 and ˙NO) can also enter the cell membrane to react with functional biomolecules.54 These processes likely contributed to the observed changes in the bacterial energetic states and cell death.
Experiments were also performed to investigate how exposure to H2O2 and NO3− under dark and illumination conditions will affect the survival of B. subtilis endospores. No significant changes in the survival rates of B. subtilis endospores were observed (Fig. S3†). This could be attributed to the exterior structure of endospores, which allows them to tolerate stressors. The endospores likely resisted the free radicals because small, acid-soluble spore proteins bound to the DNA provided protection.55 The low core water content in endospores may also have reduced the ability of stressors to generate intracellularly damaging free radicals.55,56
Fig. S4† shows the time evolution of the four components during photooxidation initiated by H2O2 and NO3− photolysis. Components C1 and C2 increased at the initial onset of photooxidation (reaction time 0 to ∼3 hour). Upon further photooxidation (reaction time beyond ∼3 hour), components C1 and C2 decreased. The initial increase in components C1 and C2 could be attributed to the early stages of photooxidation being dominated by the release of proteinaceous-like matter from the bacteria as a result of cell damage and lysis. As the photooxidation progressed, reactions of the proteinaceous-like matter became increasingly important. The reactions of proteinaceous-like matter with free radicals may have occurred via H atom abstraction from C–H bonds located on amino acid side chains or the polypeptide backbone, which resulted in the functionalization of amino acid side chains, formation of protein–protein cross-linkages, and protein fragmentation.32,33 These processes could have altered the abundance, composition, and fluorescent properties of the proteinaceous-like matter, which would explain the subsequent decreasing trends of components C1 and C2. By the time the concentrations of viable bacterial cells decreased to zero, reactions of the proteinaceous-like matter dominated. Components C3 and C4 increased continuously, albeit at slower rates during the later stages of photooxidation. The increase in components C3 and C4 could partly be attributed to the release of HULIS compounds from the bacteria as a result of cell damage and lysis. Part of the increase in components C3 and C4 could also be due to their formation from the photochemical reactions of proteinaceous-like matter such as tryptophan-like and tyrosine-like molecules.61
Fig. 2 Time evolution of the intensity-weighted average DBE, O/C, H/C, and N/C of WS and WIS compounds from the four bacterial strains during photooxidation initiated by the photolysis of (a, c, e, and g) H2O2 and (b, d, f, and h) NO3−. Error bars represent one standard deviation from the mean of triplicate measurements. Comparisons of the DBE, O/C, H/C, and N/C of WS and WIS compounds at time points T1 (i.e., the time point when the survival rate of the bacterial strain first reaches zero) vs. T2 (i.e., the time point that is 6 hours after T1) are shown in Fig. S5 to S8.† |
As the photooxidation progressed (reaction time beyond 1 hour), there were little changes in the H/C and N/C values. In contrast, the DBE and O/C values decreased and increased significantly, respectively. Changes in the DBE and O/C values continued for hours even after the concentrations of viable bacterial cells had decreased to zero. This is highlighted in Fig. S5 to S8,† which compare the intensity-weighted average DBE and X/C values for the four bacterial strains at two time points T1 and T2. T1 denotes the time point when the survival rate of the bacterial strain first reaches zero, while T2 denotes the time point that is 6 hours after T1. The differences in the H/C and N/C values at T1 vs. T2 were not statistically significant (p > 0.05, Student's t-test). In contrast, the increase in the O/C values from T1 to T2 was statistically significant (p < 0.05, Student's t-test). The O/C values for the four bacterial strains, on average, increased by 0.03 and 0.03 for the WIS compounds with H2O2 and NO3− as the ˙OH photochemical precursor, respectively. The O/C values for the four bacterial strains, on average, increased by 0.04 and 0.04 for the WS compounds with H2O2 and NO3− as the ˙OH photochemical precursor, respectively. The decrease in the DBE values from T1 to T2 was also statistically significant (p < 0.05, Student's t-test). The DBE values for the four bacterial strains, on average, decreased by 0.32 and 0.35 for the WIS compounds with H2O2 and NO3− as the ˙OH photochemical precursor, respectively. The DBE values for the four bacterial strains, on average, decreased by 0.34 and 0.37 for the WS compounds with H2O2 and NO3− as the ˙OH photochemical precursor, respectively.
The increase in the O/C with photooxidation could be attributed to functionalization reactions that added oxygen-containing functional groups to the biological and organic compounds released from the bacteria. The functionalization reactions would cause an increase in the abundance of O atoms. Fragmentation reactions could also have contributed to the increase in the O/C. Some of the fragmentation reactions could have fragmented the carbon backbone of biological and organic compounds via C–C bond cleavage to form small volatile molecules that escaped into the gas phase. This would result in a decrease in the abundance of C atoms, and thus an increase in the O/C. The decrease in the DBE with photooxidation indicated a decrease in the degree of unsaturation. This could be attributed to the preferential photooxidation of aromatic and unsaturated compounds via free radical addition to the CC bonds and the preferential degradation of oligomeric compounds through photodissociation and reactions with free radicals.63
Differences in the intensity-weighted average DBE and X/C values for the WS and WIS compounds during photooxidation initiated by H2O2 photolysis vs. NO3− photolysis were statistically insignificant (p > 0.05, Student's t-test) for all four bacterial strains. This implied that the ˙OH photochemical precursor did not have a significant impact on how the composition of the released biological and organic compounds evolved as they underwent photooxidation under our experimental conditions. The statistically insignificant differences in the N/C ratios were somewhat surprising. This is because even though aqueous-phase H2O2 and NO3− photolysis both produce ˙OH and HO2˙, NO3− photolysis also produces NO2˙ and NO˙.21,26 Roughly equal quantities of NO2˙ and ˙OH are produced by NO3− photolysis.64,65 The statistically insignificant differences in the N/C ratios could be explained by NO2˙ and NO˙ typically having lower chemical reactivities than ˙OH.64–66 The reactions of NO2˙ and NO˙ with biological and organic compounds are expected to proceed via similar mechanisms to the reactions of ˙OH with biological and organic compounds. Analogous to the ˙OH reactions, the reactions of NO2˙ and NO˙ with saturated biological and organic compounds proceed via H atom abstraction, whereas the reactions of NO2˙ and NO˙ with unsaturated biological and organic compounds proceed either by H atom abstraction or the addition of NO2˙ and NO˙ to the CC bond(s).67,68 The addition of NO2˙ and NO˙ to the CC bond(s) of an unsaturated biological or organic compound could increase the number of N atoms in the compound. However, the statistically insignificant differences in the N/C ratios suggested that the reactions of unsaturated biological and organic compounds could have been dominated by ˙OH due to its high reactivity.
Several methods have been used by the atmospheric community to graphically visualize and classify peaks in complex MS datasets based on the molecular formulae and elemental ratios of the peaks, including the Van Krevelen (VK) diagram (H/C vs. O/C),69 carbon oxidation state vs. number of C atoms diagram,70 and DBE vs. number of C atoms diagram.71 To better understand how the composition of biological and organic compounds released from the four bacterial strains evolved during photooxidation, the O/C and H/C ratios of the identified WS and WIS compounds were visualized on VK diagrams, which is a commonly used tool to graphically visualize and classify compounds in cloud water.50,72 The WS and WIS compounds were categorized into seven groups based on the region of the VK diagrams that they were in according to their combined O/C and H/C ratios. Using previously reported boundaries of regions in VK diagrams, we divided the VK diagrams into seven regions: lipids, peptides, terpenoids, polyketides, unsaturated hydrocarbons, aromatic structures, and highly oxygenated compounds (HOCs) (Table S2†). A weakness of our approach is the partial overlap of some of the categories (e.g., peptides and terpenoids), which could lead to the incorrect classification of peaks that fall within these overlaps.72
Fig. 3 and S9 to S11† show the VK diagrams for the four bacterial strains at time points T1 and T2 during photooxidation initiated by H2O2 and NO3− photolysis. The VK diagrams of the WS and WIS compounds show several similar characteristics. The majority of the detected WS and WIS compounds were categorized as peptides and lipids based on their placements in the VK diagrams. This was unsurprising since proteins, amino acids, and lipids are the main components of cell membranes. The identified compounds in the VK diagrams were also classified into eight major subcategories based on the elements in their molecular formulae: CH, CHO, CHON, CHONP, CHONS, CHONSP, CHOP, and CHOS. The majority of the compounds were categorized as CHON molecules (Fig. S12†), which was unsurprising since C, H, O, and N are the most abundant elements in living organisms.
Comparisons of the VK diagrams at time points T1 vs. T2 indicated that the number of compounds in the lipids, peptides, terpenoids, and unsaturated hydrocarbons categories decreased significantly during photooxidation from time points T1 to T2. For experiments where the photooxidation was initiated by H2O2 photolysis, the number of WS compounds in the lipids, peptides, terpenoids, and unsaturated hydrocarbons categories for the four bacterial strains decreased, on average, by 58%, 62%, 49%, and 26%, respectively. For experiments where the photooxidation was initiated by NO3− photolysis, the number of WS compounds in the lipids, peptides, terpenoids, and unsaturated hydrocarbons categories for the four bacterial strains decreased, on average, by 62%, 60%, 52%, and 33%, respectively. The percentage decreases in the number of WIS compounds from T1 to T2 were mostly smaller compared to the corresponding percentage decreases in the number of WS compounds. For experiments where the photooxidation was initiated by H2O2 photolysis, the number of WIS compounds in the lipids, peptides, terpenoids, and unsaturated hydrocarbons categories for the four bacterial strains decreased, on average, by 32%, 28%, 31%, and 22%, respectively. For experiments where the photooxidation was initiated by NO3− photolysis, the number of WIS compounds in the lipids, peptides, terpenoids, and unsaturated hydrocarbons categories for the four bacterial strains decreased, on average, by 36%, 26%, 32%, and 53%, respectively. The observed decreases suggested that compounds that were classified in these four categories were more susceptible to reactions.
Reactions of WS and WIS compounds during photooxidation are expected to be driven primarily by ˙OH under our experimental conditions. Compounds with CC bonds typically react quickly with ˙OH. Terpenoids and unsaturated hydrocarbons are classes of compounds with CC bonds. Some peptides (e.g., those with tryptophan and tyrosine residues) and lipids (e.g., polyunsaturated fatty acids) also have CC bonds. Thus, the presence of highly reactive compounds with CC bonds in the lipids, peptides, terpenoids, and unsaturated hydrocarbons categories could explain why the number of WS and WIS compounds in these four categories decreased significantly during photooxidation from time points T1 to T2. It should be noted that this simple comparison method that we used to identify the compound categories that were more susceptible to reactions is not quantitative. This is because the peak intensities of many compounds in the mass spectra likely changed as a result of photooxidation but without the disappearance/formation of peaks.
Fig. 4 and S13† show the time evolution of the number of WS and WIS compounds detected during photooxidation initiated by H2O2 and NO3− photolysis. The total number of WS and WIS compounds increased and then decreased with photooxidation. The time points when the number of WS and WIS compounds peaked were different. For B. subtilis and P. putida, the total number of WS and WIS compounds peaked at around the 4th hour of photooxidation, which coincided with the time point when their viable cell concentrations reached zero. For E. hormaechei B0910 and E. hormaechei pf0910, the total number of WS and WIS compounds peaked at around the 6th hour of photooxidation, which coincided with the time point when their viable cell concentrations reached zero. It is worth noting that for B. subtilis and P. putida, the total number of WS and WIS compounds increased almost continuously when H2O2 and NO3− were not present in the illuminated solution (Fig. S14†). WS and WIS compounds were not detected for E. hormaechei B0910 and E. hormaechei pf0910 when H2O2/NO3− was absent from the illuminated solution.
The initial increase in the total number of WS and WIS compounds during photooxidation initiated by H2O2 and NO3− photolysis could be attributed to the early stages of photooxidation being dominated by the release of biological and organic compounds from the bacteria as a result of cell damage and lysis. Based on Fig. 4 and S13,† majority of the WS and WIS compounds released by the bacteria were categorized as lipids, peptides, and terpenoids according to their combined H/C and O/C ratios. As the photooxidation progressed, reactions of the released biological and organic compounds became increasingly important. By the time the concentrations of viable bacterial cells decreased to zero, reactions of the biological and organic compounds started to dominate. This could explain why the total number of WS and WIS compounds for the four bacterial strains peaked at time point T1, which is when their concentrations of viable cells first reached zero.
Depending on the molecular structure of the biological/organic compound, its reaction with ˙OH will proceed either by H atom abstraction or by ˙OH addition to CC bonds. The reaction steps following the initial H atom abstraction or ˙OH addition step will lead to the addition of polar, oxygen-containing functional groups (functionalization) and/or breaking of the carbon skeleton via C–C bond cleavage (fragmentation). UPLC-MS analysis was performed using a HILIC column, which is highly effective in separating polar compounds and is widely used in the proteomic and metabolomic fields to detect biomarkers, nucleosides, nucleotides, amino acids, peptides, and proteins.73 Thus, our UPLC-MS methodology should allow us to detect compounds with added polar, oxygen-containing functional groups from both fragmentation and functionalization reactions. However, only compounds within the m/z range of 100 to 1200 were detected. This indicated that compounds with molecular weights <100 Da formed from fragmentation reactions were not detected due to poor separation in UPLC and/or inefficient ionization by ESI. Fragmentation reactions could also have formed small volatile molecules that escaped into the gas phase and thus were not detected by UPLC-MS. Taken together, the decrease in the total number of WS and WIS compounds beyond time point T1 suggested that fragmentation reactions played a major role in the photooxidation.
EEM fluorescence, TOC, and TN measurements were performed on the molecular weight-fractionated filtrates to provide insights into how the composition of molecular weight-fractionated compounds evolves during photooxidation. Fig. 5, S16 and S17† show the time evolution of the TOC and TN concentrations of molecular weight-fractionated filtrates of the four bacterial strains during photooxidation initiated by the photolysis of H2O2 and NO3−. The combined TOC and TN concentrations from the five molecular weight-fractionated filtrates increased before tapering off. The time points at which the combined TOC and TC concentrations started tapering off were associated with the bacterial survival rates. For B. subtilis and P. putida, the TOC and TN concentrations started to taper off at around the 4th hour of photooxidation, which coincided with when their survival rates reached zero. For E. hormaechei B0910 and E. hormaechei pf0910, the combined TOC and TN concentrations started to taper off at around the 6th hour of photooxidation, which coincided with when their survival rates reached zero.
Compounds with molecular weights >3 kDa were the main contributors to the combined TOC and TON concentrations in the 1st hour of photooxidation. However, the contributions of the five molecular weight-fractionated filtrates to the combined TOC and TON concentrations changed as the photooxidation progressed. The TOC and TON contributions of compounds in the 3 to 10 kDa, 10 to 30 kDa, and 30 to 50 kDa filtrates mostly increased and then decreased with photooxidation. Out of the three forementioned filtrates, the TOC and TON contributions of the 30 to 50 kDa filtrate peaked at the earliest reaction time, followed by the 10 to 30 kDa filtrate and then the 3 to 10 kDa filtrate. The TOC and TON contributions of the >50 kDa filtrate mostly decreased with photooxidation, whereas the TOC and TON contributions of the <3 kDa filtrate increased with photooxidation. The time evolution trends of the five molecular weight-fractionated filtrates indicated that the lower molecular weight compounds mostly originated from fragmentation reactions of higher molecular weight compounds. There was little change in the TOC and TN concentrations of the <3 kDa filtrate from the 6th hour to the 12th hour of photooxidation. This was somewhat surprising since the total number of WS compounds detected by UPLC-MS decreased noticeably during the later stages of photooxidation (Fig. 4). This suggested that the decrease in the total number of WS compounds detected by UPLC-MS could be largely due to the fragmentation reactions forming small molecules that remained in the solution but were not detected by UPLC-MS due to poor separation in UPLC and/or inefficient ionization by ESI. However, we cannot discount the possibility that the instrument used for TOC and TN measurements was not sensitive enough to detect small decreases in the TOC and TN concentrations caused by the volatilization of small molecules formed from fragmentation reactions.
Fig. 6 and S18† show the time evolution of the four PARAFAC-extracted components in the five molecular weight-fractionated filtrates from the four bacterial strains during photooxidation initiated by the photolysis of H2O2 and NO3−. All the molecular weight-fractionated filtrates of the four bacterial strains contained the proteinaceous-like C1 and C2 components (tryptophan-like and tyrosine-like chromophores, respectively). In general, the C1 and C2 components in the five molecular weight-fractionated filtrates increased and then decreased with photooxidation. The time points at which the C1 and C2 components in the filtrates peaked were inversely correlated with the fractionated molecular weights. The >50 kDa filtrate peaked first, followed by the 30 to 50 kDa, 10 to 30 kDa, 3 to 10 kDa, and <3 kDa filtrates. This indicated that the lower molecular weight proteinaceous-like matter mostly originated from fragmentation reactions of higher molecular weight proteinaceous-like matter. These time evolution trends highlighted the important role that fragmentation reactions play in the photooxidation process.
Unlike the proteinaceous-like C1 and C2 components, the HULIS C3 and C4 components (HULIS-1 and HULIS-2 chromophores, respectively) were present mainly in the <3 kDa filtrate. This indicated that the HULIS components were present primarily as lower molecular weight compounds (<3 kDa). The C3 and C4 components in the <3 kDa filtrate increased before decreasing slightly at around the 8th hour of photooxidation. The increase in C3 and C4 components could be attributed in part to the release of HULIS compounds from the bacteria as a result of cell damage and lysis. Part of the increase in components C3 and C4 in the <3 kDa filtrate was also due to their formation from fragmentation reactions of higher molecular weight (>3 kDa) proteinaceous-like matter.61 This would explain the small decrease in the C3 and C4 components during the later stages of the photooxidation since their formation from fragmentation reactions of higher molecular weight (>3 kDa) proteinaceous-like matter in the C1 and C2 components mostly offset their decay caused by their reactions with ˙OH and other reactive species. The increase in the more oxygenated HULIS C3 component could also be partly due to its formation from functionalization reactions of the less oxygenated HULIS C4 component.60
The damage and lysis of bacterial cells caused by the aqueous-phase interactions of live bacteria with ˙OH resulted in the release of a variety of biological and organic compounds, which underwent photooxidation with ˙OH (and other reactive species). Our chemical analysis revealed that the molecular weights of some of the released biological and organic compounds were >50 kDa. It should be noted that even though the duration of each experiment was set to 12 h to simulate a 12 h daytime period, the release and subsequent photooxidation of biological and organic compounds occurred at substantially shorter timescales. In all instances, biological and organic compounds were detected within the 1st hour of the experiment. This implied that the release of biological and organic compounds by live bacteria as a result of their aqueous-phase interactions with ˙OH would occur within the atmospheric lifetime of a cloud droplet. Furthermore, given that the [˙OH]ss in our experiments are on the lower end of the range of ˙OH concentrations in atmospheric cloud water, the release and subsequent photooxidation of biological and organic compounds during aqueous-phase interactions between ˙OH and live bacteria in cloud droplets can potentially occur on timescales shorter than 1 h in the atmosphere.
UPLC-MS provided molecular-level insights into how biological and organic compounds with molecular weights <3 kDa were transformed during photooxidation. The O/C, H/C, and N/C ratios increased at the initial onset of photooxidation. As the photooxidation progressed, there were few changes in the H/C and N/C, whereas the O/C continued to increase for hours after all the bacterial cells had died. The increase in the O/C with photooxidation was due to a combination of functionalization and fragmentation reactions, which increased the O content and decreased the C content, respectively. Unsaturated compounds were observed to be more prone to reactions with ˙OH, likely through ˙OH addition to the CC bonds. The decrease in the number of compounds detected by UPLC-MS as the photooxidation progressed highlighted the important role of fragmentation reactions. This was corroborated by the time evolution of molecular weight-fractionated compounds measured by EEM fluorescence spectroscopy, which showed that proteinaceous-like matter with molecular weights ranging from <3 kDa to >50 kDa and HULIS-like matter with molecular weights <3 kDa were released during bacterial cell damage and lysis. The time evolution of the fluorescence signals of the molecular weight-fractionated proteinaceous-like matter and HULIS-like matter indicated that lower molecular weight proteinaceous-like matter and HULIS-like matter mostly originated from fragmentation reactions of higher molecular weight proteinaceous-like matter.
Overall, our results provide new insights at the process level into the daytime interactions between live bacteria and ˙OH in clouds. These interactions can negatively impact the survival and energetic states of bacteria, which has important implications for our understanding of how bacteria influence the composition of organic matter in clouds. Microbiological–chemical interactions between organic matter and live bacteria can influence the composition of organic matter in clouds because these interactions can lead to the biodegradation of small organic compounds such as organic acids, phenolic compounds, amino acids, formaldehyde, and methanol.18,49,78–81 However, enhanced bacterial mortality due to interactions with ˙OH will reduce the influence of microbial activity on the composition of small organic compounds in these cloud droplets. Conversely, the release of biological and organic compounds from the bacteria during cell damage and lysis and the subsequent transformation of these compounds during photooxidation will contribute to the organic matter composition in these cloud droplets. Furthermore, the release of biological and organic compounds can occur at timescales as short as 1 h from the start of ˙OH-live bacterium interactions, thus highlighting the efficiency of these interactions in contributing to the organic matter composition in cloud droplets.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d3em00090g |
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