REVIEW 4 major objections 4 minor 1 cited by
Differentiation of Wild-Type and CRISPR-Modified Colon Cancer Cells Using Brillouin Microscopy
T0 review · 4 major / 4 minor · reviewed 2026-08-06 · deepseek-v4-flash
Pith's one-line read Brillouin microscopy can tell CRISPR-edited colon cancer cells from wild-type cells by their mechanical signatures.
desk verdict Solid Brillouin instrumentation with a central biological claim the data don't yet support; the abstract overstates what the results show. read the letter →
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
What carries the argument
The central readout is the Brillouin shift, the frequency change of light inelastically scattered by acoustic phonons, together with the full width at half maximum (FWHM) of the Brillouin peak. In the paper's setup, the shift is treated as a proxy for longitudinal stiffness and the FWHM as a proxy for viscous damping, so the two numbers together describe a cell's viscoelastic signature. The machinery that carries the claim is a custom-built confocal Brillouin microspectrometer with a VIPA spectrometer, iodine-cell rejection of elastic scattering, and a Savitzky-Golay spectral preprocessing step that converts CCD positions into calibrated frequency shifts and linewidths.
What would settle it
A direct falsifier would be PCR or sequencing of the flask populations showing that the intended CRISPR modification is absent or present in only a minority of cells, or a blinded replication in which passage- and media-matched wild-type and edited clones produce overlapping medians for shift and FWHM. Another concrete check is to swap the sample identities between flasks and see whether the assignment follows the physical flask rather than the genotype.
Extended reading notes
Core claim
The central claim is that Brillouin spectroscopy resolves a subtle but consistent mechanical difference between wild-type and CRISPR-modified colon cancer cells in vitro. In the paper's own numbers, the wild-type population had a higher median Brillouin shift (7.591 GHz) and a broader Brillouin peak (FWHM 0.987 GHz) than the CRISPR population (7.567 GHz and 0.861 GHz). The conclusion states that Brillouin spectroscopy can effectively resolve subtle differences in viscoelastic properties, and interprets the decrease in both parameters as a measurable alteration of cellular stiffness and viscosity linked to the genetic modification.
Load-bearing premise
The two cell populations are assumed to differ only by the intended CRISPR edit, yet the samples were identified by handwritten flask labels alone, with no genotyping to confirm the edit or rule out passage, media, or batch differences.
Editorial extensions
If this is right
- If the difference is real, Brillouin microscopy can serve as a label-free phenotypic assay for CRISPR-induced changes in cancer cell mechanics.
- The same readout could be used to screen edited cell populations for mechanical side effects before functional studies.
- Because the measurement is non-invasive and works in culture flasks, it can be applied to living cells over time without fixation.
- Lower Brillouin shift and FWHM in the edited cells suggest CRISPR modification altered both elastic and viscous components, not just stiffness.
- The approach extends the prior use of Brillouin spectroscopy on tumor tissue to intact cultured cells at subcellular resolution.
Reading between the lines
- Editorial inference: the 0.024 GHz median shift difference is close to the system's frequency precision, so the paper's conclusion leans heavily on the FWHM difference, which is larger in relative terms.
- Editorial inference: because the two samples differ in passage number, culture date, and medium label, a replication with passage-matched isogenic clones would be needed to attribute the mechanical change to the CRISPR edit itself.
- Editorial inference: combining Brillouin maps with Raman spectra at the same pixels could test whether the mechanical change tracks a specific biochemical change, such as altered lipid or protein content.
- Editorial inference: if the mechanical signature proves robust, it could be used to monitor organoid or patient-derived colon cancer models after gene editing without disrupting the culture.
Signed reviews
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript reports a proof-of-concept application of custom-built confocal Brillouin microspectroscopy to compare wild-type (WT) and CRISPR-modified colon cancer cells. The authors measured Brillouin shift and full width at half maximum (FWHM) from selected cells and report median values of 7.591 GHz versus 7.567 GHz for the shift and 0.987 GHz versus 0.861 GHz for the FWHM, concluding that Brillouin spectroscopy can effectively resolve subtle viscoelastic differences between the two groups. The paper includes a detailed description of the optical setup, spectral pre-processing, and representative heatmaps and box plots, but it provides no inferential statistics, no validation of the CRISPR modification, and only descriptive comparisons of the two sample groups.
Significance. If the reported differences were established, the result would be a useful proof-of-concept for label-free, non-invasive mechanical phenotyping of genetically modified cells, with potential relevance to cancer research and diagnostics. The instrumentation description is a genuine strength: the authors specify calibration through the VIPA free spectral range and the iodine absorption line, report >40 dB elastic suppression, and describe confocal pinhole validation. They also took a sensible step to mitigate confirmation bias by withholding expected stiffness values. However, the central claim currently rests entirely on descriptive medians without statistical support, and the biological identity of the comparison groups is not verified. The paper's own text concedes that significance testing is incomplete, so the conclusion as written is not supported by the data presented.
major comments (4)
- [Abstract / Section 3] The Abstract states that "Statistical analysis revealed that WT cells had different stiffness and viscosity compared to CRISPR-modified cells," but Section 3 explicitly states: "Further statistical analysis is underway to ascertain the significance of these differences." No p-values, confidence intervals, effect sizes, or measures of variability relative to the 0.024 GHz shift difference are reported. Since the central claim depends on demonstrating that the observed median differences are not measurement noise, the manuscript's own text concedes that the claim is not yet established.
- [Section 2 / Section 3] The two comparison groups are not validated as wild-type versus CRISPR-modified. Section 2 identifies the samples only by handwritten flask labels ("RKo P7 9/10/24 AC P8 9/12/24" and "RKo mutant DMEM P7 9/13/24 KM"), with no description of the edited gene, no genotyping, and no characterization of the intended modification. The labels also reveal different passage dates and a medium label ("DMEM"), so passage number and culture medium are visible confounders. The attribution of the Brillouin differences to the CRISPR edit is therefore unsupported.
- [Section 3] The quantitative analysis is based on "twenty representative cells [that] were arbitrarily selected" from each group. No sampling protocol, no replicate cultures, and no account of inter-cell or inter-pixel variability are given beyond the box plots. Without replicates or a defined selection criterion, the median differences could reflect selection bias, batch effects, or other uncontrolled experimental factors rather than a genuine biological difference.
- [Section 2.1] Section 2.1, titled "Sample preparation," is empty. No information is provided about the cell line, culture conditions, CRISPR protocol, or sample handling. This omission prevents reproducibility and makes it impossible to assess the confounders noted above.
minor comments (4)
- [Section 1] Several citations are malformed: "tumorigenesis3" and "as a potential therapeutic target6" appear without brackets, and some reference entries are incomplete (e.g., reference [42] lacks a title).
- [Figure 4] The box plots would benefit from annotations specifying the number of cells/pixels, the whisker definition, and any outliers; currently the reader cannot determine the spread or robustness of the medians.
- [Section 2.2.3] The statement that "the observed light pattern closely resembled the Fraunhofer diffraction pattern on the power meter" is unclear, since a power meter measures integrated power rather than spatial pattern; this should be reworded or supported by an image.
- [Section 2.3] The Savitzky-Golay filter parameters (window width 7, polynomial order 3) are stated but no sensitivity analysis or justification is provided for their optimality.
Circularity Check
No significant circularity: Brillouin shift and FWHM are directly measured and calibrated spectral quantities, and the WT-vs-CRISPR comparison is not derived from fitted inputs or self-citation.
full rationale
The paper's central claim is that wild-type and CRISPR-modified colon cancer cells differ in Brillouin shift (7.591 vs 7.567 GHz) and FWHM (0.987 vs 0.861 GHz). These numbers are extracted from measured spectra using a VIPA spectrometer calibrated by its 29.98 GHz free spectral range and an iodine absorption line, with no model parameter fitted to the group comparison. The interpretation of shift and FWHM as stiffness and viscosity is imported from prior Brillouin literature, but that is an external physical assumption, not a circular derivation. The authors' self-citations concern instrumentation and prior applications; none is used to define the measured quantities or to justify the group difference. The paper's own Section 3 states that 'Further statistical analysis is underway to ascertain the significance of these differences,' which conflicts with the abstract's claim that 'Statistical analysis revealed' differences; this is an internal evidentiary inconsistency, not circularity. Similarly, the absence of genotyping or replicate flasks undermines causal attribution to CRISPR, but it does not make the measurement equal to its inputs. Therefore no circular step can be exhibited, and the honest finding is no significant circularity.
Assumptions & free parameters
free parameters (3)
- Savitzky-Golay filter window width =
7
- Savitzky-Golay polynomial order =
3
- Number of cells selected per group =
20 (presumably per group)
assumptions (4)
- domain assumption The WT and CRISPR-modified samples are isogenic except for the intended edit.
- domain assumption Brillouin shift and FWHM correspond directly to cell stiffness and viscosity.
- domain assumption The spectral calibration resolves a 0.024 GHz median difference.
- standard math Savitzky-Golay filtering does not bias peak parameters.
Cite this review
Pith. "Pith review of Differentiation of Wild-Type and CRISPR-Modified Colon Cancer Cells Using Brillouin Microscopy." pith.science (2026). https://pith.science/paper/7ISWCR62
@misc{pith2026250705329,
author = {Pith},
title = {Pith review of: Differentiation of Wild-Type and CRISPR-Modified Colon Cancer Cells Using Brillouin Microscopy},
year = {2026},
howpublished = {\url{https://pith.science/paper/7ISWCR62}},
note = {Machine review of arXiv:2507.05329}
}
read the original abstract
This study investigates the mechanical properties of colon cancer cells through Brillouin microscopy, focusing on the differentiation between wild-type (WT) and CRISPR-modified cells. Brillouin microspectroscopy, a non-invasive technique, was employed to measure Brillouin shifts and full width at half maximum (FWHM) values of the cells in vitro. Using a custom-built confocal Brillouin microspectrometer, both WT and CRISPR-modified cells exhibited distinct mechanical responses. Statistical analysis revealed that WT cells had different stiffness and viscosity compared to CRISPR-modified cells, as indicated by their Brillouin shift and FWHM values. The data suggest that Brillouin spectroscopy offers a viable method to differentiate between normal and mutated cells at the subcellular level, providing new insights into cellular mechanical properties relevant to cancer research. These findings hold potential for advancing non-invasive diagnostic techniques and understanding cellular mechanics in oncology.
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Reference graph
Works this paper leans on
-
[1]
M. Araghi, I. Soerjomataram, A. Bardot, J. Ferlay, C. Cabasag, D. Morrison, P. De, H. Tervonen, P. Walsh, O. Bucher, et al. Changes in colorectal cancer incidence in seven high-income countries: a population-based study. The Lancet. Gastroenterology & Hepatology, 4(7):511–518, 2019
work page 2019
-
[2]
J. O’Connell, M. Maggard, J. H. Liu, D. Etzioni, E. Livingston, and C. Ko. Rates of colon and rectal cancers are increasing in young adults. The American Surgeon, 69:866–872, 2003
work page 2003
- [3]
-
[4]
D. Liss and D. Baker. Understanding current racial/ethnic disparities in colorectal cancer screening in the united states: the contribution of socioeconomic status and access to care. American Journal of Preventive Medicine, 46(3):228–236, 2014
work page 2014
-
[5]
Gopal K. Singh and A. Jemal. Socioeconomic and racial/ethnic disparities in cancer mortality, incidence, and survival in the united states, 1950–2014: over six decades of changing patterns and widening inequalities. Journal of Environmental and Public Health, 2017, 2017. 8/11
work page 1950
-
[6]
K. Miller, Leticia M. Nogueira, A. Mariotto, J. Rowland, K. R. Yabroff, C. Alfano, A. Jemal, J. Kramer, and R. Siegel. Cancer treatment and survivorship statistics, 2019. CA: A Cancer Journal for Clinicians, 69, 2019
work page 2019
-
[7]
R. Egeberg, J. Halkjaer, N. Rottmann, Louise Hansen, and I. Holten. Social inequality and incidence of and survival from cancers of the colon and rectum in a population-based study in denmark, 1994-2003. European Journal of Cancer, 44(14):1978–1988, 2008
work page 1994
- [8]
Show all 49 references
-
[9]
Association between cancer prevalence and different socioeconomic strata in the us: The national health and nutrition examination survey, 1999–2018
Mingsi Wang, Yang Liu, Yi Ma, Yue Li, Cheng-yao Sun, Yi Cheng, Guoxiang Liu, and Xin Zhang. Association between cancer prevalence and different socioeconomic strata in the us: The national health and nutrition examination survey, 1999–2018. Frontiers in Public Health, 10, 2022
1999
-
[10]
Seifeldin and J
R. Seifeldin and J. J. Hantsch. The economic burden associated with colon cancer in the united states. Clinical Therapeutics, 21(8):1370–1379, 1999
1999
-
[11]
Laranger, and J
Busola R Alabi, R. Laranger, and J. Shay. Decellularized mice colons as models to study the contri- bution of the extracellular matrix to cell behavior and colon cancer progression. Acta biomaterialia, 2019
2019
-
[12]
Chen, Zhubo Wei, Jian Sun, Asmita Bhattacharya, D
H. Chen, Zhubo Wei, Jian Sun, Asmita Bhattacharya, D. Savage, R. Serda, Y . Mackeyev, S. Curley, Pengcheng Bu, Lihua Wang, Shuibing Chen, L. Cohen-Gould, E. Huang, Xiling Shen, S. Lipkin, N. Copeland, N. Jenkins, and M. Shuler. A recellularized human colon model identifies can...
2016
-
[13]
Roper, T
J. Roper, T. Tammela, N. Cetinbas, Adam Akkad, A. Roghanian, S. Rickelt, Mohammad Almeqdadi, Katherine Wu, M. Oberli, Francisco J. S´anchez-Rivera, Yoona K Park, Xu Liang, G. Eng, Martin S. Taylor, Roxana Azimi, Dmitriy Kedrin, R. Neupane, S. Beyaz, E. Sicinska, Yvelisse Suare...
2017
-
[14]
Parsons and Meagan B Myers
B. Parsons and Meagan B Myers. Personalized cancer treatment and the myth of kras wild-type colon tumors. Discovery medicine, 15 83:259–67, 2013
2013
-
[15]
B. Yang, J. Eshleman, N. Berger, and S. Markowitz. Wild-type p53 protein potentiates cytotoxicity of therapeutic agents in human colon cancer cells. Clinical cancer research : an official journal of the American Association for Cancer Research, 2 10:1649–57, 1996
1996
-
[16]
Ogawa, T
N. Ogawa, T. Fujiwara, S. Kagawa, M. Nishizaki, Y . Morimoto, T. Tanida, A. Hizuta, Tatsuji Yasuda, J. Roth, and N. Tanaka. Novel combination therapy for human colon cancer with adenovirus-mediated wild-type p53 gene transfer and dna-damaging chemotherapeutic agent. Internatio...
1997
-
[17]
Bouvet, L
M. Bouvet, L. Ellis, M. Nishizaki, T. Fujiwara, Wenbiao Liu, C. Bucana, B. Fang, J. Lee, and J. Roth. Adenovirus-mediated wild-type p53 gene transfer down-regulates vascular endothelial growth factor expression and inhibits angiogenesis in human colon cancer. Cancer research, ...
1998
-
[18]
Ding, Yuhui Yin, and Mingzhi Zhang
Hui Meng, Manman Nan, Yizhen Li, Y . Ding, Yuhui Yin, and Mingzhi Zhang. Application of crispr- cas9 gene editing technology in basic research, diagnosis and treatment of colon cancer. Frontiers in Endocrinology, 14, 2023
2023
-
[19]
Abbaszadegan
Saeideh Khorshid Sokhangouy, Farzaneh Alizadeh, Malihe Lotfi, Samaneh Sharif, Atefeh Ashouri, Yasamin Yoosefi, Saeed Bozorg Qomi, and M. Abbaszadegan. Recent advances in crispr-cas systems for colorectal cancer research and therapeutics. Expert review of molecular diagnostics,...
2024
-
[20]
Michels, Mohammed H
Birgitta E. Michels, Mohammed H. Mosa, Barbara I. Streibl, T. Zhan, C. Menche, K. Abou-El-Ardat, Tahmineh Darvishi, E. Członka, Sebastian A. Wagner, Jan Winter, H. Medyouf, M. Boutros, and H. Farin. Pooled in vitro and in vivo crispr-cas9 screening identifies tumor suppressors...
2020
-
[21]
The use of plant-derived exosome-like nanoparticles as a delivery system of crispr/cas9-based therapeutics for editing long non-coding rnas in cancer colon cells
Tatiana Hillman. The use of plant-derived exosome-like nanoparticles as a delivery system of crispr/cas9-based therapeutics for editing long non-coding rnas in cancer colon cells. Frontiers in Oncology, 13, 2023
2023
-
[22]
Drost, R
J. Drost, R. van Boxtel, Francis Blokzijl, Tomohiro Mizutani, Nobuo Sasaki, Valentina Sasselli, J. de Ligt, S. Behjati, Judith E. Grolleman, T. van Wezel, S. Nik-Zainal, R. Kuiper, E. Cuppen, and 9/11 H. Clevers. Use of crispr-modified human stem cell organoids to study the or...
2017
-
[23]
Babu, Ravinder Singh, and Nirupma Trehanpati
Gayatri Ramakrishna, Preedia E. Babu, Ravinder Singh, and Nirupma Trehanpati. Application of crispr-cas9 based gene editing to study the pathogenesis of colon and liver cancer using organoids. Hepatology International, 2021
2021
-
[24]
Buckhaults, Sanam Khalili, Carolyn E
P. Buckhaults, Sanam Khalili, Carolyn E. Banister, P. Gokare, D. Pocalyko, and K. Bachman. Abstract 251: Identification of therapeutic vulnerabilities by genome-wide crispr knockout library screening of colon cancer organoids. Cancer Research, 2023
2023
-
[25]
Shanshan Gao, Fraser Soares, Shiyan Wang, Chi Chun Wong, Huarong Chen, Zhenjie Yang, Weixin Liu, Minnie Y . Y . Go, Musaddeque Ahmed, Yong Zeng, Catherine Adell O’Brien, Joseph J. Y . Sung, Housheng Hansen He, and Jun Yu. Crispr screens identify cholesterol biosynthesis as a t...
2021
-
[26]
Sahranavard, S
T. Sahranavard, S. Mehrabadi, Ghazaleh Pourali, Mina Maftooh, H. Akbarzade, S. M. Hassanian, M. Mobarhan, G. Ferns, M. Khazaei, and A. Avan. The potential therapeutic applications of crispr/cas9 in colorectal cancer. Current medicinal chemistry, 2023
2023
-
[27]
Anderson
Hao Yin, Wen Xue, and Daniel G. Anderson. Crispr–cas: a tool for cancer research and therapeutics. Nature Reviews Clinical Oncology, 16:281–295, 2019
2019
-
[28]
Palombo and D
F. Palombo and D. Fioretto. Brillouin light scattering: Applications in biomedical sciences. Chemical Reviews, 119:7833 – 7847, 2019
2019
-
[29]
Riob ´oo, Nuria Gont ´an, Daniel Sanderson, M
R. Riob ´oo, Nuria Gont ´an, Daniel Sanderson, M. Desco, and M. G ´omez-Gaviro. Brillouin spec- troscopy: From biomedical research to new generation pathology diagnosis. International Journal of Molecular Sciences, 22, 2021
2021
-
[30]
Troyanova-Wood and V
Maria A. Troyanova-Wood and V . Yakovlev. Multi-wavelength excitation brillouin spectroscopy. IEEE Journal of Selected Topics in Quantum Electronics, 27:1–5, 2021
2021
-
[31]
Ishijima, Shinga Okabe, I
A. Ishijima, Shinga Okabe, I. Sakuma, and K. Nakagawa. Dispersive coherent brillouin scattering spectroscopy. Photoacoustics, 29, 2021
2021
-
[32]
Ballmann, Zhaokai Meng, and V
C. Ballmann, Zhaokai Meng, and V . Yakovlev. Nonlinear brillouin spectroscopy: what makes it a better tool for biological viscoelastic measurements. Biomedical optics express, 10 4:1750–1759, 2019
2019
-
[33]
Seiler, Peng Shao, A
T. Seiler, Peng Shao, A. Eltony, T. Seiler, and S. Yun. Brillouin spectroscopy of normal and keratoconus corneas. American journal of ophthalmology, 202:118–125, 2019
2019
-
[34]
Berezin, and Vladislav V
Vsevolod Cheburkanov, Mykyta Kizilov, Sujeong Jung, Mikhail Y . Berezin, and Vladislav V . Yakovlev. Non-invasive remote assessment of tissue fibrogenesis using brillouin microscopy. In Kirill V . Larin and Giuliano Scarcelli, editors,Optical Elastography and Tissue Biomechani...
2025
-
[35]
Ortega Sandoval, Shreya Raghavan, and Vladislav Yakovlev
Vsevolod Cheburkanov, Mykyta Kizilov, Sujeong Jung, Karla I. Ortega Sandoval, Shreya Raghavan, and Vladislav Yakovlev. Noninvasive investigation of enteric glia culture viscoelastic properties. In Natan T. Shaked and Oliver Hayden, editors, Label-free Biomedical Imaging and Se...
2025
-
[36]
Scarcelli
Jitao Zhang and G. Scarcelli. Mapping mechanical properties of biological materials via an add-on brillouin module to confocal microscopes. Nature Protocols, 16:1251 – 1275, 2021
2021
-
[37]
Scarcelli
Eitan Edrei and G. Scarcelli. Brillouin micro-spectroscopy through aberrations via sensorless adaptive optics. Applied Physics Letters, 112, 2018
2018
-
[38]
Yakovlev, and G
Tian Li, Fu Li, Xinghua Liu, V . Yakovlev, and G. S. Agarwal. Quantum-enhanced stimulated brillouin scattering spectroscopy and imaging. Optica, 9 8:959–964, 2021
2021
-
[39]
Elsayad, F
K. Elsayad, F. Palombo, T. Dehoux, and D. Fioretto. Brillouin light scattering microspectroscopy for biomedical research and applications: introduction to feature issue. Biomedical optics express, 10 5:2670–2673, 2019
2019
-
[40]
Troyanova-Wood, Zhaokai Meng, and V
Maria A. Troyanova-Wood, Zhaokai Meng, and V . Yakovlev. Differentiating melanoma and healthy tissues based on elasticity-specific brillouin microspectroscopy. Biomedical optics express , 10 4:1774–1781, 2019
2019
-
[41]
Troyanova-Wood, Zhaokai Meng, and V
Maria A. Troyanova-Wood, Zhaokai Meng, and V . Yakovlev. Elasticity-based identification of tumor margins using brillouin spectroscopy. 9719, 2016
2016
-
[42]
Vsevolod Cheburkanov, Kavya Pendyala, Maria Parlani, T. Lele, P. Friedl, and V . Yakovlev. Imag- 10/11 ing mechanical properties of cancer cells during metastasis with brillouin microspectroscopy. 11944:119440C – 119440C–9, 2022
2022
-
[43]
Harrington, Vsevolod Cheburkanov, Mykyta Kizilov, Ilya Kulagin, Georgi Petrov, and Vladislav V
Joseph T. Harrington, Vsevolod Cheburkanov, Mykyta Kizilov, Ilya Kulagin, Georgi Petrov, and Vladislav V . Yakovlev. Deep ultraviolet resonant raman (duvrr) spectroscopy for spectroscopic evaluation and disinfection of food and agricultural samples. In Photonic Technologies in...
2025
-
[44]
Petrov, and Vladislav V
Joseph Harrington, Vsevolod Cheburkanov, Mykyta Kizilov, Ilya Kulagin, Georgi I. Petrov, and Vladislav V . Yakovlev. Highly sensitive, low-cost deep-uv resonant raman microspectroscopy systems. Chemistry–Methods, n/a(n/a):2500006, 2025
2025
-
[45]
Advanced preprocessing and analysis techniques for enhanced raman spectroscopy data interpretation
Mykyta Kizilov, Vsevolod Cheburkanov, Joseph Harrington, and Vladislav Yakovlev. Advanced preprocessing and analysis techniques for enhanced raman spectroscopy data interpretation. In Robert R. Alfano, Angela B. Seddon, Lingyan Shi, and Binlin Wu, editors, Optical Biopsy XXIII...
2025
-
[46]
Rix, Ortrud Uckermann, K
J. Rix, Ortrud Uckermann, K. Kirsche, G. Schackert, E. Koch, M. Kirsch, and R. Galli. Correlation of biomechanics and cancer cell phenotype by combined brillouin and raman spectroscopy of u87-mg glioblastoma cells. bioRxiv, 2022
2022
-
[47]
Scarcelli
Miloˇs Nikoli´c, Christina Conrad, Jitao Zhang, and G. Scarcelli. Noninvasive imaging: Brillouin confocal microscopy. Advances in experimental medicine and biology, 1092:351–364, 2018
2018
-
[48]
Moguilnaya, A
T. Moguilnaya, A. Botikov, and A. A. Agibalov. Using coherent spectroscopy for diagnosing cancer at its early stages. Bulletin of the Russian Academy of Sciences: Physics, 82:1052–1056, 2018
2018
-
[49]
Smoothing and differentiation of data by simplified least squares procedures
Abraham Savitzky and Marcel JE Golay. Smoothing and differentiation of data by simplified least squares procedures. Analytical chemistry, 36(8):1627–1639, 1964. 11/11
1964
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