CN116183568B - High-fidelity reconstruction method and device for three-dimensional structured light illumination super-resolution microscopic imaging - Google Patents
High-fidelity reconstruction method and device for three-dimensional structured light illumination super-resolution microscopic imaging Download PDFInfo
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Abstract
Description
技术领域Technical field
本发明涉及光学超分辨显微成像领域,具体地说,涉及一种三维结构光照明超分辨显微成像的高保真重构的方法和装置。The present invention relates to the field of optical super-resolution microscopy imaging, and specifically to a method and device for high-fidelity reconstruction of three-dimensional structured light illumination super-resolution microscopy imaging.
背景技术Background technique
学显微镜具有光损伤小、特异性强、速度快、视场大以及可进行三维成像等优点,是现有显微技术中唯一有可能对活细胞进行三维快速成像的技术。但由于光学衍射极限的存在,常规光学显微成像的横向分辨率一般被限制在半波长量级,轴向分辨率则更低,只能达到横向分辨率的三分之一左右,无法满足细胞内亚百纳米尺度下活细胞器观测的需求。在过去的二三十年间,各种超分辨成像技术相继提出,包括受激辐射损耗显微术(STED)、随机光重构显微术(PALM/STORM)和结构光照明超分辨显微成像技术(SIM),这些技术的提出为生命科学的发展起到了极大的促进作用。Scientific microscopy has the advantages of small light damage, strong specificity, fast speed, large field of view, and the ability to perform three-dimensional imaging. It is the only technology in the existing microscopy technology that is possible to perform three-dimensional rapid imaging of living cells. However, due to the existence of the optical diffraction limit, the lateral resolution of conventional optical microscopy imaging is generally limited to the half-wavelength level, and the axial resolution is even lower, which can only reach about one-third of the lateral resolution, which cannot satisfy the needs of cells. The need for observation of living organelles at the sub-hundred nanometer scale. In the past two or three decades, various super-resolution imaging technologies have been proposed, including stimulated radiation depletion microscopy (STED), stochastic light reconstruction microscopy (PALM/STORM) and structured light illumination super-resolution microscopy. Technology (SIM), the introduction of these technologies has greatly promoted the development of life sciences.
在众多超分辨显微成像方法中,SIM具有进行活细胞成像的诸多天然优势:例如,相比于STED通过高功率损耗光(约GW/cm2)实现超分辨,SIM对激发光强的要求较低(在10W/cm2量级),因此具有低光漂白和光损伤的本征优势;也无需像单分子定位显微术(SMLM)那样需获取数以千帧原始图像以重构一幅超分辨图像,SIM仅需9帧(2D-SIM)或15帧(3D-SIM单层)图用于重构一幅超分辨图像,因而具有快速成像的本征优点,特别适用于生物活细胞成像。Among many super-resolution microscopy imaging methods, SIM has many natural advantages for live cell imaging: for example, compared with STED, which achieves super-resolution through high-power loss light (approximately GW/cm 2 ), SIM requires excitation light intensity It is lower (in the order of 10W/ cm2 ), so it has the inherent advantage of low photobleaching and photodamage; it does not need to acquire thousands of original images to reconstruct a single molecule like single molecule localization microscopy (SMLM). For super-resolution images, SIM requires only 9 frames (2D-SIM) or 15 frames (3D-SIM single layer) to reconstruct a super-resolution image, so it has the inherent advantage of fast imaging and is especially suitable for biological living cells. Imaging.
但是由于SIM超分辨图像的获得还依赖于后续复杂的图像重构过程。在成像过程中,SIM是通过结构光照明到样品上对样品进行调制,通过莫尔条纹效应,将系统原本无法探测的样品高频信息调制到低通带内,进而提高了分辨率。但是由于探测的图像是各个频带的混叠,为了将各个频带分量进行准确分离,需要对照明光场的调制度am,空间频率kxy,以及相位进行准确估计。调制度am的值影响高频分量在整个重构频谱的比值,最终仅影响图像的对比度,因此影响相对较小;空间频率p可以通过频谱分量对比等方法求得,估计的精度可以满足需求;而在求解各个频带分量时,需要知道精确的相位/>值,否则各个频谱在分离时无法完全实现,各个频带将含有其他频带的频谱分量,这些频谱残差在后续进行频移移回自己的位置时将出现错误,进而导致伪像的出现。传统的方法在进行相位估计时通过频谱峰值位置求取或者通过自相关的方式,存在估计误差,特别是在图像含有噪声时,相位估计将出现错误,从而影响最终图像重构的质量。However, the acquisition of SIM super-resolution images also depends on the subsequent complex image reconstruction process. During the imaging process, SIM modulates the sample by illuminating the sample with structured light. Through the moiré effect, the high-frequency information of the sample that the system cannot detect originally is modulated into the low-pass band, thus improving the resolution. However, since the detected image is an aliasing of various frequency bands, in order to accurately separate the components of each frequency band, it is necessary to adjust the modulation degree a m of the illumination light field, the spatial frequency k xy , and the phase Make accurate estimates. The value of the modulation degree a m affects the ratio of high-frequency components in the entire reconstructed spectrum, and ultimately only affects the contrast of the image, so the impact is relatively small; the spatial frequency p can be obtained by spectral component comparison and other methods, and the accuracy of the estimate can meet the needs ;When solving for each frequency band component, it is necessary to know the precise phase/> value, otherwise each spectrum cannot be fully realized when separated, and each frequency band will contain spectral components of other frequency bands. These spectral residuals will cause errors when they are subsequently shifted back to their own positions, leading to the appearance of artifacts. Traditional methods have estimation errors through spectrum peak positions or autocorrelation when performing phase estimation. Especially when the image contains noise, phase estimation errors will occur, thus affecting the quality of the final image reconstruction.
发明内容Contents of the invention
本发明要克服现有技术的不足,提供一种三维结构光照明超分辨显微成像的高保真重构的方法和装置。The present invention aims to overcome the shortcomings of the existing technology and provide a method and device for high-fidelity reconstruction of three-dimensional structured light illumination super-resolution microscopic imaging.
本发明针对以上问题,提出一种涉及在图像重构过程中新的相位估计方法,通过构造一个中间函数,相比于传统的相位估计方法,该方法可以精确估计照明光场进行五步移相时对应的初始相位;此外利用该方法还可以消除在计算相位过程中由于噪声的影响导致的相位估计不准确带来的影响。利用本发明提出的精确相位计算方法,可以实现对各个频带分量进行准确分离,消除了因相位估计不准确导致的重构伪像的影响,最终获得样品的高保真重构。In view of the above problems, the present invention proposes a new phase estimation method in the image reconstruction process. By constructing an intermediate function, compared with the traditional phase estimation method, this method can accurately estimate the illumination light field and perform five-step phase shifting. The initial phase corresponding to the time; in addition, this method can also be used to eliminate the impact of inaccurate phase estimation due to the influence of noise during the phase calculation process. Using the precise phase calculation method proposed by the present invention, each frequency band component can be accurately separated, eliminating the influence of reconstruction artifacts caused by inaccurate phase estimation, and finally obtaining high-fidelity reconstruction of the sample.
本发明的一种三维结构光照明超分辨显微成像的高保真重构的方法,包括以下步骤:The present invention provides a method for high-fidelity reconstruction of three-dimensional structured light illumination super-resolution microscopy imaging, which includes the following steps:
(1)将一束平行光分为强度相等、偏振方向一致的三束平行光束,汇聚到物镜的入瞳面,再经过物镜后变成三束平行光,三束光在样品上进行干涉形成横向和轴向都包含周期结构的照明光场照明荧光样品,荧光样品收到非均匀照明光场调制后频谱产生频移;由物镜接收荧光样品发出的荧光信号后,经过场镜汇聚到成像像面,用探测器接收该荧光信号,得到一张混有荧光样品高低频信息的低分辨率图像;(1) Divide a parallel light beam into three parallel light beams with equal intensity and consistent polarization direction, converge to the entrance pupil surface of the objective lens, and then become three parallel light beams after passing through the objective lens. The three beams of light interfere on the sample to form The fluorescent sample is illuminated by an illumination light field containing a periodic structure in both the lateral and axial directions. The spectrum of the fluorescent sample is modulated by a non-uniform illumination light field and causes a frequency shift. After the fluorescent signal emitted by the fluorescent sample is received by the objective lens, it is converged into the imaging image through the field lens. On the surface, a detector is used to receive the fluorescence signal, and a low-resolution image mixed with high and low frequency information of the fluorescent sample is obtained;
(2)多次改变照明光场的空间位移和方向,再次拍摄受条纹强度调制的荧光信号,直至拍摄完一层样品对应图像;然后再改变样品轴向位置,重复拍摄不同照明光场空间位置和方向照明下的样品荧光信号,得到一系列混有荧光样品高低频信息的三维低分辨率图像,作为原始图像;(2) Change the spatial displacement and direction of the illumination light field multiple times, and shoot the fluorescence signal modulated by the stripe intensity again until the corresponding image of a layer of sample is shot; then change the axial position of the sample, and repeatedly shoot the spatial position of different illumination light fields. and the fluorescence signal of the sample under directional illumination to obtain a series of three-dimensional low-resolution images mixed with high and low-frequency information of the fluorescent sample as the original image;
(3)将步骤(2)获得的原始图像进行后续图像处理,首先进行参数估计,包括照明光场的空间频率p,以及相位其次对荧光样品的各个频带进行分离;最后将各个频谱进行组合重构出样品的高保真超分辨图像。(3) Perform subsequent image processing on the original image obtained in step (2). First, perform parameter estimation, including the spatial frequency p of the illuminating light field, and the phase. Secondly, each frequency band of the fluorescent sample is separated; finally, each spectrum is combined to reconstruct a high-fidelity super-resolution image of the sample.
进一步地,所述步骤(1)中采用的物镜为数值孔径NA大于1.33的油浸型物镜。Further, the objective lens used in step (1) is an oil-immersion objective lens with a numerical aperture NA greater than 1.33.
进一步地,所述步骤(1)中,三束光中,其中一束汇聚到物镜入瞳中心位置,再经过物镜后垂直入射到样品上,另两束平行光束汇聚到该物镜的入射光瞳边缘处,两聚焦点所连直线经过入瞳圆心,两聚焦点的距离接近入瞳直径以尽量充分利用物镜数值孔径,经过物镜的两束聚焦光出射后以超过临界角的角度入射到荧光样品,三束光最后在样品上干涉形成非均匀照明光场照明样品。Further, in the step (1), among the three beams of light, one beam converges to the center of the entrance pupil of the objective lens, and then passes through the objective lens and is vertically incident on the sample, and the other two parallel beams converge to the entrance pupil of the objective lens. At the edge, the straight line connecting the two focusing points passes through the center of the entrance pupil circle. The distance between the two focusing points is close to the diameter of the entrance pupil to make full use of the numerical aperture of the objective lens. After passing through the objective lens, the two focused beams of light are incident on the fluorescent sample at an angle exceeding the critical angle. , the three beams of light finally interfere on the sample to form a non-uniform illumination light field to illuminate the sample.
进一步地,所述步骤(2)产生原始图像的步骤如下:Further, the steps for generating the original image in step (2) are as follows:
(2.1)每个方向下的照明光场通过改变中心光路的光程,并同时改变边缘光束中其中一路光的光程,使后者光程为前者光程的两倍,使照明光场在横向上每次移动其周期的五分之一,而轴向光场相对于物镜不动,实现照明的五步移相,如图2所示;(2.1) The illumination light field in each direction changes the optical path of the central light path and simultaneously changes the optical path of one of the edge beams, so that the latter optical path is twice the former optical path, so that the illumination light field is in Each time it moves one-fifth of its period laterally, while the axial light field does not move relative to the objective lens, achieving a five-step phase shift of the illumination, as shown in Figure 2;
(2.2)依次改变两束边缘光会聚在物镜入瞳处两聚焦光点的位置,从而干涉形成横向方向上对应的照明光场,直到在一个π方位角内均匀产生3个方向的照明光场,为横向方向提供二向同性的分辨率提升;(2.2) Sequentially change the position of the two focused light spots at the entrance pupil of the objective lens where the two edge lights converge, thereby interfering to form corresponding illumination light fields in the transverse direction until illumination light fields in three directions are uniformly generated within a π azimuth angle. , providing isotropic resolution improvement in the lateral direction;
(2.3)每次在改变照明光场的空间位移或方向,以及样品的轴向位置时,荧光样品被调制后发出混频信号被探测器接收,形成一张低分辨率图,共形成15*n(n为样品层数)张原始图像作为后续图像重构的原始图;(2.3) Each time the spatial displacement or direction of the illumination light field is changed, as well as the axial position of the sample, the fluorescent sample is modulated and emits a mixed signal that is received by the detector to form a low-resolution image, forming a total of 15* n (n is the number of sample layers) original images are used as the original images for subsequent image reconstruction;
进一步地,所述步骤(3)中,后续的图像处理过程包括如下步骤:Further, in step (3), the subsequent image processing process includes the following steps:
(3.1)首先进行参数估计,包括照明光场的空间频率kxy,以及相位作为后续重构过程中恢复一张高质量超分辨图像的前提,具体包括以下子步骤:(3.1) First perform parameter estimation, including the spatial frequency k xy of the illuminating light field, and the phase As a prerequisite for restoring a high-quality super-resolution image in the subsequent reconstruction process, it specifically includes the following sub-steps:
a.建立某个方向照明光场五步相移照明时的成像模型:a. Establish an imaging model for five-step phase-shift illumination in a certain direction of illumination light field:
D(r)=[S(r)·I(r)]*H(r)+Db(r), (1)其中,D(r)为3D-SIM拍摄的原始图像,H(r)为系统的三维PSF,S(r)为样品的分布函数,为照明光场,kxy是照明光场的横向调制频率,r是空间坐标,/>是照明光场的相位,Db(r)为背景噪声,当照明光场轴向相对于物镜不动,则公式(1)可以改写为以下形式:D(r)=[S(r)·I(r)]*H(r)+D b (r), (1) Among them, D(r) is the original image captured by 3D-SIM, H(r) is the three-dimensional PSF of the system, S(r) is the distribution function of the sample, is the illumination light field, k xy is the transverse modulation frequency of the illumination light field, r is the spatial coordinate,/> is the phase of the illumination light field, and D b (r) is the background noise. When the axis of the illumination light field does not move relative to the objective lens, formula (1) can be rewritten as the following form:
b.将上式变换到傅里叶空间,第n个相移时获得拍摄的原始图像对应的傅里叶频谱:b. Transform the above equation into Fourier space, and obtain the Fourier spectrum corresponding to the original image taken at the nth phase shift:
式中,是每个横向分量m对应的OTF,k是傅里叶空间上的坐标。由上式可知,所获得的原始图像的频谱为各个频带的混叠;In the formula, is the OTF corresponding to each transverse component m, and k is the coordinate in Fourier space. It can be seen from the above formula that the spectrum of the original image obtained is the aliasing of each frequency band;
c.将五步移相获得的原始图像频谱表示成矩阵形式:c. Express the original image spectrum obtained by five-step phase shift into matrix form:
其中,向量和/>分别定义为/>以及而向量/>中的元素/>为并且矩阵M中的元素Mnm为/> Among them, vector and/> respectively defined as/> as well as And vector/> Elements in /> for And the element M nm in the matrix M is/>
d.对公式(3)表示的原始图像频谱做自相关,可求得照明光场的横向调制频率kxy:d. By performing autocorrelation on the original image spectrum expressed in formula (3), the transverse modulation frequency k xy of the illumination light field can be obtained:
表示相关,上标*表示复共轭,/>将在k′=mkxy处获得强度极大值,找到其对应坐标即可求得mkxy的数值; Indicates correlation, superscript * indicates complex conjugation, /> The intensity maximum value will be obtained at k′=mk xy , and the value of mk xy can be obtained by finding its corresponding coordinates;
e.构造一个辅助函数,用于恢复照明光场的相位,当认为五步移相每次移动的相位为2π/5时,构造如下函数:e. Construct an auxiliary function to restore the phase of the illumination light field. When it is considered that the phase of each five-step phase shift is 2π/5, construct the following function:
因此初始相位可以按如下公式精确求得:Therefore, the initial phase can be accurately calculated according to the following formula:
其中,为实数,由式(6)和(7)可知,原始图像中出现的背景噪声在该相位求解过程中消除了。Among them, for Real numbers, it can be seen from equations (6) and (7) that the background noise appearing in the original image is eliminated during the phase solution process.
f.对所有方光斑照明下所获得的原始图像作步骤a-e操作,从而获得所有照明光场的调制频率kxy和初始相位 f. Perform step ae on the original image obtained under illumination of all square spots to obtain the modulation frequency k xy and initial phase of all illumination light fields.
(3.2)在完成参数估计后,接着进行图像重构,具体包括如下步骤:(3.2) After completing parameter estimation, image reconstruction is performed, which specifically includes the following steps:
a.根据公式(4)以及求取的照明光场初始相位参数,进行原始图像频谱中各个频带的分离,用公式可以表示为:a. According to formula (4) and the obtained initial phase parameters of the illumination light field, perform each frequency band in the original image spectrum. The separation of can be expressed as:
其中,M-1为M的逆矩阵;Among them, M -1 is the inverse matrix of M;
b.将步骤a进行频带分离的过程用于其他两个方向照明光场照明下拍摄的原始图像,获得对应方向下分离的频带 b. Apply the frequency band separation process in step a to the original images taken under illumination light fields in the other two directions to obtain the separated frequency bands in the corresponding directions.
c.最后将获得的各个频带利用型反卷积进行频带拼接,用公式可以表示为:c. Finally, the obtained frequency bands are spliced using type deconvolution, which can be expressed as:
其中,为重构的超分辨图像对应的频谱,ω2为参数,A(k)为切趾函数,最后物体的分布函数的估计值/>可以通过对/>作傅里叶逆变换得到。in, is the spectrum corresponding to the reconstructed super-resolution image, ω 2 is the parameter, A(k) is the apodization function, and the final estimated value of the distribution function of the object/> You can do this by pairing/> Obtained by doing the inverse Fourier transform.
本发明还包括一种三维结构光照明超分辨显微成像的高保真重构的装置,包括激光器1,保偏单模光纤2,准直器3,第一反射镜4,第一二分之一波片5,第一偏振分束镜6,第二二分之一波片7,第二偏振分束镜8,第二反射镜9,第三二分之一波片14,第一扫描振镜15,第一扫描透镜16,第三反射镜12,第一压电陶瓷13,第二扫描振镜10,第一扫描透镜11,第一合束镜17,第一偏振旋转器18,第一透镜19,第四反射镜20,第二压电陶瓷21,第二透镜22,第二偏振旋转器23,第三透镜24,第二合束镜25,第一场镜26,二向色镜27,物镜28,荧光样品29,第二场镜30,EMCCD 31,计算机32。The invention also includes a device for high-fidelity reconstruction of three-dimensional structured light illumination super-resolution microscopic imaging, including a laser 1, a polarization-maintaining single-mode optical fiber 2, a collimator 3, a first reflector 4, a first half One wave plate 5, first polarizing beam splitter 6, second half wave plate 7, second polarizing beam splitter 8, second reflecting mirror 9, third half wave plate 14, first scan Galvanometer 15, first scanning lens 16, third reflecting mirror 12, first piezoelectric ceramic 13, second scanning galvanometer 10, first scanning lens 11, first beam combiner 17, first polarization rotator 18, The first lens 19, the fourth mirror 20, the second piezoelectric ceramic 21, the second lens 22, the second polarization rotator 23, the third lens 24, the second beam combiner 25, the first field mirror 26, two-way Color mirror 27, objective lens 28, fluorescence sample 29, second field lens 30, EMCCD 31, computer 32.
激光器1发出线偏振光,经过保偏光纤2传输后由准直器3准直;通过第一反射镜4反射后进入第一二分之一波片5第一偏振分束镜6,调节第一二分之一波片5使反射和透射光光强比例为1:2,所述反射光构成用于干涉形成的照明光场的中心光束;透射光再经过第二二分之一波片7第一偏振分束镜8,旋转第二二分之一波片7使反射和透射光光强比例为1:1;所述此透射光和反射光构成用于干涉形成的照明光场的边缘光束;透射光经第二反射镜9反射进入到第三二分之一波片14和第一扫描振镜15,旋转第三二分之一波片14使该束光偏振方向变成垂直偏振;由第一扫描振镜15扫描后的光束出射进入到第一扫描透镜16对光束进行汇聚;由第二偏振分光镜反射的光束经过在其上安装有第一压电陶瓷13的第三反射镜12反射,进入到第二扫描振镜10扫描;所述扫描光束经过第二扫描透镜11汇聚;所述第二偏振分光镜8反射和透射光束经过第一合束器17进行合束;再经过第一偏振旋转器改变其在不同扫描位置处的偏振方向;所述合束光束经过第一透镜准直;由所述第一偏振分光镜6反射的光束经过在其上安装有第一压电陶瓷20的第三反射镜21反射,然后有第二透镜22汇聚,再经过第二偏振旋转器23改变其偏振方向后通过第三透镜准直变成平行光;所述第一偏振分束镜6透射和反射,并由第二偏振分束镜透射反射的三束光再经过第二合束器进行合束;所述合束光经过场镜汇聚到物镜入瞳面,其中两束边缘光束汇聚点位于物镜入瞳边缘,其连线经过物镜中心,中心光束汇聚到入瞳中心位置;所述边缘光束和中心光束经过物镜准直后入射到样品上干涉形成照明光场,其中中心光束垂直入射到样品上,边缘光束以大于全反射临界角入射,以形成周期最小的干涉场照明样品;通过控制压电陶瓷21和压电陶瓷13,从而改变第四反射镜20和第二反射镜的位置,进而改变中心光束相对于第一边缘光束的光程,以及第二边缘光束相对第一边缘光束的光程,后者改变的光程为前者两倍,进而实现干涉条纹的相移;通过控制第一扫描振镜15和第二扫描振镜10的扫描角度,改变三束聚焦光在物镜后焦面的位置,从而改变干涉条纹的方向;The laser 1 emits linearly polarized light, which is collimated by the collimator 3 after being transmitted through the polarization-maintaining fiber 2; after being reflected by the first mirror 4, it enters the first half-wave plate 5 and the first polarizing beam splitter 6, and adjusts the first polarization beam splitter 6. The one-half wave plate 5 makes the intensity ratio of reflected and transmitted light 1:2. The reflected light constitutes the central beam of the illumination light field formed by interference; the transmitted light then passes through the second one-half wave plate. 7. The first polarizing beam splitter 8, rotate the second half-wave plate 7 so that the intensity ratio of reflected and transmitted light is 1:1; the transmitted light and reflected light constitute the illumination light field formed by interference. Edge beam; the transmitted light is reflected by the second mirror 9 and enters the third half-wave plate 14 and the first scanning galvanometer 15. The third half-wave plate 14 is rotated to make the polarization direction of the beam become vertical. Polarization; the light beam scanned by the first scanning galvanometer 15 enters the first scanning lens 16 to converge the light beam; the light beam reflected by the second polarizing beam splitter passes through the third piezoelectric ceramic 13 on which the first piezoelectric ceramic 13 is installed. The reflection mirror 12 reflects and enters the second scanning galvanometer 10 for scanning; the scanning beam is converged through the second scanning lens 11; the reflected and transmitted beams of the second polarizing beam splitter 8 are combined by the first beam combiner 17; Then it passes through the first polarization rotator to change its polarization direction at different scanning positions; the combined beam is collimated through the first lens; the beam reflected by the first polarizing beam splitter 6 passes through the first polarization beam splitter mounted on it. The third mirror 21 of the piezoelectric ceramic 20 reflects, and then the second lens 22 converges it, and then changes its polarization direction through the second polarization rotator 23 and then collimates it into parallel light through the third lens; the first polarization splitter The three beams of light transmitted and reflected by the beam mirror 6, and transmitted and reflected by the second polarizing beam splitter, are then combined by the second beam combiner; the combined beams are converged to the entrance pupil surface of the objective lens through the field lens, two of which The edge beam convergence point is located at the edge of the entrance pupil of the objective lens, and its connection line passes through the center of the objective lens, and the central beam converges to the center of the entrance pupil; the edge beam and the central beam are collimated by the objective lens and then incident on the sample to interfere to form an illumination light field, where the center beam The beam is vertically incident on the sample, and the edge beam is incident at an angle greater than the critical angle of total reflection to form an interference field with the smallest period to illuminate the sample; by controlling the piezoelectric ceramics 21 and 13, the fourth reflector 20 and the second reflection are changed. The position of the mirror changes the optical path of the central beam relative to the first edge beam, and the optical path of the second edge beam relative to the first edge beam. The optical path changed by the latter is twice that of the former, thereby achieving a phase shift of the interference fringes. ; By controlling the scanning angles of the first scanning galvanometer 15 and the second scanning galvanometer 10, the position of the three focused lights on the back focal plane of the objective lens is changed, thereby changing the direction of the interference fringes;
荧光样品29被照明光场照明后发出荧光,所述荧光经过物镜28接收,再经过二向色镜27反射后经过第二场镜30成像到相机EMCCD 31上;计算机32控制第一压电陶瓷15和第二压电陶瓷21的移动、第一扫描振镜15和第二扫描振镜10的扫描以及EMCCD 31的对原始图像的采集;The fluorescent sample 29 emits fluorescence after being illuminated by the illumination light field. The fluorescence is received by the objective lens 28, reflected by the dichroic mirror 27, and then imaged onto the camera EMCCD 31 through the second field lens 30; the computer 32 controls the first piezoelectric ceramic 15 and the movement of the second piezoelectric ceramic 21, the scanning of the first scanning galvanometer 15 and the second scanning galvanometer 10, and the collection of original images by the EMCCD 31;
进行图像处理以恢复一张样品的超分辨图像。Image processing is performed to recover a super-resolution image of the sample.
分析本发明的技术方案,可以得出:Analyzing the technical solution of the present invention, it can be concluded that:
(1)由公式(6)和(7)可知,照明光场在估计过程中没有近似的过程,是一个精确的数值解;(1) It can be seen from formulas (6) and (7) that there is no approximate process in the estimation process of the illumination light field, and it is an accurate numerical solution;
(2)由公式(6)和(7)可知,在相位估计过程中背景噪声通过构造的函数得到了抵消,因而消除了噪声对相位估计的影响;(2) It can be seen from formulas (6) and (7) that during the phase estimation process, the background noise is offset by the constructed function, thus eliminating the impact of noise on phase estimation;
(3)精确的相位求解可以获得准确的频带分离,避免了频带搬移到错误位置导致重构出现的伪像。(3) Accurate phase solution can achieve accurate frequency band separation and avoid artifacts in reconstruction caused by moving frequency bands to wrong positions.
与现有技术相比,本发明具有以下有益的技术效果:Compared with the existing technology, the present invention has the following beneficial technical effects:
本发明通过构造一个中间函数用于照明光场相位的估计,相比于传统的相位估计方法,本发明可以精确估计照明光场进行五步移相时对应的初始相位;本发明还可以消除在计算相位过程中由于噪声的影响导致的相位估计不准确带来的影响;利用本发明提出的精确相位计算方法,可以实现对各个频带分量进行准确分离,消除了因相位估计不准确导致的重构伪像的影响,获得样品的高保真重构;本发明适用于用空间光调制器产生的三光束或用偏振分束器分光产生的三光束形成的干涉型照明光场,也适用于用数字微镜通过投影形成的照明光场。The present invention constructs an intermediate function for estimating the phase of the lighting light field. Compared with the traditional phase estimation method, the present invention can accurately estimate the initial phase corresponding to the five-step phase shift of the lighting light field; the present invention can also eliminate the need for The impact of inaccurate phase estimation due to the influence of noise during the phase calculation process; using the accurate phase calculation method proposed by the present invention, accurate separation of each frequency band component can be achieved, eliminating reconstruction caused by inaccurate phase estimation The influence of artifacts can be obtained to obtain high-fidelity reconstruction of the sample; the present invention is suitable for interference-type illumination light fields formed by three beams generated by a spatial light modulator or three beams generated by polarizing beam splitter. It is also suitable for use with digital The illumination light field formed by the projection of micromirrors.
附图说明Description of the drawings
图1为本发明实施例的超分辨显微成像装置示意图;Figure 1 is a schematic diagram of a super-resolution microscopy imaging device according to an embodiment of the present invention;
图2(a)为三束光在物镜入瞳面处的位置示意图,三个黑点表示三束光汇聚的位置;图2(b)表示三束光经过物镜后的进行干涉时的角度;Figure 2(a) is a schematic diagram of the position of the three beams of light at the entrance pupil surface of the objective lens. The three black dots indicate the position where the three beams of light converge. Figure 2(b) shows the angle at which the three beams of light interfere after passing through the objective lens.
图3为本发明提出的五步移相时对应照明光场的轴向分布,横向每次产生五分之一周期移动,轴向相对于物镜不动;Figure 3 shows the axial distribution of the corresponding illumination light field during the five-step phase shift proposed by the present invention. The transverse direction produces one-fifth periodic movement each time, and the axis does not move relative to the objective lens;
图4是本发明方法的流程图。Figure 4 is a flow chart of the method of the present invention.
具体实施方式Detailed ways
以下结合附图和具体实施例对本发明作进一步详细说明。The present invention will be further described in detail below with reference to the accompanying drawings and specific embodiments.
实施例1Example 1
本实施例提供的一种三维结构光照明超分辨显微成像的高保真重构的方法,包括以下步骤:This embodiment provides a method for high-fidelity reconstruction of three-dimensional structured light illumination super-resolution microscopy imaging, including the following steps:
(1)将一束平行光分为强度相等、偏振方向一致的三束平行光束,汇聚到物镜的入瞳面,再经过物镜后变成三束平行光,三束光在样品上进行干涉形成横向和轴向都包含周期结构的照明光场照明荧光样品,荧光样品收到非均匀照明光场调制后频谱产生频移;由物镜接收荧光样品发出的荧光信号后,经过场镜汇聚到成像像面,用探测器接收该荧光信号,得到一张混有荧光样品高低频信息的低分辨率图像。(1) Divide a parallel light beam into three parallel light beams with equal intensity and consistent polarization direction, converge to the entrance pupil surface of the objective lens, and then become three parallel light beams after passing through the objective lens. The three beams of light interfere on the sample to form The fluorescent sample is illuminated by an illumination light field containing a periodic structure in both the lateral and axial directions. The spectrum of the fluorescent sample is modulated by a non-uniform illumination light field and causes a frequency shift. After the fluorescent signal emitted by the fluorescent sample is received by the objective lens, it is converged into the imaging image through the field lens. On the surface, a detector is used to receive the fluorescence signal, and a low-resolution image mixed with high and low frequency information of the fluorescent sample is obtained.
采用的物镜为数值孔径NA大于1.33的油浸型物镜,三束光中,其中一束汇聚到物镜入瞳中心位置,再经过物镜后垂直入射到样品上,另两束平行光束汇聚到该物镜的入射光瞳边缘处,两聚焦点所连直线经过入瞳圆心,两聚焦点的距离接近入瞳直径以尽量充分利用物镜数值孔径,经过物镜的两束聚焦光出射后以超过临界角的角度入射到荧光样品,三束光最后在样品上干涉形成非均匀照明光场照明样品。The objective lens used is an oil-immersion objective lens with a numerical aperture NA greater than 1.33. Among the three beams of light, one beam converges to the center of the entrance pupil of the objective lens, and then passes through the objective lens and is vertically incident on the sample. The other two parallel beams converge to the objective lens. At the edge of the entrance pupil, the straight line connecting the two focusing points passes through the center of the entrance pupil circle. The distance between the two focusing points is close to the diameter of the entrance pupil to make full use of the numerical aperture of the objective lens. After passing through the objective lens, the two focused beams of light emerge at an angle exceeding the critical angle. After being incident on the fluorescent sample, the three beams of light finally interfere on the sample to form a non-uniform illumination light field to illuminate the sample.
(2)多次改变照明光场的空间位移和方向,再次拍摄受条纹强度调制的荧光信号,直至拍摄完一层样品对应图像;然后再改变样品轴向位置,重复拍摄不同照明光场空间位置和方向照明下的样品荧光信号,得到一系列混有荧光样品高低频信息的三维低分辨率图像,作为原始图像;(2) Change the spatial displacement and direction of the illumination light field multiple times, and shoot the fluorescence signal modulated by the stripe intensity again until the corresponding image of a layer of sample is shot; then change the axial position of the sample, and repeatedly shoot the spatial position of different illumination light fields. and the fluorescence signal of the sample under directional illumination to obtain a series of three-dimensional low-resolution images mixed with high and low-frequency information of the fluorescent sample as the original image;
产生原始图像的步骤如下:The steps to generate the original image are as follows:
(2.1)每个方向下的照明光场通过改变中心光路的光程,并同时改变边缘光束中其中一路光的光程,使后者光程为前者光程的两倍,使照明光场在横向上每次移动其周期的五分之一,而轴向光场相对于物镜不动,实现照明的五步移相,如图2所示;(2.1) The illumination light field in each direction changes the optical path of the central light path and simultaneously changes the optical path of one of the edge beams, so that the latter optical path is twice the former optical path, so that the illumination light field is in Each time it moves one-fifth of its period laterally, while the axial light field does not move relative to the objective lens, achieving a five-step phase shift of the illumination, as shown in Figure 2;
(2.2)依次改变两束边缘光会聚在物镜入瞳处两聚焦光点的位置,从而干涉形成横向方向上对应的照明光场,直到在一个π方位角内均匀产生3个方向的照明光场,为横向方向提供二向同性的分辨率提升;(2.2) Sequentially change the position of the two focused light spots at the entrance pupil of the objective lens where the two edge lights converge, thereby interfering to form corresponding illumination light fields in the transverse direction until illumination light fields in three directions are uniformly generated within a π azimuth angle. , providing isotropic resolution improvement in the lateral direction;
(2.3)每次在改变照明光场的空间位移或方向时,荧光样品被调制后发出混频信号被探测器接收,形成一张低分辨率图,共形成15*n(n为样品层数)张原始图像作为后续图像重构的原始图。(2.3) Each time the spatial displacement or direction of the illumination light field is changed, the fluorescent sample is modulated and emits a mixed signal that is received by the detector to form a low-resolution image, forming a total of 15*n (n is the number of sample layers ) original image as the original image for subsequent image reconstruction.
(3)将步骤(2)获得的原始图像进行后续图像处理,首先进行参数估计,包括照明光场的空间频率p,以及相位其次对荧光样品的各个频带进行分离;最后将各个频谱进行组合重构出样品的高保真超分辨图像。(3) Perform subsequent image processing on the original image obtained in step (2). First, perform parameter estimation, including the spatial frequency p of the illuminating light field, and the phase. Secondly, each frequency band of the fluorescent sample is separated; finally, each spectrum is combined to reconstruct a high-fidelity super-resolution image of the sample.
图像处理过程如图4所示,包括如下步骤:The image processing process is shown in Figure 4, including the following steps:
(3.1)首先进行参数估计,包括照明光场的空间频率kxy,以及相位作为后续重构过程中恢复一张高质量超分辨图像的前提,具体包括以下子步骤:(3.1) First perform parameter estimation, including the spatial frequency k xy of the illuminating light field, and the phase As a prerequisite for restoring a high-quality super-resolution image in the subsequent reconstruction process, it specifically includes the following sub-steps:
a.建立某个方向照明光场五步相移照明时的成像模型:a. Establish an imaging model for five-step phase-shift illumination in a certain direction of illumination light field:
D(r)=[S(r)·I(r)]*H(r)+Db(r), (1)D(r)=[S(r)·I(r)]*H(r)+D b (r), (1)
其中,D(r)为3D-SIM拍摄的原始图像,H(r)为系统的三维PSF,S(r)为样品的分布函数,为照明光场,kxy是照明光场的横向调制频率,r是空间坐标,/>是照明光场的相位,Db(r)为背景噪声,当照明光场轴向相对于物镜不动,则公式(1)可以改写为以下形式:Among them, D(r) is the original image taken by 3D-SIM, H(r) is the three-dimensional PSF of the system, S(r) is the distribution function of the sample, is the illumination light field, k xy is the transverse modulation frequency of the illumination light field, r is the spatial coordinate,/> is the phase of the illumination light field, and D b (r) is the background noise. When the axis of the illumination light field does not move relative to the objective lens, formula (1) can be rewritten as the following form:
b.将上式变换到傅里叶空间,第n个相移时获得拍摄的原始图像对应的傅里叶频谱:b. Transform the above equation into Fourier space, and obtain the Fourier spectrum corresponding to the original image taken at the nth phase shift:
式中,是每个横向分量m对应的OTF,k是傅里叶空间上的坐标。由上式可知,所获得的原始图像的频谱为各个频带的混叠;In the formula, is the OTF corresponding to each transverse component m, and k is the coordinate in Fourier space. It can be seen from the above formula that the spectrum of the original image obtained is the aliasing of each frequency band;
c.将五步移相获得的原始图像频谱表示成矩阵形式:c. Express the original image spectrum obtained by five-step phase shift into matrix form:
其中,向量和/>分别定义为/>以及而向量/>中的元素/>为并且矩阵M中的元素Mnm为/> Among them, vector and/> respectively defined as/> as well as And vector/> Elements in /> for And the element M nm in the matrix M is/>
d.对公式(3)表示的原始图像频谱做自相关,可求得照明光场的横向调制频率kxy:d. By performing autocorrelation on the original image spectrum expressed in formula (3), the transverse modulation frequency k xy of the illumination light field can be obtained:
表示相关,上标*表示复共轭,/>将在k′=mkxy处获得强度极大值,找到其对应坐标即可求得mkxy的数值; Indicates correlation, superscript * indicates complex conjugation, /> The intensity maximum value will be obtained at k′=mk xy , and the value of mk xy can be obtained by finding its corresponding coordinates;
e.构造一个辅助函数,用于恢复照明光场的相位,当认为五步移相每次移动的相位为2π/5时,构造如下函数:e. Construct an auxiliary function to restore the phase of the illumination light field. When it is considered that the phase of each five-step phase shift is 2π/5, construct the following function:
因此初始相位可以按如下公式精确求得:Therefore, the initial phase can be accurately calculated according to the following formula:
其中,为实数,由式(6)和(7)可知,原始图像中出现的背景噪声在该相位求解过程中消除了。Among them, for Real numbers, it can be seen from equations (6) and (7) that the background noise appearing in the original image is eliminated during the phase solution process.
f.对所有方光斑照明下所获得的原始图像作步骤a-e操作,从而获得所有照明光场的调制频率kxy和初始相位 f. Perform step ae on the original image obtained under illumination of all square spots to obtain the modulation frequency k xy and initial phase of all illumination light fields.
(3.2)完成照明光场参数估计后,进行图像重构,具体包括以下子步骤:(3.2) After completing the lighting light field parameter estimation, image reconstruction is performed, which specifically includes the following sub-steps:
a.根据公式(4)以及求取的照明光场初始相位参数,进行原始图像频谱中各个频带的分离,用公式可以表示为:a. According to formula (4) and the obtained initial phase parameters of the illumination light field, perform each frequency band in the original image spectrum. The separation of can be expressed as:
其中,M-1为M的逆矩阵;Among them, M -1 is the inverse matrix of M;
b.将步骤(3.1)和步骤(3.2)b进行频带分离的过程用于其他两个方向照明光场照明下拍摄的原始图像,获得对应方向下分离的频带 b. Apply the frequency band separation process in step (3.1) and step (3.2) b to the original images taken under illumination light fields in the other two directions to obtain the separated frequency bands in the corresponding directions.
c.最后将获得的各个频带利用型反卷积进行频带拼接,用公式可以表示为:c. Finally, the obtained frequency bands are spliced using type deconvolution, which can be expressed as:
其中,为重构的超分辨图像对应的频谱,ω2为参数,A(k)为切趾函数,最后物体的分布函数的估计值/>可以通过对/>作傅里叶逆变换得到。in, is the spectrum corresponding to the reconstructed super-resolution image, ω 2 is the parameter, A(k) is the apodization function, and the final estimated value of the distribution function of the object/> You can do this by pairing/> Obtained by doing the inverse Fourier transform.
实施例2Example 2
如图1给出了一种三维结构光照明超分辨显微成像的高保真重构的装置,但不限于图1所示的装置。Figure 1 shows a device for high-fidelity reconstruction of three-dimensional structured light illumination super-resolution microscopic imaging, but is not limited to the device shown in Figure 1.
本实施例的装置包括激光器1,保偏单模光纤2,准直器3,第一反射镜4,第一二分之一波片5,第一偏振分束镜6,第二二分之一波片7,第二偏振分束镜8,第二反射镜9,第三二分之一波片14,第一扫描振镜15,第一扫描透镜16,第三反射镜12,第一压电陶瓷13,第二扫描振镜10,第一扫描透镜11,第一合束镜17,第一偏振旋转器18,第一透镜19,第四反射镜20,第二压电陶瓷21,第二透镜22,第二偏振旋转器23,第三透镜24,第二合束镜25,第一场镜26,二向色镜27,物镜28,荧光样品29,第二场镜30,EMCCD 31,计算机32。The device of this embodiment includes a laser 1, a polarization-maintaining single-mode optical fiber 2, a collimator 3, a first reflecting mirror 4, a first half-wave plate 5, a first polarizing beam splitter 6, a second half-wave plate 5 A wave plate 7, a second polarizing beam splitter 8, a second reflecting mirror 9, a third half-wave plate 14, a first scanning galvanometer 15, a first scanning lens 16, a third reflecting mirror 12, a first Piezoelectric ceramic 13, second scanning galvanometer 10, first scanning lens 11, first beam combiner 17, first polarization rotator 18, first lens 19, fourth mirror 20, second piezoelectric ceramic 21, Second lens 22, second polarization rotator 23, third lens 24, second beam combiner 25, first field lens 26, dichroic mirror 27, objective lens 28, fluorescent sample 29, second field lens 30, EMCCD 31, computer 32.
采用图1所示的装置实现三维结构光照明超分辨显微成像过程如下:The process of realizing three-dimensional structured light illumination super-resolution microscopy imaging using the device shown in Figure 1 is as follows:
(1)激光器1发出线偏振光,经过保偏光纤2传输后由准直器3准直;通过第一反射镜4反射后进入第一二分之一波片5第一偏振分束镜6,调节第一二分之一波片5使反射和透射光光强比例为1:2,所述反射光构成用于干涉形成的照明光场的中心光束;透射光再经过第二二分之一波片7第一偏振分束镜8,旋转第二二分之一波片7使反射和透射光光强比例为1:1;所述此透射光和反射光构成用于干涉形成的照明光场的边缘光束;透射光经第二反射镜9反射进入到第三二分之一波片14和第一扫描振镜15,旋转第三二分之一波片14使该束光偏振方向变成垂直偏振;由第一扫描振镜15扫描后的光束出射进入到第一扫描透镜16对光束进行汇聚;由第二偏振分光镜反射的光束经过在其上安装有第一压电陶瓷13的第三反射镜12反射,进入到第二扫描振镜10扫描;所述扫描光束经过第二扫描透镜11汇聚;所述第二偏振分光镜8反射和透射光束经过第一合束器17进行合束;再经过第一偏振旋转器改变其在不同扫描位置处的偏振方向;所述合束光束经过第一透镜准直;由所述第一偏振分光镜6反射的光束经过在其上安装有第一压电陶瓷20的第三反射镜21反射,然后有第二透镜22汇聚,再经过第二偏振旋转器23改变其偏振方向后通过第三透镜准直变成平行光;所述第一偏振分束镜6透射和反射,并由第二偏振分束镜透射反射的三束光再经过第二合束器进行合束;所述合束光经过场镜汇聚到物镜入瞳面,其中两束边缘光束汇聚点位于物镜入瞳边缘,其连线经过物镜中心,中心光束汇聚到入瞳中心位置,如图2(a)所示;所述边缘光束和中心光束经过物镜准直后入射到样品上干涉形成照明光场,其中中心光束垂直入射到样品上,边缘光束以大于全反射临界角入射,如图2(b)所示以形成周期最小的干涉场照明样品;通过控制压电陶瓷21和压电陶瓷13,从而改变第四反射镜20和第二反射镜的位置,进而改变中心光束相对于第一边缘光束的光程,以及第二边缘光束相对第一边缘光束的光程,后者改变的光程为前者两倍,进而实现干涉条纹的相移,如图3所示;通过控制第一扫描振镜15和第二扫描振镜10的扫描角度,改变三束聚焦光在物镜后焦面的位置,从而改变干涉条纹的方向,如图2(a)所示;(1) The laser 1 emits linearly polarized light, which is collimated by the collimator 3 after being transmitted through the polarization-maintaining fiber 2; reflected by the first mirror 4, it enters the first half-wave plate 5 and the first polarizing beam splitter 6 , adjust the first half-wave plate 5 so that the intensity ratio of reflected and transmitted light is 1:2. The reflected light constitutes the central beam of the illumination light field formed by interference; the transmitted light then passes through the second half-wave plate. A wave plate 7 and a first polarizing beam splitter 8 rotate the second half-wave plate 7 so that the intensity ratio of reflected and transmitted light is 1:1; the transmitted light and reflected light constitute the illumination used for interference formation The edge beam of the light field; the transmitted light is reflected by the second reflector 9 and enters the third half-wave plate 14 and the first scanning galvanometer 15. The third half-wave plate 14 is rotated to change the polarization direction of the beam. It becomes vertically polarized; the light beam scanned by the first scanning galvanometer 15 enters the first scanning lens 16 to converge the light beam; the light beam reflected by the second polarizing beam splitter passes through the first piezoelectric ceramic 13 installed on it The third mirror 12 reflects and enters the second scanning galvanometer 10 for scanning; the scanning beam is converged through the second scanning lens 11; the second polarizing beam splitter 8 reflects and transmits the beam through the first beam combiner 17 Combine the beam; then change its polarization direction at different scanning positions through the first polarization rotator; the combined beam is collimated by the first lens; the beam reflected by the first polarizing beam splitter 6 is mounted on it It is reflected by the third mirror 21 of the first piezoelectric ceramic 20, and then converged by the second lens 22, and then changes its polarization direction through the second polarization rotator 23, and then is collimated into parallel light by the third lens; A polarizing beam splitter 6 transmits and reflects, and the three beams of light transmitted and reflected by the second polarizing beam splitter are then combined by the second beam combiner; the combined light passes through the field lens and converges to the entrance pupil surface of the objective lens, The convergence point of the two edge beams is located at the edge of the entrance pupil of the objective lens, and their connection line passes through the center of the objective lens, and the central beam converges to the center of the entrance pupil, as shown in Figure 2(a); the edge beam and the center beam are collimated by the objective lens The interference incident on the sample forms an illumination light field, in which the central beam is vertically incident on the sample, and the edge beam is incident greater than the critical angle of total reflection, as shown in Figure 2(b) to form an interference field with the smallest period to illuminate the sample; by controlling the pressure The electric ceramic 21 and the piezoelectric ceramic 13 change the positions of the fourth reflector 20 and the second reflector, thereby changing the optical path of the central beam relative to the first edge beam, and the light path of the second edge beam relative to the first edge beam. The optical path changed by the latter is twice that of the former, thereby realizing the phase shift of the interference fringes, as shown in Figure 3; by controlling the scanning angles of the first scanning galvanometer 15 and the second scanning galvanometer 10, the focus of the three beams is changed. The position of the light on the back focal plane of the objective lens changes the direction of the interference fringes, as shown in Figure 2(a);
(2)荧光样品29被照明光场照明后发出荧光,所述荧光经过物镜28接收,再经过二向色镜27反射后经过第二场镜30成像到相机EMCCD 31上;计算机32控制第一压电陶瓷15和第二压电陶瓷21的移动、第一扫描振镜15和第二扫描振镜10的扫描以及EMCCD 31的对原始图像的采集;(2) The fluorescent sample 29 emits fluorescence after being illuminated by the illumination light field. The fluorescence is received by the objective lens 28, reflected by the dichroic mirror 27, and then imaged onto the camera EMCCD 31 through the second field lens 30; the computer 32 controls the first The movement of the piezoelectric ceramic 15 and the second piezoelectric ceramic 21, the scanning of the first scanning galvanometer 15 and the second scanning galvanometer 10, and the acquisition of original images by the EMCCD 31;
(3)按如图4所示步骤进行图像处理以恢复一幅样品的三维超分辨图像:(3) Perform image processing according to the steps shown in Figure 4 to restore a three-dimensional super-resolution image of the sample:
1)参数估计1) Parameter estimation
a.建立某个方向照明光场五步相移照明时的成像模型:a. Establish an imaging model for five-step phase-shift illumination in a certain direction of illumination light field:
D(r)=[S(r)·I(r)]*H(r)+Db(r), (1)其中,D(r)为3D-SIM拍摄的原始图像,H(r)为系统的三维PSF,S(r)为样品的分布函数,为照明光场,kxy是照明光场的横向调制频率,r是空间坐标,/>是照明光场的相位,Db(r)为背景噪声,当照明光场轴向相对于物镜不动,则公式(1)可以改写为以下形式:D(r)=[S(r)·I(r)]*H(r)+D b (r), (1) Among them, D(r) is the original image captured by 3D-SIM, H(r) is the three-dimensional PSF of the system, S(r) is the distribution function of the sample, is the illumination light field, k xy is the transverse modulation frequency of the illumination light field, r is the spatial coordinate,/> is the phase of the illumination light field, and D b (r) is the background noise. When the axis of the illumination light field does not move relative to the objective lens, formula (1) can be rewritten as the following form:
b.将上式变换到傅里叶空间,第n个相移时获得拍摄的原始图像对应的傅里叶频谱:b. Transform the above equation into Fourier space, and obtain the Fourier spectrum corresponding to the original image taken at the nth phase shift:
式中,是每个横向分量m对应的OTF,k是傅里叶空间上的坐标。由上式可知,所获得的原始图像的频谱为各个频带的混叠;In the formula, is the OTF corresponding to each transverse component m, and k is the coordinate in Fourier space. It can be seen from the above formula that the spectrum of the original image obtained is the aliasing of each frequency band;
c.将五步移相获得的原始图像频谱表示成矩阵形式:c. Express the original image spectrum obtained by five-step phase shift into matrix form:
其中,向量和/>分别定义为/>以及而向量/>中的元素/>为并且矩阵M中的元素Mnm为/> Among them, vector and/> respectively defined as/> as well as And vector/> Elements in /> for And the element M nm in the matrix M is/>
d.对公式(3)表示的原始图像频谱做自相关,可求得照明光场的横向调制频率kxy:d. By performing autocorrelation on the original image spectrum expressed in formula (3), the transverse modulation frequency k xy of the illumination light field can be obtained:
表示相关,上标*表示复共轭,/>将在k′=mkxy处获得强度极大值,找到其对应坐标即可求得mkxy的数值; Indicates correlation, superscript * indicates complex conjugation, /> The intensity maximum value will be obtained at k′=mk xy , and the value of mk xy can be obtained by finding its corresponding coordinates;
e.构造一个辅助函数,用于恢复照明光场的相位,当认为五步移相每次移动的相位为2π/5时,构造如下函数:e. Construct an auxiliary function to restore the phase of the illumination light field. When it is considered that the phase of each five-step phase shift is 2π/5, construct the following function:
因此初始相位可以按如下公式精确求得:Therefore, the initial phase can be accurately calculated according to the following formula:
其中,为实数,由式(6)和(7)可知,原始图像中出现的背景噪声在该相位求解过程中消除了。Among them, for Real numbers, it can be seen from equations (6) and (7) that the background noise appearing in the original image is eliminated during the phase solution process.
f.对所有方光斑照明下所获得的原始图像作步骤a-e操作,从而获得所有照明光场的调制频率kxy和初始相位 f. Perform step ae on the original image obtained under illumination of all square spots to obtain the modulation frequency k xy and initial phase of all illumination light fields.
2)图像重构2)Image reconstruction
a.根据公式(4)以及求取的照明光场初始相位参数,进行原始图像频谱中各个频带的分离,用公式可以表示为:a. According to formula (4) and the obtained initial phase parameters of the illumination light field, perform each frequency band in the original image spectrum. The separation of can be expressed as:
其中,M-1为M的逆矩阵;Among them, M -1 is the inverse matrix of M;
b.将步骤1)和步骤2)a中进行频带分离的过程用于其他两个方向照明光场照明下拍摄的原始图像,获得对应方向下分离的频带 b. Apply the frequency band separation process in steps 1) and 2)a to the original images taken under illumination light fields in the other two directions to obtain the separated frequency bands in the corresponding directions.
c.最后将获得的各个频带利用维纳型反卷积进行频带拼接,用公式可以表示为:c. Finally, the obtained frequency bands are spliced using Wiener-type deconvolution, which can be expressed as:
其中,为重构的超分辨图像对应的频谱,ω2为参数,A(k)为切趾函数,最后物体的分布函数的估计值/>可以通过对/>作傅里叶逆变换得到。in, is the spectrum corresponding to the reconstructed super-resolution image, ω 2 is the parameter, A(k) is the apodization function, and the final estimated value of the distribution function of the object/> You can do this by pairing/> Obtained by doing the inverse Fourier transform.
以上所述仅为本发明的较佳实施举例,并不用于限制本发明,凡在本发明精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The above are only examples of the preferred implementation of the present invention and are not intended to limit the present invention. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and principles of the present invention shall be included in the protection scope of the present invention. within.
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