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MTBLS744


MPIBremen_Bputeoserpentis_MALDI-FISH_DHB_233x233pixel_3um_mz400-1200_240k@200

DOI: 10.1038/s41564-019-0664-6
空间分辨率: 3μm,   233x233
创建时间: 2024-12-27 22:02:32
物种: Bathymodiolus (epithelial host cells)  
状态: normal
仪器: MALDI (DHB)
离子数量: 517 / 588 (87.93%)
数据源: https://www.ebi.ac.uk/metabolights/editor/MTBLS744/descriptors

The Bathymodiolus puteoserpentis specimen used for high resolution AP-MALDI-MSI was collected during the RV Meteor M126 cruise in 2016 at the Logatchev hydrothermal vent field on the Mid-Atlantic Ridge. The specimen was retrieved with the MARUM-Quest remotely operated vehicle (ROV) at the Irina II vent site at 3038 m depth, 14°45’11.01”N and 44°58’43.98”W, and placed in an insulated container to prevent temperature changes during recovery. Gills were dissected from the mussel as soon as brought on board after ROV retrieval, submerged in precooled 2% w/v carboxymethyl cellulose gel (CMC, Mw ~ 700,000, Sigma-Aldrich Chemie GmbH) and snap-frozen in liquid N2. Samples were stored at -80 °C until use.
The CMC-embedded gills were cross-sectioned at 10 µm thickness with a cryostat (Leica CM3050 S, Leica Biosystems Nussloch GmbH) at a chamber temperature of -35 °C and object holder at -22 °C. Individual sections were thaw-mounted onto coated Polysine slides (Thermo Scientific) and subsequently frozen in the cryostat chamber. Slides with tissue sections were stored in slide containers with silica granules, to prevent air moisture condensation on the tissue upon removal from the freezer. Before AP-MALDI matrix application, the sample was warmed to room temperature under a dry atmosphere in a sealed slide container (LockMailer microscope slide jar, Sigma-Aldrich, Steinheim, Germany), filled with silica granules (Carl Roth GmbH) to avoid condensation on the cold glass slide. The sample glass slide was marked with white paint around the tissue for orientation during image acquisition as previously described[1]. Additionally, optical images of the tissue section were acquired with a digital microscope (VHX-5000 Series, Keyence, Neu-Isenburg, Germany) prior to matrix application. To apply the matrix, we used an ultrafine pneumatic sprayer system with N2 gas (SMALDIPrep, TransMIT GmbH, Giessen, Germany)[2], to deliver 100 μl of a 30 mg/ml solution of 2,5-dihydroxybenzoic acid (DHB; 98% 574 purity, Sigma-Aldrich, Steinheim, Germany) dissolved in acetone/water (1:1 v/v) containing 0.1% trifluoroacetic acid (TFA). To locate the field of view and facilitate laser focusing, a red marker was applied adjacent to the matrix-covered tissue section. Ref: [1] Kaltenpoth M, Strupat K, Svatoš A Linking metabolite production to taxonomic identity in environmental samples by (MA)LDI-FISH. ISME J. 2016 Feb;10(2):527-31. doi: 10.1038/ismej.2015.122. PMID:26172211 [2] Kompauer M, Heiles S, Spengler B. Atmospheric pressure MALDI mass spectrometry imaging of tissues and cells at 1.4-μm lateral resolution. Nat Methods. 2017 Jan;14(1):90-96. doi: 10.1038/nmeth.4071. PMID:27842060
High-resolution AP-MALDI-MSI measurements were carried out at an experimental ion source setup [1][2], coupled to a Fourier transform orbital trapping mass spectrometer (Q Exactive HF, Thermo Fisher Scientific GmbH, Bremen, Germany). The sample was rastered with 233 x 233 laser spots with a step size of 3 µm without oversampling, resulting in an imaged area of 699 x 699 µm. AP-MALDI-MSI measurements were performed in positive mode for a mass detection range of 400–1200 Da and a mass resolving power of 240,000 (at 200 m/z). After AP-MALDI-MSI, the measured sample surface was recorded using a stereomicroscope (SMZ25, Nikon, Düssedorf, Germany). Ref: [1] Kompauer M, Heiles S, Spengler B. Atmospheric pressure MALDI mass spectrometry imaging of tissues and cells at 1.4-μm lateral resolution. Nat Methods. 2017 Jan;14(1):90-96. doi: 10.1038/nmeth.4071. PMID:27842060 [2] Kompauer M, Heiles S, Spengler B. Autofocusing MALDI mass spectrometry imaging of tissue sections and 3D chemical topography of nonflat surfaces. Nat Methods. 2017 Dec;14(12):1156-1158. doi:10.1038/nmeth.4433. PMID:28945703


输入 m/z 用于成像:





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组织形态学是研究组织结构和形态的学科,这些组织是由共同执行特定功能的细胞群组成的。组织是器官的基本构建块,对于多细胞生物体的功能至关重要。

组织形态学在空间/单细胞代谢分析中尝试阐明以下方面:

  1. 细胞类型:识别组织内的不同细胞类型及其特定功能。
  2. 细胞排列:观察细胞是如何组织的,无论是在层中、簇中,还是在细胞外基质中分散。
  3. 细胞外基质:研究细胞外基质的组成和结构,这在不同组织类型之间可能会有很大差异。
  4. 特殊结构:检查特定组织独有的特殊结构,如纤毛、微绒毛或细胞间连接。

点击离子m/z值查看其质谱成像热图和在多个空间区域中的代谢物表达值。


低维度嵌入与聚类

空间/单细胞代谢组学数据通常由高维数据集组成,每个细胞点由数千个代谢物的表达水平特征化。UMAP通过降低数据的维度同时保留细胞点之间的重要结构和关系,帮助理解这种复杂的数据。

A vs B:
vs

组织形态学

点击Region ID查看特定组织区域的参考质谱图,点击Anatomy ID的链接查看跨多个物种和器官样本的解剖本体论。

代表性质谱图

从空间聚类结果的每个区域的点中提取质谱数据,然后对质谱进行二叉树聚类计算,获得最大的聚类簇。计算质谱在聚类簇中的碎片信号响应强度的平均值,最终构建特定空间区域的代表性质谱图结果。

通过在多个质谱图簇上进行自举采样,生成了代谢物在多个空间组织区域的表达数据。

表达模式

C-均值模糊聚类算法是一种分割聚类技术,它允许每个数据点以不同的成员度属于多个聚类。该算法旨在最小化数据点与聚类中心之间的加权平方距离之和,其中权重是数据点对聚类的成员度。

每个点/单元的数据点被分配给每个簇的隶属度,代表该点/单元属于该簇的可能性。隶属度介于0到1之间,一个数据点在所有簇上的隶属度之和为1。

空间/单细胞组学中的应用:

  • 细胞类型鉴定:在异质群体中识别不同的细胞类型。
  • 疾病亚型分类:根据细胞特征发现疾病的亚型。
  • 发育轨迹分析:理解细胞在不同发育阶段的进展。