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Louie L, Wise J, Berl A, Shir-az O, Kravtsov V, Yakhini Z, Shalom A, Golberg A, Vitkin E. High-Throughput Metabolomic Profiling of Skin Lesions: Comparative Study of Cutaneous Squamous Cell Carcinoma, Basal Cell Carcinoma, and Normal Skin Via e-Biopsy Sampling. Cell Mol Bioeng 2025; 18:185-195. [PMID: 40290108 PMCID: PMC12018666 DOI: 10.1007/s12195-025-00846-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 03/25/2025] [Indexed: 04/30/2025] Open
Abstract
Purpose Rising rates of cutaneous squamous cell carcinoma (cSCC) and basal cell carcinoma (BCC) make standard histopathology diagnostic methods a bottleneck. Using tissue molecular information for diagnostics offers a promising alternative. Faster specimen collection and high-throughput molecular identification can improve the processing of the increasing number of tumors. This study aims (i) to confirm the ability of e-biopsy technique to harvest metabolites, (ii) to obtain high-resolution metabolomic profiles of cSCC, BCC, and healthy skin tissues, and (iii) to perform a comparative analysis of the collected profiles. Methods Tumor specimens were collected with electroporation-based biopsy (e-biopsy), a minimally invasive sampling collection tool, from 13 tissue samples (cSCC, BCC, and healthy skin) from 12 patients. Ultra performance liquid chromatography and tandem mass spectrometry (UPLC-MS-MS) was used for molecular identification and quantification of resulting metabolomic profiles. Results Here we report measurements of 2325 small metabolites identified (301 with high confidence) in 13 tissue samples from 12 patients. Comparative analysis identified 34 significantly (p < 0.05) differentially expressed high-confidence metabolites. Generally, we observed a greater number of metabolites with higher expression, in cSCC and in BCC compared to healthy tissues, belonging to the subclass amino acids, peptides, and analogues. Conclusions These findings confirm the ability of e-biopsy technique to obtain high-resolution metabolomic profiles suitable to downstream bioinformatics analysis. This highlights the potential of e-biopsy coupled with UPLC-MS-MS for rapid, high-throughput metabolomic profiling in skin cancers and supports its utility as a promising diagnostic alternative to standard histopathology. Supplementary Information The online version contains supplementary material available at 10.1007/s12195-025-00846-1.
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Affiliation(s)
- Leetal Louie
- School of Mechanical Engineering, Tel Aviv University, Tel Aviv, Israel
| | - Julia Wise
- School of Mechanical Engineering, Tel Aviv University, Tel Aviv, Israel
| | - Ariel Berl
- Department of Plastic Surgery, Meir Medical Center, Kfar Sava, Israel
| | - Ofir Shir-az
- Department of Plastic Surgery, Meir Medical Center, Kfar Sava, Israel
| | | | - Zohar Yakhini
- Arazi School of Computer Science, Reichman University, Herzliya, Israel
- Department of Computer Science, Technion - Israel Institute of Technology, Haifa, Israel
| | - Avshalom Shalom
- Department of Plastic Surgery, Meir Medical Center, Kfar Sava, Israel
| | - Alexander Golberg
- School of Mechanical Engineering, Tel Aviv University, Tel Aviv, Israel
| | - Edward Vitkin
- School of Mechanical Engineering, Tel Aviv University, Tel Aviv, Israel
- Arazi School of Computer Science, Reichman University, Herzliya, Israel
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Rao J, Wang X, Wan X, Chen C, Xiong X, Xiong A, Yang Z, Chen L, Wang T, Mao L, Jiang C, Zeng J, Zheng Z. Multiomics Approach Identifies Key Proteins and Regulatory Pathways in Colorectal Cancer. J Proteome Res 2025; 24:356-367. [PMID: 39699012 DOI: 10.1021/acs.jproteome.4c00902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2024]
Abstract
The prevalence rate of colorectal cancer (CRC) has dramatically increased in recent decades. However, robust CRC biomarkers with therapeutic value for early diagnosis are still lacking. To comprehensively reveal the molecular characteristics of CRC development, we employed a multiomics strategy to investigate eight different types of CRC samples. Proteomic analysis revealed 2022 and 599 differentially expressed tissue proteins between CRC and control groups in CRC patients and CRC mice, respectively. In patients with colorectal precancerous lesions, 25 and 34 significantly changed proteins were found between patients and healthy controls in plasma and white blood cells, respectively. Notably, vesicle-associated membrane protein-associated protein A (VAPA) was found to be consistently and significantly decreased in most types of CRC samples, and its level was also significantly correlated with increased overall survival of CRC patients. Furthermore, 37 significantly enriched pathways in CRC were further validated via metabolomics analysis. Ten VAPA-related pathways were found to be significantly enriched in CRC samples, among which PI3K-Akt signaling, central carbon metabolism in cancer, cholesterol metabolism, and ABC transporter pathways were also enriched in the premalignant stage. Our study identified VAPA and its associated pathways as key regulators, suggesting their potential applications in the early diagnosis and prognosis of CRC.
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Affiliation(s)
- Jun Rao
- The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Cancer Institute, Jiangxi Cancer Hospital, Nanchang 330029, Jiangxi Province, China
| | - Xing Wang
- The First Affiliated Hospital of Nanchang Medical College, Jiangxi Provincial People's Hospital, Nanchang 330006, Jiangxi Province, China
| | - Xianghui Wan
- The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Cancer Institute, Jiangxi Cancer Hospital, Nanchang 330029, Jiangxi Province, China
| | - Chao Chen
- The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Cancer Institute, Jiangxi Cancer Hospital, Nanchang 330029, Jiangxi Province, China
| | - Xiaopeng Xiong
- The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Cancer Institute, Jiangxi Cancer Hospital, Nanchang 330029, Jiangxi Province, China
| | - Aihua Xiong
- The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Cancer Institute, Jiangxi Cancer Hospital, Nanchang 330029, Jiangxi Province, China
| | - Zhiqing Yang
- The Second Clinical Medical College, Shaanxi University of Chinese Medicine, Xian 710000, Shaanxi Province, China
| | - Lanyu Chen
- The First Affiliated Hospital of Nanchang Medical College, Jiangxi Provincial People's Hospital, Nanchang 330006, Jiangxi Province, China
| | - Ting Wang
- The First Affiliated Hospital of Nanchang Medical College, Jiangxi Provincial People's Hospital, Nanchang 330006, Jiangxi Province, China
| | - Lihua Mao
- The First Affiliated Hospital of Nanchang Medical College, Jiangxi Provincial People's Hospital, Nanchang 330006, Jiangxi Province, China
| | - Chunling Jiang
- Department of Radiation Oncology, Key Laboratory of Personalized Diagnosis and Treatment of Nasopharyngeal Carcinoma, The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, Nanchang 330029, China
| | - Jiquan Zeng
- The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Cancer Institute, Jiangxi Cancer Hospital, Nanchang 330029, Jiangxi Province, China
| | - Zhi Zheng
- The First Affiliated Hospital of Nanchang Medical College, Jiangxi Provincial People's Hospital, Nanchang 330006, Jiangxi Province, China
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Louie L, Wise J, Berl A, Shir‐az O, Kravtsov V, Yakhini Z, Shalom A, Golberg A, Vitkin E. High-throughput lipidomic profiles sampled with electroporation-based biopsy differentiate healthy skin, cutaneous squamous cell carcinoma, and basal cell carcinoma. Skin Res Technol 2024; 30:e13706. [PMID: 38721854 PMCID: PMC11079884 DOI: 10.1111/srt.13706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Accepted: 04/01/2024] [Indexed: 05/12/2024]
Abstract
BACKGROUND The incidence rates of cutaneous squamous cell carcinoma (cSCC) and basal cell carcinoma (BCC) skin cancers are rising, while the current diagnostic process is time-consuming. We describe the development of a novel approach to high-throughput sampling of tissue lipids using electroporation-based biopsy, termed e-biopsy. We report on the ability of the e-biopsy technique to harvest large amounts of lipids from human skin samples. MATERIALS AND METHODS Here, 168 lipids were reliably identified from 12 patients providing a total of 13 samples. The extracted lipids were profiled with ultra-performance liquid chromatography and tandem mass spectrometry (UPLC-MS-MS) providing cSCC, BCC, and healthy skin lipidomic profiles. RESULTS Comparative analysis identified 27 differentially expressed lipids (p < 0.05). The general profile trend is low diglycerides in both cSCC and BCC, high phospholipids in BCC, and high lyso-phospholipids in cSCC compared to healthy skin tissue samples. CONCLUSION The results contribute to the growing body of knowledge that can potentially lead to novel insights into these skin cancers and demonstrate the potential of the e-biopsy technique for the analysis of lipidomic profiles of human skin tissues.
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Affiliation(s)
- Leetal Louie
- Porter School of Environment and Earth SciencesTel Aviv UniversityTel AvivIsrael
| | - Julia Wise
- Porter School of Environment and Earth SciencesTel Aviv UniversityTel AvivIsrael
| | - Ariel Berl
- Department of Plastic SurgeryMeir Medical CenterKfar SavaIsrael
| | - Ofir Shir‐az
- Department of Plastic SurgeryMeir Medical CenterKfar SavaIsrael
| | | | - Zohar Yakhini
- Arazi School of Computer ScienceReichman UniversityHerzliyaIsrael
- Department of Computer ScienceTechnion ‐ Israel Institute of TechnologyHaifaIsrael
| | - Avshalom Shalom
- Department of Plastic SurgeryMeir Medical CenterKfar SavaIsrael
| | - Alexander Golberg
- Porter School of Environment and Earth SciencesTel Aviv UniversityTel AvivIsrael
| | - Edward Vitkin
- Porter School of Environment and Earth SciencesTel Aviv UniversityTel AvivIsrael
- Arazi School of Computer ScienceReichman UniversityHerzliyaIsrael
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Deng W, Zhong Z, Tong Y, Liu J, Wang X, Xu L, Li Y, Chen X, Wei Q, Rao J. 4D DIA-PRM proteomic study identifying modulated pathways and biomarkers associated with pelvic organ prolapse. J Chromatogr B Analyt Technol Biomed Life Sci 2023; 1230:123916. [PMID: 37922782 DOI: 10.1016/j.jchromb.2023.123916] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 10/19/2023] [Accepted: 10/27/2023] [Indexed: 11/07/2023]
Abstract
Pelvic organ prolapse (POP) is a highly disabling condition that negatively affects the quality of life of millions of women worldwide. However, the underlying mechanisms associated with the development and progression of the disease remain poorly understood. Here, an untargeted four-dimensional data-independent acquisition (4D DIA)-based proteomics approach was applied to vaginal wall tissue samples from POP (n = 19) and control (n = 8) patients to identify potential diagnostic biomarker(s) for POP and examine the molecular mechanisms underlying the disease. Of the 5713 tissue proteins that were detected, 1957 proteins were significantly changed in POP patients. Further bioinformatics analysis revealed that multiple biological processes including protein digestion & absorption, retrograde endocannabinoid signaling, tyrosine metabolism, and nucleotide metabolism were significantly enriched and associated with the pathogenesis of POP. Interestingly, 16 of these differentially expressed proteins associated with four pathways were also identified by targeted parallel reaction monitoring (PRM) proteomics analysis on the same 27 tissue samples. Changes in 94 % (15/16) of these proteins were consistent with the 4D DIA data. Furthermore, most proteins displayed good diagnostic accuracy with high area under the curve (AUC) values (AUC>0.8). Specifically, five proteins including ELN, COL6A2, ENTPD1, AOC3, and COX7A2 distinguished between POP and control patients with very high accuracy (AUC ≥ 0.95) in both 4D DIA and PRM analyses, and may therefore be potential diagnostic biomarkers for POP. In summary, the present study not only provided several potential biomarker(s) for effective POP diagnosis, but extended our knowledge of the key regulatory pathways associated with the disease.
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Affiliation(s)
- Wei Deng
- Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua 321000, Zhejiang Province, China; Jiangxi Provincial Maternal and Child Health Hospital, Nanchang 330006, Jiangxi Province, China
| | - Zhifeng Zhong
- Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua 321000, Zhejiang Province, China
| | - Yuehong Tong
- Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua 321000, Zhejiang Province, China
| | - Jun Liu
- Jiangxi Provincial Maternal and Child Health Hospital, Nanchang 330006, Jiangxi Province, China
| | - Xiaofen Wang
- Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua 321000, Zhejiang Province, China
| | - Lili Xu
- Affiliated Jinhua Hospital, Zhejiang University School of Medicine, Jinhua 321000, Zhejiang Province, China
| | - Yufeng Li
- Department of Joint Surgery, People's Hospital of Ganxian District, Ganzhou, Jiangxi, 341100, China
| | - Xiaodan Chen
- Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Clinical Research Center for Cancer, Nanchang 330029, Jiangxi Province, China
| | - Qingfeng Wei
- Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Clinical Research Center for Cancer, Nanchang 330029, Jiangxi Province, China.
| | - Jun Rao
- Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Jiangxi Clinical Research Center for Cancer, Nanchang 330029, Jiangxi Province, China.
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Liao Z, Zhao L, Zhong F, Zhou Y, Lu T, Liu L, Gong X, Li J, Rao J. Serum and urine metabolomics analyses reveal metabolic pathways and biomarkers in relation to nasopharyngeal carcinoma. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2023; 37:e9469. [PMID: 36593223 DOI: 10.1002/rcm.9469] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 01/01/2023] [Accepted: 01/01/2023] [Indexed: 06/17/2023]
Abstract
RATIONALE Nasopharyngeal carcinoma (NPC) is a malignant tumor that is endemic in Southeast Asia, North Africa, and southern China. There is an urgent need for effective early diagnosis and treatment of this disease since NPC is currently often detected at advanced stages. METHODS To reveal the underlying metabolic mechanisms and discover potential diagnostic biomarkers of NPC, we employed ultrahigh-performance liquid chromatography coupled with quadrupole time-of-flight mass spectrometry (UHPLC-Q-TOF-MS) and UHPLC-Q-Exactive Orbitrap MS, respectively, to analyze 54 serum samples and 54 urine samples from 27 patients with NPC and 27 healthy control individuals. RESULTS A total of 1230 metabolites were determined in serum samples, and 181 of the 1230 metabolites were significantly changed in NPC patients. The 181 metabolites were enriched in 16 pathways, including biosynthesis of unsaturated fatty acids, cholesterol metabolism, and ferroptosis. A total of 2509 metabolites were detected in the urine samples. Among them, 179 metabolites were significantly altered in NPC patients, and these metabolites were enriched in eight pathways, including the tricarboxylic acid (TCA) cycle and caffeine metabolism. Seven metabolites, including creatinine and paraxanthine, were found to be significantly changed in both NPC serum and urine samples. Based on them, further biomarker analysis revealed that the panel of three serum metabolites, octanoylcarnitine, creatinine, and decanoyl-l-carnitine, displayed a perfect diagnostic performance (area under the curve [AUC] = 0.973) to distinguish NPC patients from controls, while the other three-metabolite biomarker panel, consisting of stachydrine, decanoyl-l-carnitine, and paraxanthine, had an AUC = 0.809 to distinguish NPC and control in urine samples. CONCLUSION This work highlights the key metabolites and metabolic pathways disturbed in NPC and presents potential biomarkers for effective diagnosis of this disease.
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Affiliation(s)
- Zhaohui Liao
- Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Nanchang, People's Republic of China
| | - Li Zhao
- School of Nursing, Nanchang University, Nanchang, Jiangxi, China
| | - Fangyan Zhong
- Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Nanchang, People's Republic of China
- National Health Commission Key Laboratory of Personalized Diagnosis and Treatment of Nasopharyngeal Carcinoma (Jiangxi Cancer Hospital), Nanchang, Jiangxi, China
| | - Yumeng Zhou
- Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Nanchang, People's Republic of China
- Jiangxi Key Laboratory of Translational Cancer Research, Jiangxi Cancer Hospital, Nanchang, Jiangxi, China
| | - Tianzhu Lu
- Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Nanchang, People's Republic of China
- National Health Commission Key Laboratory of Personalized Diagnosis and Treatment of Nasopharyngeal Carcinoma (Jiangxi Cancer Hospital), Nanchang, Jiangxi, China
| | - Lijuan Liu
- Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Nanchang, People's Republic of China
- National Health Commission Key Laboratory of Personalized Diagnosis and Treatment of Nasopharyngeal Carcinoma (Jiangxi Cancer Hospital), Nanchang, Jiangxi, China
| | - Xiaochang Gong
- Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Nanchang, People's Republic of China
- National Health Commission Key Laboratory of Personalized Diagnosis and Treatment of Nasopharyngeal Carcinoma (Jiangxi Cancer Hospital), Nanchang, Jiangxi, China
| | - Jingao Li
- Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Nanchang, People's Republic of China
- National Health Commission Key Laboratory of Personalized Diagnosis and Treatment of Nasopharyngeal Carcinoma (Jiangxi Cancer Hospital), Nanchang, Jiangxi, China
- Jiangxi Key Laboratory of Translational Cancer Research, Jiangxi Cancer Hospital, Nanchang, Jiangxi, China
| | - Jun Rao
- Jiangxi Clinical Research Center for Cancer, Jiangxi Cancer Hospital, The Second Affiliated Hospital of Nanchang Medical College, Nanchang, People's Republic of China
- Jiangxi Key Laboratory of Translational Cancer Research, Jiangxi Cancer Hospital, Nanchang, Jiangxi, China
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Tsang DA, Tam SYC, Oh CC. Molecular Alterations in Cutaneous Squamous Cell Carcinoma in Immunocompetent and Immunosuppressed Hosts-A Systematic Review. Cancers (Basel) 2023; 15:1832. [PMID: 36980718 PMCID: PMC10046480 DOI: 10.3390/cancers15061832] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Revised: 02/26/2023] [Accepted: 03/13/2023] [Indexed: 03/30/2023] Open
Abstract
The characterization of cutaneous squamous cell carcinoma (cSCC) at the molecular level is lacking in the current literature due to the high mutational burden of this disease. Immunosuppressed patients afflicted with cSCC experience considerable morbidity and mortality. In this article, we review the molecular profile of cSCC among the immunosuppressed and immunocompetent populations at the genetic, epigenetic, transcriptomic, and proteometabolomic levels, as well as describing key differences in the tumor immune microenvironment between these two populations. We feature novel biomarkers from the recent literature which may serve as potential targets for therapy.
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Affiliation(s)
- Denise Ann Tsang
- Department of Dermatology, Singapore General Hospital, Singapore 169608, Singapore;
| | - Steve Y. C. Tam
- Education Resource Centre, Singapore General Hospital, Singapore 169608, Singapore
| | - Choon Chiat Oh
- Department of Dermatology, Singapore General Hospital, Singapore 169608, Singapore;
- Duke-NUS Medical School, Singapore 169608, Singapore
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Emerging precision diagnostics in advanced cutaneous squamous cell carcinoma. NPJ Precis Oncol 2022; 6:17. [PMID: 35322182 PMCID: PMC8943023 DOI: 10.1038/s41698-022-00261-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 02/11/2022] [Indexed: 12/14/2022] Open
Abstract
Advanced cutaneous squamous cell carcinoma (cSCC) encompasses unresectable and metastatic disease. Although immune checkpoint inhibition has been approved for this entity recently, a considerable proportion of cases is associated with significant morbidity and mortality. Clinical, histopathological, and radiological criteria are used for current diagnostics, classification, and therapeutic decision-making. The identification of complex molecular biomarkers to accurately stratify patients is a not yet accomplished requirement to further shift current diagnostics and care to a personalized precision medicine. This article highlights new insights into the mutational profile of cSCC, summarizes current diagnostic and therapeutic standards, and discusses emerging diagnostic approaches with emphasis on liquid biopsy and tumor tissue-based analyses.
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1H-NMR-based metabolomics of skin squamous cell carcinoma and peri-tumoral region tissues. J Pharm Biomed Anal 2022; 212:114643. [DOI: 10.1016/j.jpba.2022.114643] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Revised: 01/29/2022] [Accepted: 02/01/2022] [Indexed: 11/21/2022]
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