Abstract
\({Ca}^{2+}\) plays an important role as an intracellular second messenger in the growth and development of cardiomyocytes (CMs), which can be visualized by calcium imaging and be quantified as calcium transient. Based on calcium imaging, the widely applied measurement method for cellular calcium transient requires laborious and inefficient calibration experiments, as well as affected by photobleaching. In this study, we presented a calibration-free method, based on calcium imaging, to calculate cellular calcium transient and correct photobleaching directly from the target video. We also set up image acquisition and calculation system on custom software, applied to calcium transients monitoring of neonatal rat cardiomyocytes. Results showed that the effect of the new method was similar to that of the traditional one with a Pearson correlation coefficient of 0.99 ± 0.01. Moreover, the residual sum of squares of the two methods was only 26.31 ± 26.28 when the area of the region of interest was greater than 8% of the image area. This result indicated that the new method provided a new concept of cellular \({Ca}^{2+}\) concentration quantification as well as a rapid and adaptive method for monitoring cellular calcium transient.
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The datasets during and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Clapham, D. E. (2007). Calcium signaling. Cell, 131(6), 1047–1058.
Zhivotovsky, B., & Orrenius, S. (2011). Calcium and cell death mechanisms: A perspective from the cell death community. Cell Calcium, 50(3), 211–221.
Juhola, M., Penttinen, K., Joutsijoki, H., Varpa, K., Saarikoski, J., Rasku, J., et al. (2015). Signal analysis and classification methods for the calcium transient data of stem cell-derived cardiomyocytes. Computers in Biology and Medicine, 61, 1–7.
Bers, D. M. (2002). Cardiac excitation-contraction coupling. Nature, 415(6868), 198–205.
Bers, D. M. (2008). Calcium cycling and signaling in cardiac myocytes. Annual Review of Physiology, 70, 23–49.
Mutig, N., Geers-Knoerr, C., Piep, B., Pahuja, A., Vogt, P. M., Brenner, B., et al. (2013). Lipoteichoic acid from Staphylococcus aureus directly affects cardiomyocyte contractility and calcium transients. Molecular Immunology, 56(4), 720–728.
Pereira, L., Ruiz-Hurtado, G., Rueda, A., Mercadier, J. J., Benitah, J. P., & Gomez, A. M. (2014). Calcium signaling in diabetic cardiomyocytes. Cell Calcium, 56(5), 372–380.
Addis, R. C., Ifkovits, J. L., Pinto, F., Kellam, L. D., Esteso, P., Rentschler, S., et al. (2013). Optimization of direct fibroblast reprogramming to cardiomyocytes using calcium activity as a functional measure of success. Journal of Molecular and Cellular Cardiology, 60, 97–106.
Lock, J. T., Parker, I., & Smith, I. F. (2015). A comparison of fluorescent Ca(2)(+) indicators for imaging local Ca(2)(+) signals in cultured cells. Cell Calcium, 58(6), 638–648.
Tsien, R. Y., Pozzan, T., & Rink, T. J. (1982). Calcium homeostasis in intact lymphocytes: Cytoplasmic free calcium monitored with a new, intracellularly trapped fluorescent indicator. Journal of Cell Biology, 94(2), 325–334.
Burchiel, S. W., Edwards, B. S., Kuckuck, F. W., Lauer, F. T., Prossnitz, E. R., Ransom, J. T., et al. (2000). Analysis of free intracellular calcium by flow cytometry: Multiparameter and pharmacologic applications. Methods, 21(3), 221–230.
Glaser, T., Shimojo, H., Ribeiro, D. E., Martins, P. P. L., Beco, R. P., Kosinski, M., et al. (2020). ATP and spontaneous calcium oscillations control neural stem cell fate determination in Huntington’s disease: A novel approach for cell clock research. Molecular Psychiatry, 26(6), 2633–2650.
Illaste, A., Wullschleger, M., Fernandez-Tenorio, M., Niggli, E., & Egger, M. (2019). Automatic detection and classification of Ca(2+) release events in line- and frame-scan images. Biophysical Journal, 116(3), 383–394.
Haller, H., Lindschau, C., Quass, P., Distler, A., & Luft, F. C. (1994). Nuclear calcium signaling is initiated by cytosolic calcium surges in vascular smooth muscle cells. Kidney International, 46(6), 1653–1662.
Tanaka, H., Kawanishi, T., Kato, Y., Nakamura, R., & Shigenobu, K. (1996). Restricted propagation of cytoplasmic Ca2+ oscillation into the nucleus in guinea pig cardiac myocytes as revealed by rapid scanning confocal microscopy and indo-1. Japanese Journal of Pharmacology, 70(3), 235–242.
Gussak, G., Marszalec, W., Yoo, S., Modi, R., O’Callaghan, C., Aistrup, G. L., et al. (2020). Triggered Ca(2+) waves induce depolarization of maximum diastolic potential and action potential prolongation in dog atrial myocytes. Circ Arrhythm Electrophysiol, 13(6), e008179.
Coppini, R., Santini, L., Olivotto, I., Ackerman, M. J., & Cerbai, E. (2020). Abnormalities in sodium current and calcium homoeostasis as drivers of arrhythmogenesis in hypertrophic cardiomyopathy. Cardiovascular Research, 116(9), 1585–1599.
Shkryl VM (2020). Error correction due to background subtraction in ratiometric calcium measurements with CCD camera. Heliyon, 6(6), e04180.
Sebille, S., Cantereau, A., Vandebrouck, C., Balghi, H., Constantin, B., Raymond, G., et al. (2005). Calcium sparks in muscle cells: Interactive procedures for automatic detection and measurements on line-scan confocal images series. Computer Methods and Programs in Biomedicine, 77(1), 57–70.
Zavala-Tecuapetla, C., Tapia, D., Rivera-Angulo, A. J., Galarraga, E., & Pena-Ortega, F. (2014). Morphological characterization of respiratory neurons in the pre-Botzinger complex. Progress in Brain Research, 209, 39–56.
Sakaguchi, H., Ozaki, Y., Ashida, T., Matsubara, T., Oishi, N., Kihara, S., et al. (2019). Self-organized synchronous calcium transients in a cultured human neural network derived from cerebral organoids. Stem Cell Reports, 13(3), 458–473.
da Silva, A. R., Neri, E. A., Turaca, L. T., Dariolli, R., Fonseca-Alaniz, M. H., Santos-Miranda, A., et al. (2020). NOTCH1 is critical for fibroblast-mediated induction of cardiomyocyte specialization into ventricular conduction system-like cells in vitro. Scientific reports, 10(1), 16163.
Zhang, X. H., Wei, H., Saric, T., Hescheler, J., Cleemann, L., & Morad, M. (2015). Regionally diverse mitochondrial calcium signaling regulates spontaneous pacing in developing cardiomyocytes. Cell Calcium, 57(5–6), 321–336.
Jensen, L., Neri, E., Bassaneze, V., De Almeida Oliveira, N. C., Dariolli, R., Turaca, L. T., et al. (2018). Integrated molecular, biochemical, and physiological assessment unravels key extraction method mediated influences on rat neonatal cardiomyocytes. Journal of Cellular Physiology, 233(7), 5420–5430.
Grynkiewicz, G., Poenie, M., & Tsien, R. Y. (1985). A new generation of Ca2+ indicators with greatly improved fluorescence properties. Journal of Biological Chemistry, 260(6), 3440–3450.
Tong, J., Qi, Y., Wang, X., Yu, L., Su, C., Xie, W., et al. (2017). Cell micropatterning reveals the modulatory effect of cell shape on proliferation through intracellular calcium transients. Biochimica et Biophysica Acta, Molecular Cell Research, 1864(12), 2389–2401.
Scheenen, W. J., Makings, L. R., Gross, L. R., Pozzan, T., & Tsien, R. Y. (1996). Photodegradation of indo-1 and its effect on apparent Ca2+ concentrations. Chemistry & Biology, 3(9), 765–774.
Sfakis, L., Kamaldinov, T., Larsen, M., Castracane, J., & Khmaladze, A. (2016). Quantification of confocal images using LabVIEW for tissue engineering applications. Tissue Eng Part C-Me, 22(11), 1028–1037.
Li, Z., Yang, G., Huang, H., Xiao, Z., & Ren, X. (2015). Biphasic pulsed electrical stimulation promotes the differentiation of adipose-derived stem cells into cardiomyocyte-like cells. Xi Bao Yu Fen Zi Mian Yi Xue Za Zhi, 31(9), 1200–1210.
Takahashi, A., Camacho, P., Lechleiter, J. D., & Herman, B. (1999). Measurement of intracellular calcium. Physiological Reviews, 79(4), 1089–1125.
Kao, J. P. (1994). Practical aspects of measuring [Ca2+] with fluorescent indicators. Methods in Cell Biology, 40, 155–181.
Henry, A. D., MacQuaide, N., Burton, F. L., Rankin, A. C., Rowan, E. G., & Drummond, R. M. (2018). Spontaneous Ca(2+) transients in rat pulmonary vein cardiomyocytes are increased in frequency and become more synchronous following electrical stimulation. Cell Calcium, 76, 36–47.
Uhlen P (2004). Spectral analysis of calcium oscillations. Sci STKE, 2004(258), pl15.
Szymanska, A. F., Heylman, C., Datta, R., Gratton, E., & Nenadic, Z. (2016). Automated detection and analysis of depolarization events in human cardiomyocytes using MaDEC. Computers in Biology and Medicine, 75, 109–117.
Bagur, R., & Hajnoczky, G. (2017). Intracellular Ca(2+) Sensing: Its role in calcium homeostasis and signaling. Molecular Cell, 66(6), 780–788.
Henry, A. D., MacQuaide, N., Burton, F. L., Rankin, A. C., Rowan, E. G., & Drummond, R. M. (2018). Spontaneous Ca2+ transients in rat pulmonary vein cardiomyocytes are increased in frequency and become more synchronous following electrical stimulation. Cell Calcium, 76, 36–47.
Friedmann, K. S., Bozem, M., & Hoth, M. (2019). Calcium signal dynamics in T lymphocytes: Comparing in vivo and in vitro measurements. Seminars in Cell & Developmental Biology, 94, 84–93.
Szewczyk, A., Saczko, J., & Kulbacka, J. (2020). Apoptosis as the main type of cell death induced by calcium electroporation in rhabdomyosarcoma cells. Bioelectrochemistry, 136, 107592.
Funding
This work was supported by The National Natural Science Foundation of China (61571314) and the Science and Technology Department of Sichuan Province, China (2018SZ0384, 2020YFG0081).
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LG, JY, and GY participated in the design and coordination of the study and software, performed experiments, analyzed data, and contributed to the writing of the manuscript. ZHX, LH, JZ, and HZ participated in the design and coordination of the study as well as helped to draft the manuscript. All authors read and approved the final manuscript.
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Gao, L., Ye, J., Xiao, Z. et al. A Calibration-Free Measurement for Monitoring Cellular Calcium Transients Adaptively. Appl Biochem Biotechnol 194, 2236–2250 (2022). https://doi.org/10.1007/s12010-021-03771-x
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DOI: https://doi.org/10.1007/s12010-021-03771-x