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PLOS ONE logoLink to PLOS ONE
. 2023 Oct 18;18(10):e0286988. doi: 10.1371/journal.pone.0286988

A spatially uniform illumination source for widefield multi-spectral optical microscopy

İris Çelebi 1,#, Mete Aslan 1,#, M Selim Ünlü 1,2,3,*
Editor: Kun Chen4
PMCID: PMC10584126  PMID: 37851606

Abstract

Illumination uniformity is a critical parameter for excitation and data extraction quality in widefield biological imaging applications. However, typical imaging systems suffer from spatial and spectral non-uniformity due to non-ideal optical elements, thus require complex solutions for illumination corrections. We present Effective Uniform Color-Light Integration Device (EUCLID), a simple and cost-effective illumination source for uniformity corrections. EUCLID employs a diffuse-reflective, adjustable hollow cavity that allows for uniform mixing of light from discrete light sources and modifies the source field distribution to compensate for spatial non-uniformity introduced by optical components in the imaging system. In this study, we characterize the light coupling efficiency of the proposed design and compare the uniformity performance with the conventional method. EUCLID demonstrates a remarkable illumination improvement for multi-spectral imaging in both Nelsonian and Koehler alignment with a maximum spatial deviation of ≈ 1% across a wide field-of-view.

Introduction

The illumination quality is of paramount importance for optical microscopy. Uneven illumination is a persistent issue for imaging techniques, particularly for widefield microscopy applications [13]. In many imaging applications, light sources, such as light emitting diodes (LEDs), lasers, or lamps, cannot be used directly since they provide uneven light output distribution. Thus, multiple optical elements are required to increase the quality of the illumination in typical imaging systems. However, these elements introduce a convoluted optical transfer function that affects the spatial and spectral uniformity. The most common visible effect of the non-ideal, limited numerical aperture (NA) optics is vignetting [1, 4]. For imaging applications, such as quantitative fluorescence microscopy, uniform excitation of the sample is critical for correct characterization of measured fluorophore response [5]. Another application example is optogenetics where spatiotemporal control of uniform and high-power excitation across the sample is crucial [6, 7]. Interferometric Reflectance Imaging Sensor (IRIS) [8], biosensing platform for accurate characterization of binding kinetics, provided the initial motivation for the illumination device described in this study. For the IRIS system, illumination uniformity drastically affects the detection accuracy and sensitivity for picometer level increments of biomass accumulation. Therefore, design of the illumination source that can compensate for non-uniformities in the optical system is essential for numerous imaging and optical sensing applications.

Critical (or Nelsonian) alignment is one of the simplest illumination configurations where the light source is imaged on the object (sample) plane. Although this approach provides efficient light coupling in the system, which can be crucial for high signal-to-noise ratio, the underlying limitation is further compromising the light homogeneity. In modern light microscopy, Koehler illumination is preferred over critical illumination, where the image of the light source is defocused on the object plane and its conjugate planes. Therefore this method provides superior uniformity at the cost of total light power and requires additional optical elements. However, the common issue of vignetting persists in both configurations. To compensate for this effect, custom components have been introduced in literature. Mau et al. [5] proposed a laser scanning technique (ASTER), which employs 2D galvomirror to scan the entire field of view to have uniform excitation in single molecule localization microscopes. Coumans et al. [9] introduced two microlens arrays to a commercial epiflourescence microscope to flatten the illumination profile and Model et al [3] utilized concentrated fluorophore solutions to correct the spatial heterogeneity of the field, which cannot be applicable to the label-free microscopy. Thus, although the aforementioned methods increase illumination homogeneity, they require systems that significantly increase the overall complexity and cost. Computational methods have also been developed for image corrections [10] to avoid introducing optical complexity to the system, however they fail to fully compensate for the excitation field distortion [2] and real-time signal readings.

A particularly challenging microscopy method for illumination design is multi-spectral imaging (MSI), where field uniformity across the different spectral channels plays a key role for accurate interpretation of the signal [11]. Over the last 25 years, the advances in visible light emitting devices (LEDs) have presented unprecedented capabilities in multi-spectral light sources that provide compact, high-power and user-controlled color illumination. However, achieving homogeneous excitation for separate wavelength channels requires precise alignment for the illumination optics. The conventional multi-spectral illumination for MSI involves combining collimated beams at different wavelengths along a common optical path using dichroic beamsplitters and/or dichroic mirrors [12, 13]. These elements require diligent selection of illumination wavelengths, as well as increasing the total cost of the entire illumination system. The resulting illumination quality is also sensitive to optical alignment.

In this study, we present an LED based light source with an adjustable field profile, termed Effective Uniform Color-Light Integration Device (EUCLID). EUCLID, similar to a standard integrating sphere (IS), employs a hollow cavity with: a diffuse scattering surface, entrance ports for the light source and an exit port. The significant novelty of EUCLID is the introduction of conical geometry allowing for design optimization. The hollow cavity is engineered to improve the light coupling efficiency and field uniformity for different illumination configurations. We perform OpticStudio (Zemax) simulations to study the relationship between apex angle of the conical cavity of EUCLID and light output characteristics. We also examine and compare the field uniformity provided by different light sources under critical and Koehler illumination configurations. The primary finding of this study is the overall improvement in a critical illumination method with both single narrow band and multi-color imaging in comparison to the preferred standard in microscopy. We demonstrate the direct impact of EUCLID in imaging quality, providing a remarkable illumination uniformity with < 1% intensity deviation across different input source channels and ≈ 1% spatial light intensity variation within the full FOV (5mm x 7mm and 2mm x 2.8mm for 2x and 5x objective lenses, respectively) of our system. We finally test the color integration performance of EUCLID when it is coupled to a multi-mode fiber to demonstrate its applicability for other illumination configurations.

Materials and methods

Design of EUCLID

Interferometric reflectance imaging sensor (IRIS) [8], introduces the fundamentals of utilizing diffuse reflections for mixing spatially separated LED sources and achieving a more uniform field profile. The system employs an integrating sphere in an unconventional manner. Integrating spheres evenly spread the input light by multiple reflections over the hollow cavity, therefore they are conventionally used for a variety of photometric or radiometric measurements. However, the IRIS systems have leveraged the beam produced by multiple diffusive reflection to obtain a light source with constant radiance (W/m2/str) profile for all different color LED sources. This technique has also been evaluated for hyperspectral imaging by utilizing a diffuse scattering dome [11], and has shown as an effective method of achieving spatial homogeneity of discrete light sources. Therefore, we obtain effective mixing of multi-spectral LED sources in the conventional IRIS system by utilizing an integrating hollow cavity.

In IRIS systems, the sample is illuminated with common path reflectance mode, with either Koehler [14] or critical [8] illumination techniques. Although sufficient color mixing is achieved, the overall efficiency of light coupling is reduced given that the source profile (constant radiance) is not optimized for the finite-NA illumination optics. We have selected a conical hollow cavity geometry for EUCLID, to concentrate the light within the illumination path NA. The conical structure provides an intuitive geometry to confine the output rays into a prescribed cone. The geometry also enables a simple path for further modification of the cavity, since the light output emanates predominantly from the scattering on the base of the cone. The effect of conical geometry was studied by performing Non-Sequential ray tracing analysis on OpticStudio as it is described in OpticStudio Simulations section. Fig 1a shows the spherical and conical geometries and Fig 1b demonstrates the improvement of power confinement for a 0.25NA condenser lens. Conical LID provides 40% more power to the system than an ideal integrating sphere when the output port to internal area ratios are the same. However, for practical considerations, such as finite dimension of light input ports to match the LED size, external dimensions of the LIDs have limitations. For the same external sizes, a conical cavity has significantly smaller internal surface area compared to a spherical cavity, especially for small apex angles. For instance, the conical LIDs that we produced for this study have apex angles of 23° and 15° yielding ≈ 3 to ≈ 5 fold reduced in internal surface area, respectively. Considering total light output scales with the number of average reflections, LID efficiency depends on this port ratio by a power law [15]. In the Power Efficiency due to Conical Geometry section, we compared output efficiency of different geometric shapes with the same port ratio, drastically underestimating the improvement afforded by EUCLID design for practical LIDs.

Fig 1. Demonstration of light confinement offered by the conical geometry.

Fig 1

The sketch of simulated geometries (a). Total enclosed power with respect to polar angle graph obtained from OpticStudio simulations (b). Supplied power to the LIDs is set to 1 Watt.

After the light coupling analysis and validation of simulations for the conical cavity, we modify the geometry further, to shape the output field profile to achieve improved uniformity. In an aberration-free imaging system, irradiance of point A on the image plane, EA is defined by

EA=L(θ,ϕ)cos(θ)dΩ (1)

where L(θ, ϕ) is the radiance and the limit of this integral is determined by the physical limits of the exit pupil. If the radiance in Eq 1 is constant, i.e., Lambertian source is used, then irradiance at point A is proportional to the projected solid angle subtended by the exit pupil according to point A [16]. Thus, for an on-axis point, the exit pupil spans more area in the directional cosine space than for an off-axis point, which results in a bright spot at the center of the image plane. The irradiance uniformity degrades even further if other aberration causes, such as cosine-fourth law and pupil aberration, are considered [17]. To mitigate these issues, complex illumination source and lens designs are introduced and varying aperture configurations are studied in the literature [1, 9].

The simple design of EUCLID however, allows intuitive design optimization without further complicating the optics. Thanks to its conical geometry and small output port dimension, the radial distribution of the output depends only on the light rays scattered from the back surface (base of the cone). Thus, by engineering the back surface structure, the output radiance can be altered such that the finite-size aperture and aberration effects can be alleviated to achieve a uniform field profile. We opted for a design given in Fig 2 where the output radiance can be controlled and changed with a movable rod for different imaging systems with different exit pupil sizes. Note that the rod material is identical to the hollow cavity material.

Fig 2. Design and adjustable field performance of the EUCLID.

Fig 2

3D model of EUCLID, adjustable rod positioned at 0mm (a) and 15mm (b). Simulation of output radiance profiles (c), the cross section (d) and heatmaps (e) of intensity images of the sample acquired from the setup given in S1 Fig for different rod positions. Rod positioned at 0mm corresponds to nominally flat base surface of the cone. The scale bar is 500μm.

The geometry of the cavity shape indicates that the majority of output light is scattered from the base of the cone. Therefore, the diameter of the movable rod, namely the diameter of the guiding hole on the back surface, given in Fig 2, affects the output radiance of EUCLID. It is possible to define the lower bound of output ray exit angles, θp, when the rod position is at infinity, effectively creating a hole (namely a light trap) on the back surface. Using geometrical arguments (see S4 Fig), this pass angle, θp, can be defined as

θp=tan-1(D2-output2h) (2)

where D and ⌀output are the diameters of guiding hole and output port, respectively and h is the height of the conical cavity. In the presence of the movable rod, the output radiance can be tuned to compensate the vignetting effects. Specifically, EUCLID can compensate the drop in the high-frequency components of the illumination transfer function, typically due to finite-sized circular lenses employed in imaging systems and optical aberrations.

The selection of optimal D value for two different illumination conditions is explained in the Supplementary Materials. We fabricated three different back surfaces with 3/16’, 1/4” and 5/16” guiding holes which are compatible with commercially available PTFE rods and tested two conical LIDs with 15° and 23° apex angle combining them with the three back surfaces. This design flexibility allows EUCLID to perform robustly for illumination configurations composed of different optical elements (See S5 Fig).

OpticStudio simulations

The effect of conical geometry was studied by performing Non-Sequential ray tracing analysis on OpticStudio for various light integrating devices (LIDs). For this purpose, we created 7 different conical light integrating devices and 1 integrating sphere whose port fractions, i.e. the ratio of output port and internal area, were designed to be identical. The apex angle of the conical LIDs was swept from 10° to 30° with a 5° step size and the output port diameter was selected as 5 mm for all devices. We used built-in objects to construct the LIDs and IS, and internal coatings were set to have a Lambertian scattering profile with 99% reflectivity. We placed two rectangular detectors on the back surface and output of the conical LIDs to validate light distributed evenly inside the conical structure. The total radiant flux within the far-field polar angles was calculated from the output light distribution, measured on the polar detector with a radius much larger than the output port dimensions (rpolar detector = 60 mm). We have measured the output radiance of each LID from the rectangular detector placed on the output ports. We also coupled EUCLID to a multi-mode fiber and achieved uniform output field profiles for different color channels. This indicates that EUCLID can be employed in applications where spatiotemporal control of uniform excitation is crucial, such as optogenetics. With temporal control of the different color LED input stimulation, EUCLID can also provide multi-color pulsed illumination and be employed in optogenetics applications since it offers high power illumination with even distribution on wide FOVs.

Results and discussion

Power efficiency due to conical geometry

We first analyzed the light confinement characteristic of conical geometry by OpticsStudio simulations. As the simulation parameters are explained in the OpticStudio Simulations section, we determined optimal apex angles for different commercial condenser lenses employed in 4-f Koehler system or critical illumination configuration. Given in Fig 3, the total coupled optical power is maximized when the apex angle of EUCLID matches with the acceptance angle of the first condenser lens.

Fig 3. Power coupling simulation results.

Fig 3

Total enclosed power with respect to polar angle graph calculated by Non-sequential ray tracing simulations. Full output characteristic of various conical LIDs (a). Zoomed sections of the left figure (b), (c), (d), (e). Best performing conical LID is indicated with the bold lines. The acceptance angles for the lenses are 32.29°, 22.28°, 17.66° and 10.70° for lens 1, 2, 3 and 4, respectively.

To test and compare the experimental light coupling performances of EUCLID and IS, we have built a conventional IRIS system [8] with a 50mm condenser lens in the illumination path (See S1 Fig). In the imaging system, we employed a 2X 0.06NA (CFI Plan Achro) objective lens to focus the illumination light on the a reflective silicon substrate and image the sample plane with a CMOS camera (BFS-U3–70S7M-C). The CMOS readings were recorded for analyzing light coupling performances of LIDs under identical experimental settings. Table 1 summarizes the power analysis and compares the performances of an integrating sphere with two different conical LIDs. For this analysis, we fist measured the total output powers and compared the total intensity readings which were acquired from our setup. Although the total output flux from the conical LIDs are decreased, the confined flux within the system is increased by 28% and 58% for 23° conical and 15° conical LIDs, respectively. We fabricated our proof-of-concept LIDs from a PTFE block (reflectivity 95%) which cost under $50. Additionally, the output power of LIDs can be increased using commercial materials or coatings with higher reflectivity around 99% (i.e. Spectralon—LabSphere).

Table 1. Light coupling performances of LIDs.

Device Output Power (mW) Power Ratio (EUCLID/IS) Reading Ratio (EUCLID/IS)
IS 102.4 - -
23° Conic 91.8 0.9 1.28
15° Conic 76.5 0.75 1.58

Adjustable field profile

We have simulated the effect of the rod position on output radiance. As the results in Fig 2c (also S2 Fig) indicate, output radiance can be fully controlled by changing the rod position which is desired to compensate the cosine-fourth and vignetting effects for different imaging systems. Finally, to experimentally validate the performance of EUCLID, we have illuminated and imaged a flat SiO2-Si substrate with the setup (see S1 Fig) and achieved an ultimate profile uniformity with 1.01% min-max deviation along the horizontal cross section (Fig 2d).

To test the uniformity performance of EUCLID, we have compared different illumination configurations for both critical and Koehler alignment. In this experimental setup (see S1 Fig) a 5x 0.15NA (TU Plan Flour) objective and a narrow band LED were used. All of the LIDs have identical output port diameter, resulting in identical illumination area. In order to quantify field uniformity for the resulting raw images, we have defined a parameter termed ‘uniformity region’, where the normalized intensity deviation is under a certain threshold (for instance 1% or 0.5%). The radii of these regions provide a quantitative metric to compare performance of different illumination configurations, the calculation for these regions is explained in the S1 Appendix. The uniformity regions for all sources are illustrated in Fig 4 and the calculated radii of 1% and 0.5% uniformity regions are given in Table 2. We have also compared the performance of EUCLID with the previously reported flat-fielding solutions. The results were given in S1 Table.

Fig 4. Uniformity regions of different illumination sources.

Fig 4

The red and green circles indicate the area where the irradiance profile deviation is < 1% and < 0.5%, respectively. The uniform irradiance circles are shown for: direct LEDs (a), spherical LID (b), EUCLID (d) in Koehler alignment; spherical LID (c), EUCLID (e) in critical alignment. The scale bar is 200μm.

Table 2. Radii of uniformity regions.

Source Koehler Critical
1% 0.5% 1% 0.5%
Direct LED 580 pxl 110 pxl - -
IS 705 pxl 560 pxl 670 pxl 495 pxl
EUCLID Full FOV (1581 pxl) 710 pxl Full FOV (1581 pxl) 630 pxl

EUCLID, when the rod is positioned at 2mm and 6mm away from the back surface for Koehler and critical setup respectively, outperforms the integrating sphere and the standard approach of direct LEDs with a Koehler setup. Our design succeeded to obtain a 1.05% max-min deviation across the entire FOV.

Multi-spectral illumination and fiber coupling

Uniform illumination profile for different wavelength channels is essential for MSI techniques. It is practically challenging to achieve a uniform multi-wavelength illumination profile with commercial flat-fielding solutions such as refractive or diffusive optics elements [18, 19] since one has to apply these solutions to different wavelength sources separately and then combine all the output profiles through dichroic elements on the same spatial location. Previously reported field correction systems, ASTER [5], Kohler integrator [20] or [21], can be used only if the different wavelength sources are combined through with such dichroic elements after their proposed field correction. Thus, this increases the cost of the total system significantly depending on the number of wavelengths required for a given setup. However, the light integrating devices allow mixing separate wavelength sources by multiple reflections inside the cavity and output only one uniform profile, which simplifies the correction method and reduces it to a single component. We have demonstrated the imaging improvement using an integrating cavity, with a 3-channel multi-spectral image cube we acquired from separate color channels. Using a monochrome camera with fixed optics, we have sequentially turned on different LED channels (633nm, 517nm and 453nm dominant, OSRAM LZ series) and acquired separate images. We then created the pseudo RGB images after normalizing each channel to account for variations in die brightness. The pseudo RGB images were created for three different illumination path conditions: direct LEDs, spherical LID, EUCLID in Koehler alignment. To create these images, we have normalized each monochrome measurement with respect to the peak value of their histograms, i.e. their means. Then, we have analyzed the MSI uniformity performances by examining the brightness deviations with respect to other channels across the FOV and the standard deviation along the color channel dimension was recorded for each pixel. Fig 5 shows the horizontal cross sectional view of color deviation for each condition. As expected, without the use of an integrating device, we observed a poor color mixing performance and effectively a reduced uniformly illuminated FOV. EUCLID showed a remarkable color uniformity performance with an average deviation of less than 1%.

Fig 5.

Fig 5

Pseudo RGB images (top) and respective spectral deviation %, across the horizontal cross section (bottom). Direct LEDs (a), Spherical LID (b), EUCLID (c) in Koehler alignment. Contrasts are enhanced for better visualisation. The scale bar is 200μm.

Multi-mode fibers can be used for compact and convenient multi-spectral light delivery in microscopy [22]. We studied the spectral mixing performance of EUCLID for fiber-optic applications, as an additional evaluation. We coupled the light sources to the fiber facet (Thorlabs M93L02, ⌀core = 1.5mm, 0.39NA), and imaged the output of the fiber to analyze field profiles with respect to separate source channels (See S4 Fig). We used a lens pair, 200mm and 30mm, to couple the light sources into the core, by matching the fiber NA. The system was aligned for the 453 nm dominant channel for both illumination systems and the optical alignment was kept fixed. We then acquired images for the remaining spectral channels and created the psuedo RGB images shown in Fig 6. The direct LED coupling suffered from spatial separation of LED dies, resulting in an uneven field with peripheral and central concentration of separate channels. EUCLID maintained a uniform spatial and spectral profile, like an IS. However, EUCLID can confine more light into smaller NA which would increase the coupling efficiency. It is also possible to connect fibers directly to the output of EUCLID when its apex angle and output diameter is designed to match with fiber dimensions and its NA.

Fig 6. Pseudo RGB images of fiber facet.

Fig 6

Output of EUCLID (a) and direct LEDs (b) are coupled to the input end of the fiber. The scale bar is 200μm.

Conclusion

In summary, we have demonstrated the light coupling and multi-spectral illumination performance of EUCLID. Although certain parameters of EUCLID has to be chosen in the fabrication process, the cost-effective material and modular design allows for testing different combinations of these parameters to effectively optimize for a given system. We have validated the feasibility of EUCLID as the light source in various widefield imaging systems, and an effective spatial uniformity correction. Moreover, its design also allows to combine different conical parts with various back surface structures. This intuitive conical geometry and an adjustable cavity serves the purpose of introducing a novel design parameter for light illumination devices and EUCLID can accommodate and correct for imaging systems with different effective transfer functions, elements and alignment. With temporal control of the different color LED input stimulation, EUCLID can provide multi-color pulsed illumination over a wide FOV.

Supporting information

S1 Fig. Optical setup.

Detailed schematics of the imaging setups. Left: with critical illumination, Right: Koehler illumination. The light integration devices (LIDs) or direct LED dies were aligned to the imaging optics in identical conditions to acquire field profiles.

(TIF)

S2 Fig. Output radiance simulations.

Output Radiance cross sections of EUCLID with 5 mm output port and rod diameter when rod is positioned different locations. Left: Output radiance for all polar angles. Acceptance angle is defined by lens 3 in Fig 3. Right: Zoomed section of left graph for angles that lies within the acceptance angle.

(TIF)

S3 Fig. Fiber performance setup.

Schematic of the imaging setups for fiber alignment, with direct LEDs (right) and with EUCLID (left). The light output of direct LED dies and the EUCLID were coupled to the fiber tip by a lens pair for demagnification. The output of the fiber tip is then imaged by using the same collection optics as previous setups.

(TIF)

S4 Fig. Ray approach for EUCLID.

Toy picture of the EUCLID geometry where the output ray with the minimum exit angle is indicated. h is the height, ⌀output is the output port and D is the guiding hole diameter of the EUCLID.

(TIF)

S5 Fig. Performance of non-optimized EUCLID.

Horizontal cross sections of two different non-optimized EUCLID in different illumination configurations. EUCLID with rod diameter 1/4” (a,c) is tested under critical illumination configuration. Normalized heatmap (c) and corresponding horizontal cross sections for different rod positions (a) are indicated. EUCLID with rod diameter 3/16” (b,d) is tested under Koehler illumination configuration. Normalized heatmap (d) and corresponding horizontal cross sections for different rod positions (b) are indicated.

(TIF)

S1 Table. Comparison of different flat-fielding systems.

First two metrics in the table, plateau uniformity and flatness factor, is defined in the ISO 13694:2000 standard [23] for continuous waves. The metric values, expect EUCLID’s and IS’s, is taken from corresponding references [20, 21, 24]. The ISO values for [1820] is characterized without the effect of the external optical element, such as objective and tube lenses, dichorics or beam splitters, etc. The commercial refractive elements, TopShape and PiShaper, also require spatial filtering of the input beam. The values for the remaining are calculated in a common epi-illumation system, where the effects of the external components are considered. Performance metrics of different flat-top illumination system, where the effects of the external components are considered.

(PDF)

S1 Appendix. Custom MATLAB Code to Determine Uniformity Regions.

To quantify the illumination profile uniformity, we have defined uniformity regions as the largest area enclosed, that yield a normalized intensity deviation under 1% or 0.5%. We calculated the radii of the regions with a custom MATLAB algorithm. The algorithm initializes the ROI with a circular region (radius of 25 pixels) and compares the mean values of the current ROI to the annulus (with a thickness of 10 pixels) just outside of the initial region. If the average absolute brightness deviation of the annulus, compared to the previous ROI, is within the specified range (1 or 0.5%) the algorithm continues to evaluate the absolute brightness deviation in the next annulus with the same thickness, just outside of the previous annular ROI. The algorithm iterates until the specified annular ring indicates that the uniformity level has decreased below the specified range or the radii hits the corner of the FOV. The uniformity regions for all sources are illustrated in Fig 4 and the calculated radii of 1% and 0.5% uniformity regions are given in Table 2 in the manuscript. We also applied Gaussian filter (σ = 5) to remove the small artefacts on the sample, such as dust particles, etc.

(PDF)

S2 Appendix. Geometric optics approach to determine optimal EUCLID parameters.

(PDF)

Acknowledgments

The authors acknowledge Nevzat Yaraş of iRiS Kinetics for valuable help in the fabrication of LIDs.

Data Availability

All relevant data are within the paper and its Supporting information files.

Funding Statement

M.S.Ü. received the following awards which funded the research work presented in this study. National Institutes of Health, NIH B-BIC RADx (U54HL119145) (https://www.nih.gov/); National Science Foundation, NSF-TT PFI (1941195) (https://www.nsf.gov/). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

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Decision Letter 0

Kun Chen

16 Jan 2023

PONE-D-22-33508A spatially uniform illumination source for widefield multi-spectral optical microscopyPLOS ONE

Dear Dr. Celebi,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.

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Kind regards,

Kun Chen, Ph.D

Academic Editor

PLOS ONE

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Comments to the Author

1. Is the manuscript technically sound, and do the data support the conclusions?

The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented.

Reviewer #1: Yes

Reviewer #2: Partly

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2. Has the statistical analysis been performed appropriately and rigorously?

Reviewer #1: Yes

Reviewer #2: Yes

**********

3. Have the authors made all data underlying the findings in their manuscript fully available?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #1: Yes

Reviewer #2: Yes

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Reviewer #1: Yes

Reviewer #2: Yes

**********

5. Review Comments to the Author

Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #1: Celebi et al present a novel method to generate a uniform illumination profile from an LED for high-quality wide field experiments. EUCLID, their method, uses a fixed optical element to create this uniformity which contrasts with existing methods that either use fixed, but expensive, beam shapers, or movable elements, such as a vibrating multimode fibre. The manuscript is well written, but the following comments need to be considered before I can recommend publication:

1, the value proposition of the presented method needs to be rethought and well articulated. There are existing methods (e.g., Holo Or beam shaper) that is a fixed, diffusive elements that produces a high quality top hat profile from a Gaussian input. How is this different - is it the price, the fact that it can be used across a range of wavelength simultaneously, the fact it can be used with an LED, etc.? I suggest the authors to include a table that summarises published/commercial methods and compares the advantages/disadvantages of each with EUCLID.

2, the authors do not include a full list of references to methods developed for uniform illumination in wide field microscopy. There is FIFI from the lab of Suliana Manley at EPFL, efficient homogenous illumination from the lab of Jonas Ries and an economic, square-shaped illumination from the lab of David Klenerman - and more. Authors would need to list those reference and to include them in the table above.

3, LEDs are not used for single molecule microscopy as much as lasers due to their broad spectral properties and complexity in focusing/collimating them for high-density illumination (in addition to several other reasons). How does EUCLID address the problem of non-uniform illumination in single molecule microscopy?

4, the majority of the plots are incredibly hard to read (possibly due to PDF rendering as well as to small plot text, etc.). Also some plots are not labelled A,B, C, etc… (e.g.,

Reviewer #2: In the manuscript "A spatially uniform illumination source for widefield multi-spectral optical microscopy", the authors present a novel illumination design for flat illumination in widefield and multi-spectral microscopy applications. The main improvement comes from a neat improvement in the geometry of light integrating device, allowing it to better match the rest of the optical elements in the microscope, mainly the numerical aperture of the condenser lens. The performance of this device, termed EUCLID, is demonstrated via simulations and integration into a real imaging microscope. The work provides a novel and modular approach for flattening uneven LED illumination from multiple sources.

Major comments:

- While EUCLID is a novel and intelligent approach towards flat multi-spectral illumination, it is unclear how previous flat-fielding solutions fail in this mission, or how the performance of EUCLID is superior to previous developments. The authors mention other flat-fielding solutions such as the citations [3-7] in the introduction (lines 18-33) but do not comment on why these are insufficient or inferior to EUCLID in providing flat illumination and in the context of multi-spectral applications. Intuitively, I do not see why these solutions (and some others such as flat-fielding optics, some summarised in Khalid A. Ibrahim, Dora Mahecic, and Suliana Manley, "Characterization of flat-fielding systems for quantitative microscopy," Opt. Express 28, 22036-22048 (2020)) would not perform well in the context of multi-spectral imaging. This is important for fully appreciating the novelty and necessity of the presented work.

- Another aspect which was better covered in the above mentioned works is the compatibility of many light sources with laser and coherent illumination. It is unclear whether EUCLID would perform as well in these contexts. The authors should better comment on potential limitations of EUCLID.

- A better explanation of the optimal adjustment of the pass angle for Koehler alignment in lines 124-126 is needed. Also, a clarification on how D is chosen.

- Also, is there any explanation for why b) appears to perform better than e) in Figure 5?

- How does an integrating sphere perform when coupled with the multimode fiber (Figure 6)?

Minor comments:

- In the introduction (lines 4-7), the authors attribute the uneven illumination to the imperfect optical transfer functions of the optical elements between the light source, sample and camera. However, this neglects an important contribution of the light source itself - many light sources including LEDs, lamps and lasers have uneven illumination profiles which significantly contribute to the uneven excitation, arguably more so than the optical elements themselves. This should be clarified in the introduction.

- Similarly, the authors state that the difficulty in "achieving homogeneous excitation for separate wavelength channels" is "simply due to spatial separation of the source elements" (lines 39-41). Again, I disagree, but instead think the profile of the excitation sources to be much more problematic in achieving flat illumination.

- Throughout the manuscript, many different units are used in plots to compare the performance of EUCLID to the integrating sphere and between designs. The units vary a lot (radiant flux, radiance, intensity) - which at times makes it hard to understand how much more efficient EUCLID is. For instance, in Fig 1, how much more efficient is EUCLID compared to the integrating sphere is not obvious. It would be advantageous to include more intuitive measurements too in the text, such as a % improvement over other methods.

- Despite the movable rod, the design of EUCID (angle, height, diameters of the guiding hole and output port) are rigid and have to be chosen during the manufacturing process. I imagine this is a significant limitation worth mentioning. Are there any potential solutions for making some of these parameters more flexible?

- IS is mentioned in line 141 without any prior definition. I'm assuming it refers to the integrating sphere - define.

- The order of appearance of references is not uniformly increasing and makes the cross-referencing with the bibliography more difficult.

- Clarify in Figure 2 whether the data in c-e is real or simulated data.

- Text in Figure 3 is difficult to see.

- Panels in Figure 5 skip the letter d.

- All figure are references as Fig. X except for Figure 1 which is mentioned in full.

**********

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Reviewer #1: No

Reviewer #2: No

**********

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PLoS One. 2023 Oct 18;18(10):e0286988. doi: 10.1371/journal.pone.0286988.r002

Author response to Decision Letter 0


20 Apr 2023

Reviewer #1: Celebi et al present a novel method to generate a uniform illumination profile from an LED for high-quality wide field experiments. EUCLID, their method, uses a fixed optical element to create this uniformity which contrasts with existing methods that either use fixed, but expensive, beam shapers, or movable elements, such as a vibrating multimode fibre. The manuscript is well written, but the following comments need to be considered before I can recommend publication:

1. The value proposition of the presented method needs to be rethought and well-articulated. There are existing methods (e.g., Holo Or beam shaper) that is a fixed, diffusive elements that produces a high quality top hat profile from a Gaussian input. How is this different - is it the price, the fact that it can be used across a range of wavelength simultaneously, the fact it can be used with an LED, etc.? I suggest the authors to include a table that summarizes published/commercial methods and compares the advantages/disadvantages of each with EUCLID.

Answer:

As the reviewer suggests, EUCLID can operate over a broad spectrum which is defined by the reflectance and properties of the PTFE material (>%95 for 200 - 2500 nm). In contrast, diffractive or refractive optical element solutions can produce uniform illumination only at their design wavelength for a Gaussian beam. These elements might also require precise alignment and spatial filtering to the input beam, which would increase the cost of the entire illumination system.

EUCLID system is shown to perform with multi-color LED sources demonstrating its ability to homogenize light output from spatially separated sources.

We also thank reviewer for suggesting to create a table and for the additional references. We included a comparison table in the Supplementary Information section.

2. The authors do not include a full list of references to methods developed for uniform illumination in wide field microscopy. There is FIFI from the lab of Suliana Manley at EPFL, efficient homogenous illumination from the lab of Jonas Ries and an economic, square-shaped illumination from the lab of David Klenerman - and more. Authors would need to list those reference and to include them in the table above.

Answer:

We thank the reviewer for these additional references. We created a comparison table and included it in the supplementary materials to discuss different advantages and metrics.

3. LEDs are not used for single molecule microscopy as much as lasers due to their broad spectral properties and complexity in focusing/collimating them for high-density illumination (in addition to several other reasons). How does EUCLID address the problem of non-uniform illumination in single molecule microscopy?

Answer:

We appreciate the reviewer's concern about using EUCLID in SMLM. Laser illumination and SMLM applications are outside of the current scope of our study. EUCLID is developed to improve sensitivity in the IRIS system, where LEDs are preferred over lasers since they provide uniform, high-power illumination with sufficiently narrow spectrum. We also noted that LEDs are also preferred in optogenetics applications due to their overall cost and high modulation capabilities [ref 6-7 of the main manuscript]. Regarding single molecule and super-resolution microscopy, in our understanding, the critical issue is uniform illumination in a narrow spectral range. Temporal coherence provided by lasers is not a concern. EUCLID provides very good uniformity and allows for using high-power LED sources (~10W). Even with a spectral filter, LED-EUCLID combination could be a low-cost alternative for single-molecule microscopy providing superior uniformity in wide-field imaging.

4. The majority of the plots are incredibly hard to read (possibly due to PDF rendering as well as to small plot text, etc.). Also some plots are not labelled A,B, C, etc… (e.g.,

Answer:

We thank the reviewer for noting that. We fixed the labeling issue and converted the figures to .eps files. 

Reviewer #2: In the manuscript "A spatially uniform illumination source for widefield multi-spectral optical microscopy", the authors present a novel illumination design for flat illumination in widefield and multi-spectral microscopy applications. The main improvement comes from a neat improvement in the geometry of light integrating device, allowing it to better match the rest of the optical elements in the microscope, mainly the numerical aperture of the condenser lens. The performance of this device, termed EUCLID, is demonstrated via simulations and integration into a real imaging microscope. The work provides a novel and modular approach for flattening uneven LED illumination from multiple sources.

Major comments:

- While EUCLID is a novel and intelligent approach towards flat multi-spectral illumination, it is unclear how previous flat-fielding solutions fail in this mission, or how the performance of EUCLID is superior to previous developments. The authors mention other flat-fielding solutions such as the citations [3-7] in the introduction (lines 18-33) but do not comment on why these are insufficient or inferior to EUCLID in providing flat illumination and in the context of multi-spectral applications. Intuitively, I do not see why these solutions (and some others such as flat-fielding optics, some summarised in Khalid A. Ibrahim, Dora Mahecic, and Suliana Manley, "Characterization of flat-fielding systems for quantitative microscopy," Opt. Express 28, 22036-22048 (2020)) would not perform well in the context of multi-spectral imaging. This is important for fully appreciating the novelty and necessity of the presented work.

Answer:

We appreciate these concerns. As we provided in S1 Table, EUCLID provides approximately 6 times more uniform illumination profile than the Kohler Integrator, developed by Manley’s group, and 2 times better performance than the double MLA system, developed by Coumans et al. We also provided in Figure 5 of the main manuscript that EUCLID performs robustly at the different wavelengths across the visible spectrum.

We also agree with the reviewer's comment about the difficulties of providing multi-spectral illumination with the mentioned method. Our technique provides a solution for multi-wavelength imaging across a broad range of wavelengths. EUCLID offers a practical approach where multi-spectral sources can be combined inside the EUCLID through multiple random reflections and output from the same port. This will decrease the total cost of such systems and facilitate the alignment procedure. We revised the manuscript accordingly.

- Another aspect which was better covered in the above mentioned works is the compatibility of many light sources with laser and coherent illumination. It is unclear whether EUCLID would perform as well in these contexts. The authors should better comment on potential limitations of EUCLID.

Answer:

The scope of this study is motivated by IRIS and optogenetics applications of EUCLID, where temporal coherent illumination is not required. LEDs are employed in those applications since they can provide sufficiently high optical power and high modulation rate in a cost effective manner.

We appreciate this concern of the reviewer. We understand that the critical issue in PALM/STORM based super-resolution microscopy is uniform illumination in a narrow spectral range. Temporal coherence provided by lasers is not required. EUCLID provides very good uniformity and allows for using high-power LED sources (~10W). Even with a spectral filter, LED-EUCLID combination could be a low-cost alternative for single-molecule microscopy providing superior uniformity in wide-field imaging.

- A better explanation of the optimal adjustment of the pass angle for Koehler alignment in lines 124-126 is needed. Also, a clarification on how D is chosen.

Answer:

We thank the reviewer for this comment and adjusted the lines [147-157 in the main manuscript] accordingly. We also include a supplementary section about how D affects the output profile in Koehler configuration.

- Also, is there any explanation for why b) appears to perform better than e) in Figure 5?

Answer:

We thank the reviewer for noting this mistake. The previous version of the figure compares illumination performance of sources utilizing different mirror chips. We noted that the same location of the same chip has to be compared under a given illumination condition to make a quantitative comparison between color uniformity profiles of different illumination devices. So, we updated Figure 5 accordingly. We also added a brief explanation about how we created the pseudo-RGB images. The figure proves that EUCLID mixes the input light uniformly through multiple random reflections like an integrating sphere and can be employed as an light integrating device.

- How does an integrating sphere perform when coupled with the multimode fiber (Figure 6)?

Answer:

We clarify this in the main manuscript. Please see lines between [262-265] in the main manuscript.

Minor comments:

- In the introduction (lines 4-7), the authors attribute the uneven illumination to the imperfect optical transfer functions of the optical elements between the light source, sample and camera. However, this neglects an important contribution of the light source itself - many light sources including LEDs, lamps and lasers have uneven illumination profiles which significantly contribute to the uneven excitation, arguably more so than the optical elements themselves. This should be clarified in the introduction.

Answer:

We thank the reviewer for this comment. We included these comments in the introduction (lines 4-10).

‘In many imaging applications, light sources, such as light emitting diodes (LEDs), lasers, or lamps, cannot be used directly since they provide uneven light output distribution. Thus, multiple optical elements are required to increase the quality of the illumination in typical imaging systems. However, these elements introduce a convoluted optical transfer function that affects the spatial and spectral uniformity.’

- Similarly, the authors state that the difficulty in "achieving homogeneous excitation for separate wavelength channels" is "simply due to spatial separation of the source elements" (lines 39-41). Again, I disagree, but instead think the profile of the excitation sources to be much more problematic in achieving flat illumination.

Answer:

We thank the reviewer for pointing out this misunderstanding. With the quoted statement, we want to indicate why the output profiles of excitation sources are not uniform when comparing separate channels. For instance, multi-color LED sources are comprised of color dyes that are located on the different spatial locations. This yields an uneven output distribution of separate wavelength channels when the optical alignment is not readjusted for the operating color die. Specifically, the uniformity in this claim refers to the deviation of field profile with respect to the different color channels. We fixed these claims in the introduction and focused on alignment problems in the Introduction and Multi-spectral Illumination and Fiber Coupling sections.

- Throughout the manuscript, many different units are used in plots to compare the performance of EUCLID to the integrating sphere and between designs. The units vary a lot (radiant flux, radiance, intensity) - which at times makes it hard to understand how much more efficient EUCLID is. For instance, in Fig 1, how much more efficient is EUCLID compared to the integrating sphere is not obvious. It would be advantageous to include more intuitive measurements too in the text, such as a % improvement over other methods.

Answer:

We thank reviewers for pointing out this issue. We included quantitative comparison in the main manuscript (lines 99-109).

- Despite the movable rod, the design of EUCID (angle, height, diameters of the guiding hole and output port) are rigid and have to be chosen during the manufacturing process. I imagine this is a significant limitation worth mentioning. Are there any potential solutions for making some of these parameters more flexible?

Answer:

We clarify this in the Conclusion section. EUCLID performs sufficiently even if it is not specifically optimized for a given system. In other words, the design tolerances are forgiving if the device is not fabricated with the optimal values.

We included the uniformity performance of non-optimized EUCLID in S5 Fig.

- IS is mentioned in line 141 without any prior definition. I'm assuming it refers to the integrating sphere - define.

Answer:

We thank the reviewer for pointing this out.

- The order of appearance of references is not uniformly increasing and makes the cross-referencing with the bibliography more difficult.

Answer:

We thank the reviewer for pointing that out. We fixed this mistake.

- Clarify in Figure 2 whether the data in c-e is real or simulated data.

Answer:

We adjusted the figure caption accordingly.

- Text in Figure 3 is difficult to see.

Answer:

We included an .eps file for better rendering and increased the font size.

- Panels in Figure 5 skip the letter d.

Answer:

We have corrected labeling in figure 5.

- All figure are references as Fig. X except for Figure 1 which is mentioned in full.

Answer:

We thank the reviewer for pointing this out. We used ‘Fig.’ instead of ‘Figure’ to refer to a figure in the text which is stated in the PLOS one guidelines.

Attachment

Submitted filename: Response to Reviewers.pdf

Decision Letter 1

Kun Chen

30 May 2023

A spatially uniform illumination source for widefield multi-spectral optical microscopy

PONE-D-22-33508R1

Dear Dr. Celebi,

We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements.

Within one week, you’ll receive an e-mail detailing the required amendments. When these have been addressed, you’ll receive a formal acceptance letter and your manuscript will be scheduled for publication.

An invoice for payment will follow shortly after the formal acceptance. To ensure an efficient process, please log into Editorial Manager at http://www.editorialmanager.com/pone/, click the 'Update My Information' link at the top of the page, and double check that your user information is up-to-date. If you have any billing related questions, please contact our Author Billing department directly at authorbilling@plos.org.

If your institution or institutions have a press office, please notify them about your upcoming paper to help maximize its impact. If they’ll be preparing press materials, please inform our press team as soon as possible -- no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org.

Kind regards,

Kun Chen, Ph.D

Academic Editor

PLOS ONE

Additional Editor Comments (optional):

Reviewers' comments:

Reviewer's Responses to Questions

Comments to the Author

1. If the authors have adequately addressed your comments raised in a previous round of review and you feel that this manuscript is now acceptable for publication, you may indicate that here to bypass the “Comments to the Author” section, enter your conflict of interest statement in the “Confidential to Editor” section, and submit your "Accept" recommendation.

Reviewer #2: All comments have been addressed

**********

2. Is the manuscript technically sound, and do the data support the conclusions?

The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented.

Reviewer #2: Yes

**********

3. Has the statistical analysis been performed appropriately and rigorously?

Reviewer #2: Yes

**********

4. Have the authors made all data underlying the findings in their manuscript fully available?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #2: Yes

**********

5. Is the manuscript presented in an intelligible fashion and written in standard English?

PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.

Reviewer #2: Yes

**********

6. Review Comments to the Author

Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #2: The Competing interest statement suggests some competing interest since in the comments to the reviewers, the work is partly motivated by:

"EUCLID is developed to improve sensitivity in the IRIS system, ..."

and

"The scope of this study is motivated by IRIS and optogenetics applications of EUCLID..."

As M.S.U. has a listed competing interest, it might be worth rewording "All authors declare no competing interests." to something more like "All other authors declare no competing interests."

**********

7. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files.

If you choose “no”, your identity will remain anonymous but your review may still be made public.

Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy.

Reviewer #2: No

**********

Acceptance letter

Kun Chen

4 Jul 2023

PONE-D-22-33508R1

A spatially uniform illumination source for widefield multi-spectral optical microscopy

Dear Dr. Celebi:

I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now with our production department.

If your institution or institutions have a press office, please let them know about your upcoming paper now to help maximize its impact. If they'll be preparing press materials, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information please contact onepress@plos.org.

If we can help with anything else, please email us at plosone@plos.org.

Thank you for submitting your work to PLOS ONE and supporting open access.

Kind regards,

PLOS ONE Editorial Office Staff

on behalf of

Dr. Kun Chen

Academic Editor

PLOS ONE

Associated Data

    This section collects any data citations, data availability statements, or supplementary materials included in this article.

    Supplementary Materials

    S1 Fig. Optical setup.

    Detailed schematics of the imaging setups. Left: with critical illumination, Right: Koehler illumination. The light integration devices (LIDs) or direct LED dies were aligned to the imaging optics in identical conditions to acquire field profiles.

    (TIF)

    S2 Fig. Output radiance simulations.

    Output Radiance cross sections of EUCLID with 5 mm output port and rod diameter when rod is positioned different locations. Left: Output radiance for all polar angles. Acceptance angle is defined by lens 3 in Fig 3. Right: Zoomed section of left graph for angles that lies within the acceptance angle.

    (TIF)

    S3 Fig. Fiber performance setup.

    Schematic of the imaging setups for fiber alignment, with direct LEDs (right) and with EUCLID (left). The light output of direct LED dies and the EUCLID were coupled to the fiber tip by a lens pair for demagnification. The output of the fiber tip is then imaged by using the same collection optics as previous setups.

    (TIF)

    S4 Fig. Ray approach for EUCLID.

    Toy picture of the EUCLID geometry where the output ray with the minimum exit angle is indicated. h is the height, ⌀output is the output port and D is the guiding hole diameter of the EUCLID.

    (TIF)

    S5 Fig. Performance of non-optimized EUCLID.

    Horizontal cross sections of two different non-optimized EUCLID in different illumination configurations. EUCLID with rod diameter 1/4” (a,c) is tested under critical illumination configuration. Normalized heatmap (c) and corresponding horizontal cross sections for different rod positions (a) are indicated. EUCLID with rod diameter 3/16” (b,d) is tested under Koehler illumination configuration. Normalized heatmap (d) and corresponding horizontal cross sections for different rod positions (b) are indicated.

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    S1 Table. Comparison of different flat-fielding systems.

    First two metrics in the table, plateau uniformity and flatness factor, is defined in the ISO 13694:2000 standard [23] for continuous waves. The metric values, expect EUCLID’s and IS’s, is taken from corresponding references [20, 21, 24]. The ISO values for [1820] is characterized without the effect of the external optical element, such as objective and tube lenses, dichorics or beam splitters, etc. The commercial refractive elements, TopShape and PiShaper, also require spatial filtering of the input beam. The values for the remaining are calculated in a common epi-illumation system, where the effects of the external components are considered. Performance metrics of different flat-top illumination system, where the effects of the external components are considered.

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    S1 Appendix. Custom MATLAB Code to Determine Uniformity Regions.

    To quantify the illumination profile uniformity, we have defined uniformity regions as the largest area enclosed, that yield a normalized intensity deviation under 1% or 0.5%. We calculated the radii of the regions with a custom MATLAB algorithm. The algorithm initializes the ROI with a circular region (radius of 25 pixels) and compares the mean values of the current ROI to the annulus (with a thickness of 10 pixels) just outside of the initial region. If the average absolute brightness deviation of the annulus, compared to the previous ROI, is within the specified range (1 or 0.5%) the algorithm continues to evaluate the absolute brightness deviation in the next annulus with the same thickness, just outside of the previous annular ROI. The algorithm iterates until the specified annular ring indicates that the uniformity level has decreased below the specified range or the radii hits the corner of the FOV. The uniformity regions for all sources are illustrated in Fig 4 and the calculated radii of 1% and 0.5% uniformity regions are given in Table 2 in the manuscript. We also applied Gaussian filter (σ = 5) to remove the small artefacts on the sample, such as dust particles, etc.

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    S2 Appendix. Geometric optics approach to determine optimal EUCLID parameters.

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    Attachment

    Submitted filename: Response to Reviewers.pdf

    Data Availability Statement

    All relevant data are within the paper and its Supporting information files.


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