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Liu F, Mei B, Xu J, Zou Y, Luo G, Liu H. Machine learning identification of NK cell immune characteristics in hepatocellular carcinoma based on single-cell sequencing and bulk RNA sequencing. Genes Genomics 2025; 47:19-35. [PMID: 39433650 DOI: 10.1007/s13258-024-01581-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Accepted: 10/01/2024] [Indexed: 10/23/2024]
Abstract
BACKGROUND Hepatocellular carcinoma (HCC) is a highly malignant tumor; however, its immune microenvironment and mechanisms remain elusive. Single-cell sequencing allows for the exploration of immune characteristics within tumor at the cellular level. However, current knowledge regarding the roles of different immune cell populations in liver cancer progression is limited. OBJECTIVE The main objective of this study is to identify molecular markers with NK cell immune characteristics in hepatocellular carcinoma using various machine learning methods based on Single-Cell Sequencing and Bulk RNA Sequencing. METHODS We collected samples from eight normal liver tissues and eight HCC tumor tissues and performed single-cell RNA sequencing for immune cell clustering and expression profile analysis. Using various bioinformatic approaches, we investigated the immune phenotype associated with natural killer (NK) cells expressing high CD7 level. In addition, we verified the role of CD7 in the growth of HCC after NK cell and HCC cells cocultured by RT-qPCR, MTS and Flow cytometer experiments. Finally, we constructed a machine learning model to develop a prognostic prediction system for HCC based on NK cell-related genes. RESULTS Through single-cell typing, we found that the proportions of hepatocytes and NK cells were significantly elevated in the tumor samples. Moreover, we found that the expression of CD7 was high in HCC and correlated with prognosis. More importantly, Overexpression of CD7 in NK cells significantly inhibited the activity of MHCC97 cells and increased the number of apoptosis of HCC cells (p < 0.05). Furthermore, we observed that NK cells with high CD7 expression were associated with an activated immune phenotype. CONCLUSION Our study found that CD7 is an important biomarker for assessing immune status and predicting survival of HCC patients; hence, it is a potential target for immune therapy against HCC.
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Affiliation(s)
- Fang Liu
- Department of Hepatobiliary Surgery, Jiujiang First People's Hospital, 48 Taling South Road, Jiujiang City, 332000, Jiangxi Province, China.
| | - Baohua Mei
- Department of Hepatobiliary Surgery, Jiujiang First People's Hospital, 48 Taling South Road, Jiujiang City, 332000, Jiangxi Province, China
| | - Jianfeng Xu
- Department of Hepatobiliary Surgery, Jiujiang First People's Hospital, 48 Taling South Road, Jiujiang City, 332000, Jiangxi Province, China
| | - Yong Zou
- Department of Hepatobiliary Surgery, Jiujiang First People's Hospital, 48 Taling South Road, Jiujiang City, 332000, Jiangxi Province, China
| | - Gang Luo
- Department of Hepatobiliary Surgery, Jiujiang First People's Hospital, 48 Taling South Road, Jiujiang City, 332000, Jiangxi Province, China
| | - Haiyu Liu
- College of Chinese Medicine, Jiangxi University of Chinese Medicine, Nanchang, 330004, Jiangxi, China
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Byun HK, Yoo GS, Sung SY, Song JH, Kim BH, Kwak YK, Kim YJ, Kim YS, Kim KS. Evidence-based clinical recommendations for hypofractionated radiotherapy: exploring efficacy and safety - Part 4: Liver and locally recurrent rectal cancer. Radiat Oncol J 2024; 42:247-256. [PMID: 39748525 DOI: 10.3857/roj.2024.00108] [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: 02/08/2024] [Accepted: 04/01/2024] [Indexed: 01/04/2025] Open
Abstract
In this paper, we review the use of hypofractionated radiotherapy for gastrointestinal malignancies, focusing on primary and metastatic liver cancer, and recurrent rectal cancer. Technological advancements in radiotherapy have facilitated the direct delivery of high-dose radiation to tumors, while limiting normal tissue exposure, supporting the use of hypofractionation. Hypofractionated radiotherapy is particularly effective for primary and metastatic liver cancer where high-dose irradiation is crucial to achieve effective local control. For recurrent rectal cancer, the use of stereotactic body radiotherapy offers a promising approach for re-irradiation, balancing efficacy and safety in patients who have been administered previous pelvic radiotherapy and in whom salvage surgery is not applicable. Nevertheless, the potential for radiation-induced liver disease and gastrointestinal complications presents challenges when applying hypofractionation to gastrointestinal organs. Given the lack of universal consensus on hypofractionation regimens and the dose constraints for primary and metastatic liver cancer, as well as for recurrent rectal cancer, this review aims to facilitate clinical decision-making by pointing to potential regimens and dose constraints, underpinned by a comprehensive review of existing clinical studies and guidelines.
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Affiliation(s)
- Hwa Kyung Byun
- Department of Radiation Oncology, Yongin Severance Hospital, Yonsei University College of Medicine, Yongin, Republic of Korea
| | - Gyu Sang Yoo
- Department of Radiation Oncology, Chungbuk National University College of Medicine, Cheongju, Republic of Korea
- Department of Radiation Oncology, Chungbuk National University Hospital, Cheongju, Republic of Korea
| | - Soo-Yoon Sung
- Department of Radiation Oncology, Eunpyeong St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Jin-Ho Song
- Department of Radiation Oncology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Byoung Hyuck Kim
- Department of Radiation Oncology, Seoul Metropolitan Government Seoul National University Boramae Medical Center, Seoul, Republic of Korea
- Department of Radiation Oncology, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Yoo-Kang Kwak
- Department of Radiation Oncology, Incheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Yeon Joo Kim
- Department of Radiation Oncology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Yeon-Sil Kim
- Department of Radiation Oncology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Kyung Su Kim
- Department of Radiation Oncology, Seoul National University College of Medicine, Seoul, Republic of Korea
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Zhou W, Du L, Brown DB, Shah RP, Sze DY. Outcomes Analysis of Yttrium-90 Radioembolization for Tumors Other Than Metastatic Colorectal Cancer from the Radiation-Emitting SIR-Spheres in Nonresectable (RESiN) Registry. J Vasc Interv Radiol 2024; 35:1591-1600.e3. [PMID: 39009301 DOI: 10.1016/j.jvir.2024.07.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2024] [Revised: 06/08/2024] [Accepted: 07/09/2024] [Indexed: 07/17/2024] Open
Abstract
PURPOSE To characterize the response and survival outcomes of yttrium-90 (90Y) transarterial radioembolization (TARE) for unresectable, liver-dominant metastases from primary neoplasms other than colorectal carcinoma. MATERIALS AND METHODS This study included 1,474 patients enrolled in the Radiation-Emitting Society of Interventional Radiology (SIR)-Spheres in Nonresectable Liver Tumor registry who received resin 90Y-TARE as part of their oncologic management for unresectable primary or secondary liver tumors (NCT02685631). Of these patients, 33% (481/1,474) were treated for liver metastases of noncolorectal origin (m-non-CRC) compared with 34% (497/1,474) treated for metastatic colorectal cancer (mCRC) and 34% (496/1,474) treated for hepatocellular carcinoma. Treatment response and cancer survival probabilities were computed and compared for each primary cancer type. The Kaplan-Meier method and log-rank test were used to compare survival outcomes. RESULTS Radiological responses were observed in 12 unique cancer types, mostly heavily pretreated malignancies refractory to multiple lines of systemic therapies. The overall use of resin 90Y-TARE in m-non-CRC resulted in better treatment outcomes in terms of duration of response, progression-free survival, time to progression, and overall survival (P = .04, P = .02, P = .01, and P = .04, respectively). Analyses of cancer cell types revealed that metastatic neuroendocrine tumor, sarcoma, and ovarian, renal, prostate, and breast cancers were associated with superior treatment outcomes, whereas worse treatment outcomes were observed in metastatic lung, gastric, pancreatic, and esophageal cancers. CONCLUSIONS Real-world data demonstrate the use of resin 90Y-TARE in m-non-CRC refractory to standard chemotherapy. For some cell types, this expanded use achieved superior treatment outcomes relative to the reference standard of mCRC, suggesting the need for inquiry into broadened indications for 90Y-TARE.
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Affiliation(s)
- Wenhui Zhou
- Division of Interventional Radiology, Stanford University Medical Center, Stanford, California
| | - Liping Du
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Daniel B Brown
- Division of Interventional Radiology, Vanderbilt University, Nashville, Tennessee
| | - Rajesh P Shah
- Division of Interventional Radiology, Stanford University Medical Center, Stanford, California
| | - Daniel Y Sze
- Division of Interventional Radiology, Stanford University Medical Center, Stanford, California.
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Wang YY, Zhang J, Zhuang X, Jin QY, Liu LQ. Gadolinium-ethoxybenzyl-diethylenetriamine pentaacetic acid-enhanced MRI improves diagnosis and efficacy evaluation of early-stage hepatocellular carcinoma. Am J Cancer Res 2024; 14:4855-4867. [PMID: 39553216 PMCID: PMC11560834 DOI: 10.62347/wynk6968] [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: 07/11/2024] [Accepted: 10/13/2024] [Indexed: 11/19/2024] Open
Abstract
OBJECTIVE To investigate the use of hepatocyte-specific contrast agent Gadolinium-ethoxybenzyl-diethylenetriamine pentaacetic acid-enhanced magnetic resonance imaging (EOB-MRI) in the diagnosis and efficacy evaluation of patients with early-stage hepatocellular carcinoma. METHODS A retrospective clinical study was conducted on 157 patients diagnosed with stage Ia-Ib liver cancer. Of these, 100 patients underwent preoperative EOB-MRI, while 57 patients underwent contrast-enhanced computerized tomography (CECT). The study compared the accuracy, sensitivity, and specificity of these two imaging modalities in diagnosing early-stage hepatocellular carcinoma. In the EOB-MRI group, 100 patients underwent radiofrequency ablation or interventional procedures, and imaging data were collected post-scan. The following arterial and hepatobiliary phase enhancement features were analyzed: length-diameter difference (LDD), signal intensity ratio of metastases to liver parenchyma (RatioM/L), relative signal intensity difference (RSID), normalized relative enhancement (NRE), contrast-to-noise ratio (CNR), and apparent diffusion coefficient (ADC) values. Based on treatment outcomes, patients were categorized into high and low response rate groups, and the imaging parameters between these two groups were compared. Univariate and multivariate analyses were performed to evaluate the significance of these parameters in predicting patient outcomes. RESULTS The accuracy of lesion detection by EOB-MRI was 97.4%, significantly higher than that of CECT (80.0%) (P < 0.05). The area under the curve (AUC) for the EOB-MRI group was 0.923 (95% CI: 0.784-1.000), with a sensitivity of 97.4% and a specificity of 83.3%. In comparison, the AUC for the CECT group was 0.712 (95% CI: 0.582-0.843), with a sensitivity of 77.2% and a specificity of 65.2%. The median response rate of patients with early-stage hepatocellular carcinoma to systemic therapy was 60% (range: 36%-81%). Using 60% as the cut-off value, patients were divided into a high response rate group (n = 53) and a low response rate group (n = 47). Univariate and multivariate logistic regression analyses of the EOB-MRI parameters in both groups identified ADC and NRE as independent predictors for assessing the treatment efficacy of early-stage hepatocellular carcinoma. CONCLUSION EOB-MRI is effective for both the diagnosis and evaluation of treatment efficacy in early-stage hepatocellular carcinoma.
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Affiliation(s)
- Ya-Yun Wang
- Department of Imaging, Wujin Clinical College of Xuzhou Medical UniversityChangzhou 213002, Jiangsu, China
- Jiangsu Key Laboratory of Encephalopathy BioinformaticsXuzhou 221004, Jiangsu, China
| | - Jing Zhang
- Department of Imaging, The Third People’s Hospital of ChangzhouChangzhou 213000, Jiangsu, China
| | - Xiong Zhuang
- Department of Imaging, Wujin Clinical College of Xuzhou Medical UniversityChangzhou 213002, Jiangsu, China
- Jiangsu Key Laboratory of Encephalopathy BioinformaticsXuzhou 221004, Jiangsu, China
| | - Qiu-Yan Jin
- Department of Imaging, The Third People’s Hospital of ChangzhouChangzhou 213000, Jiangsu, China
| | - Liang-Qing Liu
- Department of Imaging, Wujin Clinical College of Xuzhou Medical UniversityChangzhou 213002, Jiangsu, China
- Jiangsu Key Laboratory of Encephalopathy BioinformaticsXuzhou 221004, Jiangsu, China
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Safri F, Nguyen R, Zerehpooshnesfchi S, George J, Qiao L. Heterogeneity of hepatocellular carcinoma: from mechanisms to clinical implications. Cancer Gene Ther 2024; 31:1105-1112. [PMID: 38499648 PMCID: PMC11327108 DOI: 10.1038/s41417-024-00764-w] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 03/06/2024] [Accepted: 03/08/2024] [Indexed: 03/20/2024]
Abstract
Hepatocellular Carcinoma (HCC) is one of the most common types of primary liver cancer. Current treatment options have limited efficacy against this malignancy, primarily owing to difficulties in early detection and the inherent resistance to existing drugs. Tumor heterogeneity is a pivotal factor contributing significantly to treatment resistance and recurrent manifestations of HCC. Intratumoral heterogeneity is an important aspect of the spectrum of complex tumor heterogeneity and contributes to late diagnosis and treatment failure. Therefore, it is crucial to thoroughly understand the molecular mechanisms of how tumor heterogeneity develops. This review aims to summarize the possible molecular dimensions of tumor heterogeneity with an emphasis on intratumoral heterogeneity, evaluate its profound impact on the diagnosis and therapeutic strategies for HCC, and explore the suitability of appropriate pre-clinical models that can be used to best study tumor heterogeneity; thus, opening new avenues for cancer treatment.
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Affiliation(s)
- Fatema Safri
- Storr Liver Centre, The Westmead Institute for Medical Research, The University of Sydney, Westmead, NSW, 2145, Australia
| | - Romario Nguyen
- Storr Liver Centre, The Westmead Institute for Medical Research, The University of Sydney, Westmead, NSW, 2145, Australia
| | - Shadi Zerehpooshnesfchi
- Storr Liver Centre, The Westmead Institute for Medical Research, The University of Sydney, Westmead, NSW, 2145, Australia
| | - Jacob George
- Storr Liver Centre, The Westmead Institute for Medical Research, The University of Sydney, Westmead, NSW, 2145, Australia.
| | - Liang Qiao
- Storr Liver Centre, The Westmead Institute for Medical Research, The University of Sydney, Westmead, NSW, 2145, Australia.
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Abu-Serie MM, Barakat A, Ramadan S, Habashy NH. Superior cuproptotic efficacy of diethyldithiocarbamate-Cu 4O 3 nanoparticles over diethyldithiocarbamate-Cu 2O nanoparticles in metastatic hepatocellular carcinoma. Front Pharmacol 2024; 15:1388038. [PMID: 39076585 PMCID: PMC11284037 DOI: 10.3389/fphar.2024.1388038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Accepted: 06/18/2024] [Indexed: 07/31/2024] Open
Abstract
Metastatic hepatocellular carcinoma (HC) is a serious health concern. The stemness of cancer stem cells (CSCs) is a key driver for HC tumorigenesis, apoptotic resistance, and metastasis, and functional mitochondria are critical for its maintenance. Cuproptosis is Cu-dependent non-apoptotic pathway (mitochondrial dysfunction) via inactivating mitochondrial enzymes (pyruvate dehydrogenase "PDH" and succinate dehydrogenase "SDH"). To effectively treat metastatic HC, it is necessary to induce selective cuproptosis (for halting cancer stemness genes) with selective oxidative imbalance (for increasing cell susceptibility to cuproptosis and inducing non-CSCs death). Herein, two types of Cu oxide nanoparticles (Cu4O3 "C(I + II)" NPs and Cu2O "C(I)" NPs) were used in combination with diethyldithiocarbamate (DD, an aldehyde dehydrogenase "ALDH" inhibitor) for comparative anti-HC investigation. DC(I + II) NPs exhibited higher cytotoxicity, mitochondrial membrane potential, and anti-migration impact than DC(I) NPs in the treated human HC cells (HepG2 and/or Huh7). Moreover, DC(I + II) NPs were more effective than DC(I) NPs in the treatment of HC mouse groups. This was mediated via higher selective accumulation of DC(I + II) NPs in only tumor tissues and oxidant activity, causing stronger selective inhibition of mitochondrial enzymes (PDH, SDH, and ALDH2) than DC(I)NPs. This effect resulted in more suppression of tumor and metastasis markers as well as stemness gene expressions in DC(I + II) NPs-treated HC mice. In addition, both nanocomplexes normalized liver function and hematological parameters. The computational analysis found that DC(I + II) showed higher binding affinity to most of the tested enzymes. Accordingly, DC(I + II) NPs represent a highly effective therapeutic formulation compared to DC(I) NPs for metastatic HC.
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Affiliation(s)
- Marwa M. Abu-Serie
- Medical Biotechnology Department, Genetic Engineering and Biotechnology Research Institute (GEBRI), City of Scientific Research and Technological Applications (SRTA-City), Alexandria, Egypt
| | - Assem Barakat
- Department of Chemistry, College of Science, King Saud University, Riyadh, Saudi Arabia
| | - Sherif Ramadan
- Chemistry Department, Michigan State University, East Lansing, MI, United States
- Department of Chemistry, Benha University, Benha, Egypt
| | - Noha Hassan Habashy
- Biochemistry Department, Faculty of Science, Alexandria University, Alexandria, Egypt
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Gutman MJ, Serra LM, Koshy M, Katipally RR. SBRT for Liver Tumors: What the Interventional Radiologist Needs to Know. Semin Intervent Radiol 2024; 41:1-10. [PMID: 38495259 PMCID: PMC10940045 DOI: 10.1055/s-0043-1778657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
This review summarizes the clinical evidence supporting the utilization of stereotactic body radiotherapy (SBRT) for liver tumors, including hepatocellular carcinoma, liver metastases, and cholangiocarcinoma. Emerging prospective evidence has demonstrated the benefit and low rates of toxicity across a broad range of clinical contexts. We provide an introduction for the interventional radiologist, with a discussion of underlying themes such as tumor dose-response, mitigation of liver toxicity, and the technical considerations relevant to performing liver SBRT. Ultimately, we recommend that SBRT should be routinely included in the armamentarium of locoregional therapies for liver malignancies, alongside those liver-directed therapies offered by interventional radiology.
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Affiliation(s)
- Michael J. Gutman
- Department of Radiation and Cellular Oncology, The University of Chicago Medicine, Chicago, Illinois
| | - Lucas M. Serra
- Department of Radiation and Cellular Oncology, The University of Chicago Medicine, Chicago, Illinois
| | - Matthew Koshy
- Department of Radiation and Cellular Oncology, The University of Chicago Medicine, Chicago, Illinois
| | - Rohan R. Katipally
- Department of Radiation and Cellular Oncology, The University of Chicago Medicine, Chicago, Illinois
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Chen J, Chan TTH, Zhou J. Lipid metabolism in the immune niche of tumor-prone liver microenvironment. J Leukoc Biol 2024; 115:68-84. [PMID: 37474318 DOI: 10.1093/jleuko/qiad081] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Revised: 06/23/2023] [Accepted: 07/06/2023] [Indexed: 07/22/2023] Open
Abstract
The liver is a common primary site not only for tumorigenesis, but also for cancer metastasis. Advanced cancer patients with liver metastases also show reduced response rates and survival benefits when treated with immune checkpoint inhibitors. Accumulating evidence has highlighted the importance of the liver immune microenvironment in determining tumorigenesis, metastasis-organotropism, and immunotherapy resistance. Various immune cells such as T cells, natural killer and natural killer T cells, macrophages and dendritic cells, and stromal cells including liver sinusoidal endothelial cells, Kupffer cells, hepatic stellate cells, and hepatocytes are implicated in contributing to the immune niche of tumor-prone liver microenvironment. In parallel, as the major organ for lipid metabolism, the increased abundance of lipids and their metabolites is linked to processes crucial for nonalcoholic fatty liver disease and related liver cancer development. Furthermore, the proliferation, differentiation, and functions of hepatic immune and stromal cells are also reported to be regulated by lipid metabolism. Therefore, targeting lipid metabolism may hold great potential to reprogram the immunosuppressive liver microenvironment and synergistically enhance the immunotherapy efficacy in the circumstance of liver metastasis. In this review, we describe how the hepatic microenvironment adapts to the lipid metabolic alterations in pathologic conditions like nonalcoholic fatty liver disease. We also illustrate how these immunometabolic alterations promote the development of liver cancers and immunotherapy resistance. Finally, we discuss the current therapeutic options and hypothetic combination immunotherapies for the treatment of advanced liver cancers.
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Affiliation(s)
- Jintian Chen
- School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong 999077, SAR, P.R. China
| | - Thomas T H Chan
- School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong 999077, SAR, P.R. China
| | - Jingying Zhou
- School of Biomedical Sciences, The Chinese University of Hong Kong, Hong Kong 999077, SAR, P.R. China
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Yap KY, Chi H, Ng S, Ng DHL, Shelat VG. Effect of perioperative branched chain amino acids supplementation in liver cancer patients undergoing surgical intervention: A systematic review. World J Gastrointest Surg 2023; 15:2596-2618. [PMID: 38111761 PMCID: PMC10725538 DOI: 10.4240/wjgs.v15.i11.2596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 09/15/2023] [Accepted: 10/23/2023] [Indexed: 11/26/2023] Open
Abstract
BACKGROUND Branched chain amino acid (BCAA) supplementation has been associated with favourable outcomes in liver malignancies requiring definitive resection or liver transplantation. Currently, there are no updated systematic reviews evaluating the efficacy of perioperative BCAA supplementation in patients undergoing surgery for liver cancer. AIM To evaluate the efficacy of perioperative BCAA supplementation in patients undergoing surgery for liver cancer. METHODS A systematic review of randomized control trials and observational studies was conducted on PubMed, Embase, Cochrane Library, Scopus, and Web of Science to evaluate the effect of perioperative BCAA supplementation compared to standard in-hospital diet, in liver cancer patients undergoing surgery. Clinical outcomes were extracted, and a meta-analysis was performed on relevant outcomes. RESULTS 16 studies including 1389 patients were included. Perioperative BCAA administration was associated with reduced postoperative infection [risk ratio (RR) = 0.58 95% confidence intervals (CI): 0.39 to 0.84, P = 0.005] and ascites [RR = 0.57 (95%CI: 0.38 to 0.85), P = 0.005]. There was also a reduction in length of hospital stay (LOS) [weighted mean difference (WMD) = -3.03 d (95%CI: -5.49 to -0.57), P = 0.02] and increase in body weight [WMD = 1.98 kg (95%CI: 0.35 to 3.61, P = 0.02]. No significant differences were found in mortality, cancer recurrence and overall survival. No significant safety concerns were identified. CONCLUSION Perioperative BCAA administration is efficacious in reducing postoperative infection, ascites, LOS, and increases body weight in liver cancer patients undergoing surgical resection.
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Affiliation(s)
- Kwan Yi Yap
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
| | - HongHui Chi
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
| | - Sherryl Ng
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
| | - Doris HL Ng
- Department of Gastroenterology and Hepatology, Tan Tock Seng Hospital, Singapore 308433, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 636921, Singapore
| | - Vishal G Shelat
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 636921, Singapore
- Department of General Surgery, Tan Tock Seng Hospital, Singapore 308433, Singapore
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Pagani M, De Vincenti R, Cecchi C, Apollinari A, Pesi B, Leo F, Giannessi S, Fedi M. Hepatic Resection in Patients with Colo-Rectal Liver Metastases: Surgical Outcomes and Prognostic Factors of Single-Center Experience. J Clin Med 2023; 12:2170. [PMID: 36983170 PMCID: PMC10057410 DOI: 10.3390/jcm12062170] [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: 10/23/2022] [Revised: 02/13/2023] [Accepted: 02/14/2023] [Indexed: 03/14/2023] Open
Abstract
INTRODUCTION Surgical resection has a fundamental role in increasing the chance of survival in patients with colorectal liver metastases. The guidelines have been modified and expanded in time in order to increase the number of patients that can benefit from this treatment. The aim of this study is to analyze the main prognostic factors related to overall and disease-free survival of a series of consecutive patients undergoing liver resection for colorectal liver metastases (CRLM). MATERIALS AND METHODS A retrospective review of patients undergoing liver resection for CRLM between April 2018 and September 2021 was performed. Clinical data and laboratory parameters were evaluated using the log-rank test. OS and DFS were estimated using the Kaplan-Meier method. RESULTS A retrospective study on 75 patients who underwent liver resection for CRLM was performed. The OS and DFS at 1 and 3 years were 84.3% and 63.8% for OS, 55.6% and 30.7% for DFS, respectively. From the analysis of the data, the most significant results indicate that: patients with a lower CEA value <25 ng/mL had an OS of 93.6% and 80.1% at 1 and 3 years, with an average of 36.7 months (CI 95% 33.1-40.3); moreover, patients with a value equal to or greater than 25 ng/mL had a 1-year survival equal to 57.4%, with an average of 13.8 months (CI 95% 9.4-18.2) (p < 0.001); adjuvant chemotherapy increases by 3 years the overall survival (OS: 68.6% vs. 49.7%) (p = 0.013); localization of the primary tumor affects OS, with a better prognosis for left colon metastases (OS at 42 months: 85.4% vs. 42.2%) (p value = 0.056); patients with stage T1 or T2 cancer have a better 3 years OS (92.9-100% vs. 49.7-56.3%) (p = 0.696), while the N0 stage results in both higher 3 years OS and DFS than the N + stages (OS: 87.5% vs. 68.5% vs. 24.5%); metachronous metastases have a higher 3 years OS than synchronous ones (80% vs. 47.4%) (p = 0.066); parenchymal sparing resections have a better 3 years DFS than anatomical ones (33.7% vs. 0%) (p = 0.067); a patient with a parenchymal R1 resection has a much worse prognosis than an R0 (3 years OS: 0% vs. 68.7%) (p < 0.001). CONCLUSIONS CEA value of less than 25 ng/mL, localization of the primary tumor in the left colon, primary tumor in stage T1/2 and N0, metachronous presentation, R0 resection, fewer than four metastases, and use of adjuvant chemotherapy are all parameters that in our analysis have shown a correlation with a better prognosis; moreover, the evaluation of the series is in line with the latest evidence in the literature in defining the non-inferiority of minimally invasive and parenchymal sparing treatment compared to the classic laparotomic approach with anatomic resection.
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Affiliation(s)
| | | | | | | | | | | | | | - Massimo Fedi
- Division of General Surgery, San Jacopo Hospital, 51100 Pistoia, Italy
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11
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Gao H, He ZY, Du XL, Wang ZG, Xiang L. Machine Learning for the Prediction of Synchronous Organ-Specific Metastasis in Patients With Lung Cancer. Front Oncol 2022; 12:817372. [PMID: 35646679 PMCID: PMC9136456 DOI: 10.3389/fonc.2022.817372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 04/11/2022] [Indexed: 12/24/2022] Open
Abstract
Background This study aimed to develop an artificial neural network (ANN) model for predicting synchronous organ-specific metastasis in lung cancer (LC) patients. Methods A total of 62,151 patients who diagnosed as LC without data missing between 2010 and 2015 were identified from Surveillance, Epidemiology, and End Results (SEER) program. The ANN model was trained and tested on an 75/25 split of the dataset. The receiver operating characteristic (ROC) curves, area under the curve (AUC) and sensitivity were used to evaluate and compare the ANN model with the random forest model. Results For distant metastasis in the whole cohort, the ANN model had metrics AUC = 0.759, accuracy = 0.669, sensitivity = 0.906, and specificity = 0.613, which was better than the random forest model. For organ-specific metastasis in the cohort with distant metastasis, the sensitivity in bone metastasis, brain metastasis and liver metastasis were 0.913, 0.906 and 0.925, respectively. The most important variable was separate tumor nodules with 100% importance. The second important variable was visceral pleural invasion for distant metastasis, while histology for organ-specific metastasis. Conclusions Our study developed a “two-step” ANN model for predicting synchronous organ-specific metastasis in LC patients. This ANN model may provide clinicians with more personalized clinical decisions, contribute to rationalize metastasis screening, and reduce the burden on patients and the health care system.
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Affiliation(s)
- Huan Gao
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, China
- Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Zhi-yi He
- Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xing-li Du
- Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Zheng-gang Wang
- Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Zheng-gang Wang, ; Li Xiang,
| | - Li Xiang
- School of Medicine and Health Management, Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Zheng-gang Wang, ; Li Xiang,
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