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Risk factors for leukemia transformation in patients with myelodysplastic syndromes

Zhonghua Xue Ye Xue Za Zhi. 2022 Oct 14;43(10):818-825. doi: 10.3760/cma.j.issn.0253-2727.2022.10.004.

ABSTRACT

Objective: To explore the risk factors in leukemia transformation (LT) in those with myelodysplastic syndromes (MDS) . Methods: From January 2012 to December 2020,data on 320 patients with newly diagnosed primary MDS were gathered from the MDS center. The clinical features and molecular characteristics are explored. Additionally, a retrospective analysis of risk factors for the development of acute leukemia from MDS was done. Results: The median follow-up was13.6 (0.4-107.3) months. 23.4% (75/320) of the MDS patients had LT group. Significant differences between the LT group and non-LT group can be seen in age (P<0.001) , bone marrow blast percentage (P<0.001) , bone marrow fibrosis (P=0.046) , WHO classification (P<0.001) , IPSS-R (P<0.001) and IPSS-R karyotype group (P=0.001) . The median number of mutation of LT group was 1 (1, 3) , that in non-LT group was 1 (0, 2) ,which had a statistical difference (P=0.003) .At the time of the initial diagnosis of MDS, the LT group had higher rates of the TP53 mutation (P=0.034) , DNMT3A mutation (P=0.026) , NRAS mutation (P=0.027) and NPM1 mutation (P=0.017) . Compared with the mutations at first diagnosis and LT of six patients, the number of mutations increased and the variant allele frequencies (VAF) increased significantly in LT patients. Higher bone marrow blast percentage (Refer to <5% , 5% -10% : HR=4.587, 95% CI 2.214 to 9.504, P<0.001, >10% : HR=9.352, 95% CI 4.049 to 21.600, P<0.001) , IPSS-R cytogenetic risk groups (HR=2.603, 95% CI 1.229-5.511, P=0.012) , DNMT3A mutation (HR=4.507, 95% CI 1.889-10.753, P=0.001) , and NPM1 mutation (HR=3.341, 95% CI 1.164-9.591, P=0.025) were all independently associated with LT in MDS patients, according to results of multivariate Cox regression. Conclusion: Bone marrow blast percentage, IPSS-R cytogenetic risk groups, DNMT3A mutation, and NPM1 mutation are independent risk factors in LT for MDS patients.

PMID:36709195 | DOI:10.3760/cma.j.issn.0253-2727.2022.10.004

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Efficacy and safety of lenalidomide combined with bortezomib and dexamethasone induction therapy in newly diagnosed patients with multiple myeloma

Zhonghua Xue Ye Xue Za Zhi. 2022 Aug 14;43(8):657-662. doi: 10.3760/cma.j.issn.0253-2727.2022.08.007.

ABSTRACT

Objective: This study aimed to evaluate the efficacy and safety of lenalidomide combined with bortezomib and dexamethasone (VRD) in the treatment of newly diagnosed multiple myeloma (MM) . Methods: A total of 150 newly diagnosed patients with MM diagnosed in The First Affiliated Hospital of Soochow University from November 2018 to February 2021 and received VRD as the induction regimen were included to evaluate the safety and efficacy of VRD induction therapy for newly diagnosed MM. Results: The median follow-up was 22 months, two patients (1.3%) died early after treatment, and 148 patients (98.7%) completed induction therapy. 116 patients (77.3%) were mobilized to collect autologous hematopoietic stem cells, 101 cases (87.1%) were qualified in the collection, of which 48 cases (41.4%) were excellent in the collection. The 3-year progression-free survival (PFS) rate was 59%, and the 3-year overall survival (OS) rate was 83%. After induction, complete remission (CR) /stringent CR rate was 54.4%, ≥ very good partial remission rate was 77.3%, overall response rate was 86.0%, and minimal residual disease negative rate was 46.0%. There was no statistically significant difference in the efficacy of cytogenetic high-risk patients compared with standard risk patients (P=0.456) . The median PFS time of cytogenetic high-risk patients was shorter than that of standard risk patients (not reached vs 33 months, P=0.014) . There was no statistically significant difference in the median OS time (not reached vs not reached, P=0.072) . The highest incidence of hematological adverse events was thrombocytopenia (72%) , followed by neutropenia (42%) and anemia (20%) . The highest incidence of non-hematological adverse events was peripheral neuritis (56.7%) . The main digestive tract symptoms include constipation (30.0%) and diarrhea (17.3%) . Upper respiratory tract infection (23.3%) and lung infection (7.3%) are the main infections. The incidence of adverse thrombocytopenia (90.0% vs 63.7%, P=0.001) , neutropenia (54.2% vs 36.3%, P=0.038) , anemia (33.3% vs 13.7%, P=0.005) , diarrhea (27.1% vs 12.7%, P=0.030) , limb edema (20.8% vs 3.9%, P=0.030) , fever (20.8% vs 4.9%, P=0.006) , thrombosis (8.3% vs 0, P=0.016) , and renal function deterioration (20.8% vs 3.9%, P=0.030) in patients with renal insufficiency was higher than that in patients with normal renal function. Conclusion: The VRD regimen has a significant effect on newly diagnosed MM, does not affect the hematopoietic stem cell collection, and has controllable adverse events; however, the incidence of adverse events was higher in patients with renal insufficiency.

PMID:36709150 | DOI:10.3760/cma.j.issn.0253-2727.2022.08.007

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Observational study of chronic myeloid leukemia Chinese patients who discontinued tyrosine kinase inhibitors in the real-world

Zhonghua Xue Ye Xue Za Zhi. 2022 Aug 14;43(8):636-643. doi: 10.3760/cma.j.issn.0253-2727.2022.08.004.

ABSTRACT

Objective: This study aimed to observe whether the treatment-free remission (TFR) of second-generation tyrosine kinase inhibitors (TKI) in chronic myeloid leukemia (CML) is better than imatinib (IM) . Methods: The clinical data of 274 CML patients who discontinued treatment and with complete clinical data were retrospectively studied from June 2013 to March 2021. Using both univariate and multivariate Cox proportional hazards regression models, risk factors influencing TFR outcomes after drug withdrawal in CML patients were assessed. Results: A total of 274 patients were enrolled, 140 patients were women (51.1%) , with a median age of 48 (9-84) years at the time of TKI discontinuation. Prior to TKI discontinuation, 172 (62.8%) patients were treated with IM, and 102 (37.2%) had received second-generation TKI treatment, including 73 patients who had shifted from IM to a second-generation TKI and 29 patients who used second-generation TKI as the first-line treatment. The rationale for converting to a second-generation TKI are as follows: 37 patients aimed deep molecular response (DMR) to achieve TFR, seven patients changed due to IM intolerance, and 29 patients changed because of failure to achieve the optimal treatment response. The use of the last type of TKI included 96 patients (94.1%) with nilotinib, three patients (2.9%) with dasatinib, and two patients (2%) with flumatinib, including one patient who changed to IM due to second-generation TKI intolerance. No statistical differences were found in the median age at diagnosis and TKI discontinuation, sex, Sokal score, IFN treatment before TKI, median time of TKI treatment to achieve DMR, and the reasons for TKI discontinuation between the second TKI and IM (P>0.05) .The median cumulative treatment time of TKI (71.5 months vs 88 months, P<0.001) , the last TKI median treatment time (60 months vs 88 months, P<0.001) , and the median duration of DMR (58 months vs 66 months, P=0.002) were significantly shorter in the second-generation TKI compared with IM. In the median follow-up of 22 (6-118) months after TKI discontinuation, 88 patients (32.1%) had lost their MMR at a median of 6 (1-91) months; of the 53 patients (60.2%) who lost MMR within 6 months, the overall TFR rate was 67.9%, and the cumulative TFR rates at 12 and 24 months were 70.5% and 67.5%, respectively. Withdrawal syndrome occurred in 26 patients (9.5%) . For patients who restarted TKI treatment, 72 patients (83.7%) achieved DMR again at a median treatment of 4 (1 to 18) months. The univariate analysis showed that the TFR rate of patients treated with second-generation TKI was significantly higher than those who were treated with IM (77.5% vs 62.2%, P=0.041) . A further subgroup analysis found that the TFR rate of the second-generation TKI patients was significantly higher than those treated with IM (80.8% vs 62.2%, P=0.026) . No significant difference was found in the second-generation TKI used as the first line treatment compared with those who were treated with IM (69.0% vs 62.2%, P=0.599) . The multivariate analysis results showed that second-generation TKI treatment was an independent prognostic factor affecting TFR in patients who discontinued TKI (RR=1.827, 95%CI 1.015-3.288, P=0.044) . Conclusion: In the clinical setting, more CML patients rapidly achieved TFR using second-generation TKI than IM treatment.

PMID:36709147 | DOI:10.3760/cma.j.issn.0253-2727.2022.08.004

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The establishment and multicenter application of internal quality control system for real-time quantitative PCR detection of BCR-ABL (P210) transcript level

Zhonghua Xue Ye Xue Za Zhi. 2022 Jul 14;43(7):562-567. doi: 10.3760/cma.j.issn.0253-2727.2022.07.006.

ABSTRACT

Objective: The study aims to establish a perfect BCR-ABL (P210) internal quality control system and ensure the long-term stability and comparability of the detection results between laboratories and to popularize and apply it in the three hospitals. Methods: The Qilu Hospital of Shandong University (H1) prepared a set of the BCR-ABL (P210) quality control substances to establish and improve internal quality control system. We went to other three participating hospitals (H2, H3, and H4) to inspect quality control before the measurement. In addition, we mailed 25 sets of quality control substances to each of the hospital for detection. The slope and intercept of the standard curve of each hospital and the detection results were analyzed and statistically judged using the Levey-Jennings quality control chart combined with the Westgard multirule theory. Then, we made a quality control evaluation. Results: ①An internal quality control system for the BCR-ABL (P210) transcript levels monitoring was successfully established for the quality inspection before the measurement, statistical judgment during the measurement, and evaluation after the measurement. ② Both the slope and intercept of the standard curve of the four hospitals was under control. ③The multicenter quality control substance judgment results were as follows: for H1 hospital, two times of “1(2s)” warning were found in the middle-level quality control substance, which was judged as being under control; for H2 hospital, one time of “1(2s)” warning was found for each quality control substance, which was judged as being “2(2s)” out of control; for H3 hospital, its high-level quality control substance violated the “1(3s)” rule, and low-level quality control substance appeared “1(2s)” warning, which was judged as “1(3s)” out of control; and all quality control substances were under control in H4 hospital. ④The quality control evaluation and correction were as follows: two hospitals were under control, and the other two hospitals had an “out of control.” We found out the reason for the out of control and corrected them. ⑤The comparisons of the original values of the multicenter quality control substance were as follows: there were statistical differences in the results of high-level quality control substance among the four hospitals, and no significant difference was found in the results of the medium-level and low-level quality control substance. ⑥The comparisons of the IS values of the multicenter quality control substance were as follows: the IS values of the three quality control substance in H2 and H3 hospitals were significantly higher than those of H1 hospital, and H2 hospital was significantly higher than H3 hospital. Conclusion: A perfect and stable internal quality control system for the BCR-ABL (P210) transcripts has been established, which can effectively ensure the accuracy and stability of the clinical detection results. This internal quality control system has been successfully popularized and applied in other hospitals.

PMID:36709133 | DOI:10.3760/cma.j.issn.0253-2727.2022.07.006

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Effects of lncRNA-UCA1 targeting miR-204-5p on the proliferation, migration, apoptosis and immune escape of endometrial carcinoma cells

Zhonghua Zhong Liu Za Zhi. 2023 Jan 23;45(1):56-63. doi: 10.3760/cma.j.cn112152-20200623-00588.

ABSTRACT

Objective: To investigate the effect of long non-coding RNA urothelial carcinoma-associated 1 (UCA1) gene on the proliferation, migration, apoptosis and immune escape of endometrial cancer cells and its molecular mechanism. Methods: Endometrial cancer tissues and adjacent normal tissues of patients with endometrioid adenocarcinoma who underwent total or partial hysterectomy in Henan Provincial People’s Hospital from 2017 to 2019 were collected. The expressions of UCA1 and miR-204-5p were detected by real-time fluorescence quantitative polymerase chain reaction (RT-qPCR), and the cell proliferation, migration and apoptosis were detected by cell counting kit 8 (CCK8) method, Transwell method, flow cytometry, and dual-luciferase reporter assay was used to explore the target relationship between UCA1 and miR-204-5p. HEC-1A-sh-NC or HEC-1A-sh-UCA1 cells were co-cultured with peripheral blood mononuclear cells (PBMC) or cytokine-induced killer cells in vitro to explore the role of UCA1 in immune escape. Results: The expression level of UCA1 in endometrial cancer tissue (17.08±0.84) was higher than that in adjacent normal endometrial tissue (3.00±0.37), and the expression level of miR-204-5p (0.98±0.16) was lower than that in adjacent normal endometrial tissue (2.00±0.20, P<0.05). Pearson correlation analysis showed that the expression of miR-204-5p was negatively correlated with the expression of UCA1 (r=-0.330, P=0.030). The expressions of UCA1 and miR-204-5p were associated with the International Federation of Gynecology and Obstetrics stage of endometrial cancer, lymph node metastasis and vascular invasion (P<0.05). The relative ratio of absorbance (0.58±0.11) and the number of cell migration [(199.68±18.44)] in the sh-UCA1 group were lower than those in the sh-NC group (1.24±0.17 and 374.76±24.83), respectively. The apoptosis rate of sh-UCA1 group [(28.64±7.80)%] was higher than that of sh-NC group [(14.27±4.38)%, P<0.05]. After different ratios of effector cells and target cells were cultured, the cell survival rate of HEC-1A-sh-UCA1 group was lower than that of HEC-1A-sh-NC group, and the difference was statistically significant (P<0.05). UCA1 had a binding site for miR-204-5p. The relative ratio of absorbance (1.74±0.08) and the number of cell migration (426.00±18.00) cells in the UCA1+ anti-miR-204-5p group were higher than those in the control group [1.00±0.03 and (284.00±8.00) cells, respectively]. The apoptosis rate of UCA1+ anti-miR-204-5p group [(5.42±0.93)%] was lower than that of control group [(14.82±1.48)%, P<0.05]. HEC-1A-sh-UCA1 cells could induce higher interferon gamma (IFN-γ) expression when co-cultured with PBMC, and the levels of IFN-γ expression in PHA group and PHA+ pre-miR-204-5p group cells were 2.42±0.49 and 1.88±0.26, which were higher than that in the PHA+ pre-NC group (0.85±0.10, P<0.05). When co-cultured with cytokine-induced killer cells (different ratios) in vitro, the HEC-1A-sh-UCA1 group and the HEC-1A-pre-miR-204-5p group had lower survival rates than that in the HEC-1A-pre-miR-204-5p group. In the HEC-1A-pre-NC group, the differences were statistically significant (P<0.05). Conclusion: UCA1/miR-204-5p may play an important role in human endometrial cancer.

PMID:36709121 | DOI:10.3760/cma.j.cn112152-20200623-00588

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The impact of donor-to-recipient gender compatibility on outcomes of haploid hematopoietic stem cell transplantation in patients with hematological malignancies

Zhonghua Xue Ye Xue Za Zhi. 2022 Dec 14;43(12):992-1002. doi: 10.3760/cma.j.issn.0253-2727.2022.12.004.

ABSTRACT

Objective: To investigate how gender differences between the donor and the recipient affect the effectiveness of antithymocyte globulin (ATG) and pure peripheral blood stem cell (PBSC) hematopoietic stem cell transplantation (haplo-HSCT) in the treatment of malignant hematological diseases. Methods: From February 2015 to September 2020, 648 hematological malignancies patients underwent myeloablative condition regimen haplo-HSCT treatment at the Bone Marrow Transplant Center of the First Affiliated Hospital of Zhejiang University. The median age was 32 (14-62) years, with 363 males (56.0% ) and 285 females (44.0% ) present. 242 cases of acute lymphoblastic leukemia (ALL) (37.3% ) , 293 cases of acute myeloid leukemia (AML) (45.2% ) , 56 cases of myelodysplastic syndrome (MDS) (8.7% ) , 27 cases of non-Hodgkin’s lymphoma (NHL) (4.2% ) , and 30 cases of other hematological malignancies (4.6% ) . Results: ① The 3-year overall survival (OS) , DFS, the incidence of Ⅱ-Ⅳ grade acute graft-versus-host disease (aGVHD) , the incidence of Ⅲ-Ⅳ grade aGVHD, the 3-year incidence of moderate & severe chronic GVHD (cGVHD) , severe cGVHD, the 3-year incidence of relapse, and NRM of the whole group were (73.10±1.90) % , (70.80±1.90) % , (33.96±1.87) % , (13.08±1.33) % , (35.10±2.14) % , (10.66±1.38) % , (19.43±1.67) % , and (9.80±1.24) % , respectively. ②There was no statistically significant difference between the donor-recipient gender match and donor-recipient gender mismatch groups in the 28-day cumulative neutrophil engraftment rate, 28-day cumulative platelet engraftment rate, the incidence of Ⅱ-Ⅳ grade aGVHD, the incidence of Ⅲ-Ⅳ grade aGVHD, 3-year OS, 3-year DFS, the cumulative incidence of relapse, NRM, and incidence of moderate & severe cGVHD, severe cGVHD. ③The 28-day cumulative neutrophil engraftment rate did not differ statistically between the male-female, female-female, male-male, and female-male groups (P=0.148) . The incidence of Ⅱ-Ⅳ grade aGVHD, the incidence of Ⅲ-Ⅳ grade aGVHD, 3-year OS, 3-year DFS, cumulative relapse rate, and NRM, and the incidence of cGVHD were not statistically different among the four groups (P>0.05) . The 28-day cumulative platelet engraftment rate of the female-male group was significantly lower than male-female group, and the female-female group [ (91.45±2.63) % vs. (94.77±1.75) % , P=0.004; (91.45±2.63) % vs. (95.54±2.05) % , P=0.005]. No significant difference existed in the 28-day cumulative platelet engraftment rate between the female-male group and the male-male group [ (91.45±2.63) % vs. (95.08±1.41) % , P=0.284]. ④Among patients ≤35 years old, the 3-year incidence of severe cGVHD patients receiving sister donors and sibling donors were (26.71±5.90) % and (10.33±4.43) % , respectively (P=0.054) . Patients accepting daughter donors and son donors had a 3-year incidence of moderate and severe cGVHD that was 40.07% vs. 27.41% , respectively, among those over 35 (40.07±6.65) % vs. (27.41±4.54) % (P=0.084) . ⑤Female donors to male recipients had a significantly lower 28-day cumulative platelet engraftment rate compared to the other groups [ (91.45±2.63) % vs. (95.08±0.95) % , P=0.037]. ⑥ Female donors to male recipients had a significantly lower 28-day cumulative platelet engraftment rate than the other groups in the ATG-Fresenius (ATG-F) 10 mg/kg group [ (89.29±4.29) % vs. (94.49±1.45) % , P=0.037]. But when compared to the other groups in the Rabbit Antihuman Thymocyte Immunoglobulin (rATG-T) 6 mg/kg group, the 28-day cumulative platelet implantation rate between female donors and male recipients was not significantly different [ (93.44±3.38) % vs. (95.62±1.26) % , P=0.404]. Conclusion: The main clinical outcomes of patients with malignant blood diseases following transplantation are unaffected by the gender combination of the donor and patient in the haplo-HSCT mode based on ATG and PBSC sources. Female donors to male recipients have a lower 28-day cumulative platelet engraftment rate and longer platelet engraftment times.

PMID:36709104 | DOI:10.3760/cma.j.issn.0253-2727.2022.12.004

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The timing of congenital diaphragmatic hernia repair on extracorporeal membrane oxygenation impacts surgical bleeding risk

J Pediatr Surg. 2023 Jan 3:S0022-3468(22)00834-X. doi: 10.1016/j.jpedsurg.2022.12.030. Online ahead of print.

ABSTRACT

BACKGROUND: The optimal timing of surgical repair for infants with congenital diaphragmatic hernia (CDH) treated with extracorporeal membrane oxygenation (ECMO) support remains controversial. The risk of surgical bleeding is considered by many centers as a primary factor in determining the preferred timing of CDH repair for infants requiring ECMO support. This study compares surgical bleeding following CDH repair on ECMO in early versus delayed fashion.

METHODS: A retrospective review of 146 infants who underwent CDH repair while on ECMO support from 1995 to 2021. Early repair occurred during the first 48 h after ECMO cannulation (ER) and delayed repair after 48 h (DR). Surgical bleeding was defined by the requirement of reoperative intervention for hemostasis or decompression.

RESULTS: 102 infants had ER and 44 infants DR. Surgical bleeding was more frequent in the DR group (36% vs 5%, p < 0.001) with an odds ratio of 11.7 (95% CI: 3.48-39.3, p < 0.001). Blood urea nitrogen level on the day of repair was significantly elevated among those who bled (median 63 mg/dL, IQR 20-85) vs. those who did not (median 9 mg/dL, IQR 7-13) (p < 0.0001). Duration of ECMO support was shorter in the ER group (median 13 vs 18 days, p = 0.005). Survival was not statistically different between the two groups (ER 60% vs. DR 57%, p = 0.737).

CONCLUSION: We demonstrate a significantly lower incidence of bleeding and shorter duration of ECMO with early CDH repair. Azotemia was a strong risk factor for surgical bleeding associated with delayed CDH repair on ECMO.

LEVEL OF EVIDENCE: Level III cohort study.

PMID:36709093 | DOI:10.1016/j.jpedsurg.2022.12.030

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A comparison of mental health of student and not student emerging adults living in Ecuador

Sci Rep. 2023 Jan 27;13(1):1487. doi: 10.1038/s41598-023-27695-0.

ABSTRACT

Most of the studies about mental health and quality of life of emerging adults have been conducted in developed countries and non-students’ population has been neglected, limiting the generalisation of the results to other socioeconomic realities. This paper reports the results of an observational study on differences between the two cohorts (students vs non-students) both on mental health and quality of life measures but also on demographic, lifestyle and mental health variables in emerging adults living in a middle-income country. Associations between variables and interactions in the prediction of both outcomes scores were explored to understand how much other variables may contribute to differences between the two groups. We found poorer mental health and worse health-related quality of life in the students than the non-students, although effect sizes were small. Differences between the groups on some sociodemographic predictor variables were statistically significant, showing fairly strong effects, for social status, sleeping hours and parenting, however, none of the predictor variables showed confounding with group effects on both outcomes. Developing countries are growing and work forces are changing, creating a huge global need to understand these changes and the effects on the mental health and quality of life of this evolving population.Registration: ClinicalTrials.gov (NCT04596345).

PMID:36707675 | DOI:10.1038/s41598-023-27695-0

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Accuracy of handgrip and respiratory muscle strength in identifying sarcopenia in older, community-dwelling, Brazilian women

Sci Rep. 2023 Jan 27;13(1):1553. doi: 10.1038/s41598-023-28549-5.

ABSTRACT

Certain cut-off points for sarcopenia screening and diagnosis are arbitrary and based on European populations, with normative references often obtained from healthy young adults. Although respiratory skeletal muscle strength tests represent low-cost clinical measures commonly performed in clinical practice by health professionals, a gap remains regarding whether respiratory skeletal muscle strength tests are adequate and sensitive measures for sarcopenia screening. This study aimed to verify the value of handgrip and respiratory muscle strength as possible discriminators to identify sarcopenia and to establish cut-off points for sarcopenia screening in community-dwelling, Brazilian women. In a cross-sectional study, 154 community-dwelling, Brazilian women (65-96 years) were assessed for appendicular skeletal muscle mass, handgrip (HGS), and respiratory muscular strength, including maximal inspiratory pressure (MIP) and maximal expiratory pressure (MEP). The data were analyzed using the ROC curve and the Youden Index determined cut-off points. Statistical significance was set at 5%. 88 participants (57%) were sarcopenic. MEP (OR 0.98 [95%CI 0.97, 1.00], p = 0.023) and HGS (OR 0.82 [95% CI 0.75, 0.90], p < 0.001) were independent factors for sarcopenia in older. The optimal cut-off points for identifying sarcopenia were ≤ 77 cmH2O for MEP (AUC = 0.72), and ≤ 20 kg for HGS (AUC = 0.80). Simple muscular strength tests, including HGS and MEP, may be considered in the identification of sarcopenia in older, community-dwelling, Brazilian women. Future work is still needed to assess external validation of the proposed cut-offs before the clinical application.

PMID:36707661 | DOI:10.1038/s41598-023-28549-5

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Artificial intelligence reveals features associated with breast cancer neoadjuvant chemotherapy responses from multi-stain histopathologic images

NPJ Precis Oncol. 2023 Jan 27;7(1):14. doi: 10.1038/s41698-023-00352-5.

ABSTRACT

Advances in computational algorithms and tools have made the prediction of cancer patient outcomes using computational pathology feasible. However, predicting clinical outcomes from pre-treatment histopathologic images remains a challenging task, limited by the poor understanding of tumor immune micro-environments. In this study, an automatic, accurate, comprehensive, interpretable, and reproducible whole slide image (WSI) feature extraction pipeline known as, IMage-based Pathological REgistration and Segmentation Statistics (IMPRESS), is described. We used both H&E and multiplex IHC (PD-L1, CD8+, and CD163+) images, investigated whether artificial intelligence (AI)-based algorithms using automatic feature extraction methods can predict neoadjuvant chemotherapy (NAC) outcomes in HER2-positive (HER2+) and triple-negative breast cancer (TNBC) patients. Features are derived from tumor immune micro-environment and clinical data and used to train machine learning models to accurately predict the response to NAC in breast cancer patients (HER2+ AUC = 0.8975; TNBC AUC = 0.7674). The results demonstrate that this method outperforms the results trained from features that were manually generated by pathologists. The developed image features and algorithms were further externally validated by independent cohorts, yielding encouraging results, especially for the HER2+ subtype.

PMID:36707660 | DOI:10.1038/s41698-023-00352-5