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2.
Obes Rev ; 25(8): e13765, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38770721

RESUMO

Obesity has become a global health concern in recent decades. Utilizing biomarkers presents a promising approach to comprehensively monitor the progress of obesity and its associated health conditions. This review aims to synthesize the available evidence on the correlation between cfDNA level and obesity and to provide insights into the applicability of using cfDNA level as a tool for monitoring progression of obesity. Searches were performed in PubMed and Embase on April 1, 2022. Data and other relevant information were extracted and compiled into a structured table for further analysis. Among 1170 articles screened, 11 articles were included in this review and assessed qualitatively. The results demonstrated that existing evidence mainly focused on three populations, including healthy individuals, cancer patients and pregnant women. Majority of the studies on healthy individuals identified a significant association between cfDNA level and body weight status but not among cancer patients. Varying results were observed among pregnant women at different gestational trimesters. Our review summarized some preliminary evidence on the association between cfDNA level and obesity. More cohort studies in larger scale with comprehensive assessment have to be conducted to examine the applicability of cfDNA as a biomarker for severity and disease progression of obesity.


Assuntos
Biomarcadores , Ácidos Nucleicos Livres , Obesidade , Humanos , Obesidade/sangue , Ácidos Nucleicos Livres/sangue , Biomarcadores/sangue , Feminino , Gravidez
4.
Cancer Nurs ; 2024 Mar 25.
Artigo em Inglês | MEDLINE | ID: mdl-38527112

RESUMO

BACKGROUND: Interactive features of computerized cognitive training (CCT) may enhance adherence to training, providing a relatively low-cost intervention. A robust systematic review on the effectiveness of CCT for improving working memory (WM) among pediatric survivors with cancer is lacking. OBJECTIVE: To summarize the available evidence and determine the effectiveness of CCT for WM among pediatric survivors with cancer. INTERVENTIONS/METHODS: Five databases were searched. The Effective Public Health Practice Project was used to assess the study quality. ReviewerManager was used. The primary outcome was WM performance. Secondary outcomes included processing speed, attention, intervention adherence, and number of adverse events. RESULTS: Six studies were included. Regarding overall quality, 1 study was weak, and 5 studies were moderate. Five studies reported a significant improvement of WM postintervention (P < .05). The meta-analysis of Cogmed interventions on symbolic WM revealed a significant difference between groups (vs placebo), with an overall pooled effect size of 0.71 (95% confidence interval, 0.02-1.41; P = .04). Two and 4 studies investigated the effects of CCT on processing speed and attention, respectively, with conflicting results. Four studies reported adherence of 80% or greater. Two studies reported no adverse events. CONCLUSIONS: Computerized cognitive training using Cogmed has a significant positive effect on WM. The effects of CCT on processing speed and attention remain inconclusive. IMPLICATIONS FOR PRACTICE: More rigorous trials should be conducted to elucidate the cognitive effects of CCT, particularly processing speed and attention, in the pediatric population with cancer. Further studies should consider combining CCT with other existing interventions to strengthen their effectiveness.

5.
Cancers (Basel) ; 15(19)2023 Oct 07.
Artigo em Inglês | MEDLINE | ID: mdl-37835574

RESUMO

This paper examines the link between CNS tumor biology and heterogeneity and the use of genome-wide DNA methylation profiling as a clinical diagnostic platform. CNS tumors are the most common solid tumors in children, and their prognosis remains poor. This study retrospectively analyzed pediatric patients with CNS embryonal tumors in Hong Kong between 1999 and 2017, using data from the territory-wide registry and available formalin-fixed paraffin-embedded tumor tissue. After processing archival tumor tissue via DNA extraction, quantification, and methylation profiling, the data were analyzed by using the web-based DKFZ classifier (Molecular Neuropathology (MNP) 2.0 v11b4) and t-SNE analysis. Methylation profiles were deemed informative in 85 samples. Epigenetic data allowed molecular subgrouping and confirmed diagnosis in 65 samples, verified histologic diagnosis in 8, and suggested an alternative diagnosis in 12. This study demonstrates the potential of DNA methylation profiling in characterizing pediatric CNS embryonal tumors in a large cohort from Hong Kong, which should enable regional and international collaboration in future pediatric neuro-oncology research.

6.
JCO Glob Oncol ; 9: e2300153, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-37656946

RESUMO

In Asia, a few countries have a long and established history of collaborative clinical trials successfully formed national children's cancer study groups, but many still do not have such groups. The process of forming national children's cancer groups is fraught with many hurdles, which varies among the countries. One of the basic requirements for running clinical trials is an affordable health care system in which most of the children with cancer can receive the proposed treatment. The health insurance coverage for children with cancer varies from <20% to as high as 100% among Asian countries, and the operation of clinical trials must also be adjusted accordingly. Shortage of research personnel is common, including medical, nursing, research coordinators, and data managers. The establishment of the Asian Pediatric Hematology and Oncology Group aims to provide a good platform for promotion of international clinical trials in the Asian countries.


Assuntos
Hematologia , Neoplasias , Humanos , Criança , Ásia/epidemiologia , Neoplasias/terapia
9.
Int J Gynecol Pathol ; 42(4): 421-425, 2023 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-36044308

RESUMO

We report an unusual case of a pelvic extraovarian moderately differentiated Sertoli-Leydig cell tumor arising in a 4-yr-old female. The tumor contained a DICER1 pathogenic variant which was absent in the germline ruling out DICER1 syndrome. In reporting this case, we discuss the differential diagnosis and possible histogenesis and review reported cases of extraovarian Sertoli-Leydig cell tumor.


Assuntos
Síndromes Neoplásicas Hereditárias , Neoplasias Ovarianas , Tumor de Células de Sertoli-Leydig , Tumores do Estroma Gonadal e dos Cordões Sexuais , Masculino , Humanos , Feminino , Tumor de Células de Sertoli-Leydig/diagnóstico , Tumor de Células de Sertoli-Leydig/genética , Tumor de Células de Sertoli-Leydig/patologia , Neoplasias Ovarianas/diagnóstico , Neoplasias Ovarianas/patologia , Tumores do Estroma Gonadal e dos Cordões Sexuais/diagnóstico , Tumores do Estroma Gonadal e dos Cordões Sexuais/genética , Tumores do Estroma Gonadal e dos Cordões Sexuais/patologia , Ribonuclease III/genética , Diagnóstico Diferencial , Síndromes Neoplásicas Hereditárias/diagnóstico , RNA Helicases DEAD-box/genética
10.
Int J Clin Oncol ; 27(12): 1904-1915, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36149516

RESUMO

BACKGROUND: Advancements in cancer treatment have resulted in longer survival but often at the expense of new therapy-associated morbidities. The aim of this study is to evaluate functional outcomes of hemato-oncology patients at PICU discharge, and to identify associated risk factors. METHODS: A single-center retrospective observational study. All children (< 19 years) with a hemato-oncology diagnosis admitted to the Hong Kong Children's Hospital PICU over a 2-year period were included. Functional status upon admission and discharge were compared. Univariable and multi-variable analyses were employed to identify risk factors associated with new morbidities. RESULTS: Out of 288 PICU admissions, there were 277 live discharges (mortality 4%), of which 52 (18.8%) developed new morbidities. Emergency admission, severity of illness at admission, organ dysfunction and support were associated with new morbidities (OR 1.08-11.96; p < 0.05). Adjusting for confounding factors, higher Pediatric Logistic Organ Dysfunction 2 score at admission was significantly associated with development of new morbidities (OR 1.34; 95% CI 1.18-1.54; p < 0.001). CONCLUSION: Critically ill children with hemato-oncological diseases had a higher rate of developing new morbidities (18.8%) compared with the general PICU population (4-8%). This was associated with severity of illness at admission. Further work is warranted to understand the lasting effects of these new morbidities and mitigating interventions.


Assuntos
Neoplasias , Alta do Paciente , Criança , Humanos , Lactente , Unidades de Terapia Intensiva Pediátrica , Insuficiência de Múltiplos Órgãos/etiologia , Hong Kong/epidemiologia , Estudos Retrospectivos , Neoplasias/terapia , Neoplasias/complicações , Fatores de Risco
12.
Pediatr Transplant ; 26(5): e14278, 2022 08.
Artigo em Inglês | MEDLINE | ID: mdl-35396908

RESUMO

BACKGROUND: Hemoglobin (Hb) Hammersmith is a rare form of unstable ß-chain hemoglobinopathy causing hemolytic anemia. This rare event led to a more serious transfusion-dependent phenotype in a patient. It was successfully cured by haploidentical hematopoietic stem cell transplantation (HSCT). METHODS AND RESULTS: A 9-year-old mainland Chinese male with a history of neonatal unconjugated hyperbilirubinemia was diagnosed to have hemoglobin (Hb) Hammersmith. He required regular blood transfusion but was unable to be transfused to desired parameters for 8 years prior to transplant due to social and geographical reasons. He subsequently developed marrow hyperplasia and progressive splenomegaly (down to umbilicus level), suggestive of extramedullary hematopoiesis. Eventually, the family came to Hong Kong and complied to a more intensive transfusion regimen and preconditioning chemotherapy 3 months prior to transplant. He underwent haploidentical HSCT using paternal TCRαß/CD45RA-depleted graft but suffered from graft rejection, despite splenic irradiation for massive splenomegaly. It was successfully salvaged with second HSCT with unmanipulated graft from the same donor with additional serotherapy and donor lymphocyte infusions. CONCLUSION: Allogenic haploidentical HSCT for hemoglobin Hammersmith is feasible but adequate immunosuppression during conditioning is crucial. Precise adoptive cell therapy can promote durable engraftment.


Assuntos
Transplante de Células-Tronco Hematopoéticas , Esplenomegalia , Reação Transfusional , Povo Asiático , Criança , Haploidia , Hemoglobinas Anormais , Humanos , Doadores Vivos , Transfusão de Linfócitos , Linfócitos , Masculino , Esplenomegalia/etiologia , Esplenomegalia/terapia
13.
Psychooncology ; 31(6): 960-969, 2022 06.
Artigo em Inglês | MEDLINE | ID: mdl-35072308

RESUMO

OBJECTIVES: This study provided information about sleep disruption, particularly its prevalence and severity among Hong Kong Chinese childhood cancer survivors. Additionally, we identified the factors influencing sleep disruption and explored how fatigue, depressive symptoms and physical activity (PA) affect sleep disruption. METHODS: Four hundred two survivors 6-18 years old and 50 age- and gender-matched healthy counterparts were assessed for depressive symptoms, fatigue, PA and subjective sleep quality. Demographic and clinical information were collected. Multiple logistic regression analyses were conducted to identify any factors contributing to poor sleep. RESULTS: Mean scores of depressive symptoms, fatigue for children and that for adolescents, and PA in survivors were 16.1 (SD = 11.1), 24.6 (SD = 10.3), 27.7 (SD = 7.8), and 3.08 (SD = 2.9), respectively. 44.8% of the survivors were poor sleepers, which was more that in healthy counterparts. The three most common sleep problem were prolonged sleep latency (31.9%), daytime dysfunction (23.4%), and sleep disturbance (22.9%). The time since last treatment (children: AOR = 0.54, 95% CI = 0.30-0.96, p = 0.04; adolescents: AOR = 0.80, 95% CI = 0.70-0.92, p < 0.01) and PA levels (children: AOR = 0.46, 95% CI = 0.260-0.82, p = 0.01; adolescents: AOR = 0.70, 95% CI = 0.49-0.98, p = 0.04) were negatively associated with sleep disruption, while depressive symptoms (children: AOR = 1.31, 95% CI = 1.04-1.64, p = 0.02; adolescents: AOR = 1.07, 95% CI = 1.01-1.13, p = 0.03), fatigue (children: AOR = 1.15, 95% CI = 1.00-1.31, p = 0.04; adolescents: AOR = 1.08, 95% CI = 1.02-1.15, p = 0.01), number of treatment received (children: AOR = 16.56, 95% CI = 1.27-216.82, p = 0.03; adolescents: AOR = 7.30, 95% CI = 2.36-22.56, p < 0.01), and co-sleeping (children: AOR = 29.19, 95% CI = 1.65-511.57, p = 0.02; adolescents: AOR = 4.63, 95% CI = 1.22-17.61, p = 0.02) were positively associated with sleep disruption. CONCLUSION: Physical activity made the largest contribution to reduce sleep disruption. It is crucial to advocate for the adoption and maintenance of PA in survivorship.


Assuntos
Sobreviventes de Câncer , Neoplasias , Adolescente , Criança , Estudos Transversais , Fadiga/diagnóstico , Fadiga/epidemiologia , Hong Kong/epidemiologia , Humanos , Neoplasias/epidemiologia , Neoplasias/terapia , Sono , Sobreviventes
15.
Health Qual Life Outcomes ; 19(1): 176, 2021 Jul 06.
Artigo em Inglês | MEDLINE | ID: mdl-34229705

RESUMO

BACKGROUND: Sleep disruption is a prevalent symptom reported by survivors of childhood cancer. However, there is no validated instrument for assessing this symptom in this population group. To bridge the literature gap, this study translated and adapted the Pittsburgh Sleep Quality Index (PSQI) for Hong Kong Chinese cancer survivors and examined its psychometric properties and factor structure. METHODS: A convenience sample of 402 Hong Kong Chinese childhood cancer survivors aged 6-18 years were asked to complete the Chinese version of the PSQI, Center for Epidemiologic Studies Depression Scale for Children (CES-DC), Fatigue Scale-Child (FS-C)/Fatigue Scale-Adolescent (FS-A), and Pediatric Quality of Life Inventory (PedsQL). To assess known-group validity, 50 pediatric cancer patients and 50 healthy counterparts were recruited. A sample of 40 children were invited to respond by phone to the PSQI 2 weeks later to assess test-retest reliability. A cutoff score for the translated PSQI used with the survivors was determined using receiver operating characteristic analysis. RESULTS: The Chinese version of the PSQI had a Cronbach alpha of 0.71, with an intraclass correlation coefficient of 0.90. Childhood cancer survivors showed significantly lower mean PSQI scores than children with cancer, and significantly higher mean scores than healthy counterparts. This reflected that childhood cancer survivors had a better sleep quality than children with cancer, but a poorer sleep quality than healthy counterparts. We observed positive correlations between PSQI and CES-DC scores and between PSQI and FS-A/FS-C scores, but a negative correlation between PSQI and PedsQL scores. The results supported that the Chinese version of the PSQI showed convergent validity. Confirmatory factor analysis showed that the translated PSQI data best fit a three-factor model. The best cutoff score to detect insomnia was 5, with a sensitivity of 0.81 and specificity of 0.70. CONCLUSION: The Chinese version of the PSQI is a reliable and valid instrument to assess subjective sleep quality among Hong Kong Chinese childhood cancer survivors. The validated PSQI could be used in clinical settings to provide early assessments for sleep disruption. Appropriate interventions can therefore be provided to minimize its associated long-term healthcare cost. Trial registration This study was registered in ClinicalTrials.gov with the reference number NCT03858218.


Assuntos
Sobreviventes de Câncer , Psicometria , Sono , Inquéritos e Questionários , Adolescente , Povo Asiático , Sobreviventes de Câncer/psicologia , Criança , Análise Fatorial , Fadiga/diagnóstico , Feminino , Hong Kong , Humanos , Masculino , Qualidade de Vida , Curva ROC , Reprodutibilidade dos Testes , Distúrbios do Início e da Manutenção do Sono/diagnóstico , Traduções
16.
J Clin Oncol ; 39(23): 2552-2563, 2021 08 10.
Artigo em Inglês | MEDLINE | ID: mdl-34152804

RESUMO

PURPOSE: Induction therapy is a critical component of the therapy of high-risk neuroblastoma. We aimed to assess if the Memorial Sloan Kettering Cancer Center (MSKCC) N5 induction regimen (MSKCC-N5) would improve metastatic complete response (mCR) rate and 3-year event-free survival (EFS) compared with rapid COJEC (rCOJEC; cisplatin [C], vincristine [O], carboplatin [J], etoposide [E], and cyclophosphamide [C]). PATIENTS AND METHODS: Patients (age 1-20 years) with stage 4 neuroblastoma or stage 4/4s aged < 1 year with MYCN amplification were eligible for random assignment to rCOJEC or MSKCC-N5. Random assignment was stratified according to national group and metastatic sites. Following induction, therapy comprised primary tumor resection, high-dose busulfan and melphalan, radiotherapy to the primary tumor site, and isotretinoin with ch14.18/CHO (dinutuximab beta) antibody with or without interleukin-2 immunotherapy. The primary end points were mCR rate and 3-year EFS. RESULTS: A total of six hundred thirty patients were randomly assigned to receive rCOJEC (n = 313) or MSKCC-N5 (n = 317). Median age at diagnosis was 3.2 years (range, 1 month to 20 years), and 16 were younger than 1 year of age with MYCN amplification. mCR rate following rCOJEC induction (32%, 86/272 evaluable patients) was not significantly different from 35% (99/281) with MSKCC-N5 (P = .368), and 3-year EFS was 44% ± 3% for rCOJEC compared with 47% ± 3% for MSKCC-N5 (P = .527). Three-year overall survival was 60% ± 3% for rCOJEC compared with 65% ± 3% for MSKCC-N5 (P = .379). Toxic death rates with both regimens were 1%. However, nonhematologic CTC grade 3 and 4 toxicities were higher with MSKCC-N5: 68% (193/283) versus 48% (129/268) (P < .001); infection 35% versus 25% (P = .011); stomatitis 25% versus 3% (P < .001); nausea and vomiting 17% versus 7% (P < .001); and diarrhea 7% versus 3% (P = .011). CONCLUSION: No difference in outcome was observed between rCOJEC and MSKCC-N5; however, acute toxicity was less with rCOJEC, and therefore rCOJEC is the preferred induction regimen for International Society of Pediatric Oncology European Neuroblastoma Group.


Assuntos
Quimioterapia de Indução/métodos , Neuroblastoma/tratamento farmacológico , Adolescente , Adulto , Criança , Pré-Escolar , Europa (Continente) , Feminino , Humanos , Lactente , Masculino , Neuroblastoma/patologia , Fatores de Risco , Adulto Jovem
17.
Pediatr Transplant ; 25(6): e14037, 2021 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-34003560

RESUMO

BACKGROUND: Hemoglobin Bart's hydrops fetalis syndrome (BHFS) was once considered a fatal condition universally. Medical advances over the past three decades have resulted in increasing numbers of BHFS survivors. This retrospective review summarized local territory-wide experience and outcomes of BHFS patients who received allogeneic hematopoietic stem cell transplantation (HSCT) in Hong Kong. METHODS: All BHFS patients who underwent allogeneic HSCT in Hong Kong, either in one of the two former pediatric transplant centers (Queen Mary Hospital and Prince of Wales Hospital) on or before 2019 or in the single territory-wide pediatric transplant center (Hong Kong Children's Hospital) since 2019, from January 1, 1996, till December 31, 2020, were included. Basic demographic data, perinatal history, transplant details, long-term outcomes, and morbidities were reviewed. RESULTS: Total five allogeneic HSCT were performed in two males and three females at a median age of 22 months, which include one 8/8 matched-sibling bone marrow transplant, one 5/6 matched-sibling cord blood transplant with HLA-DR antigenic mismatch, two 12/12 matched-unrelated peripheral blood stem cell transplant (PBSCT), and one haploidentical PBSCT with TCRαß/CD45RA depletion from maternal donor. Neutrophil and platelet engrafted (>20 × 109 /L) at a median of 15 and 22 days, respectively. All achieved near full donor chimerism at 1 month. All patients survived and remained transfusion-independent without significant morbidities with median follow-up duration of 10 years. CONCLUSION: To conclude, local data demonstrated favorable outcome of allogeneic HSCT for BHFS patients, but sample number is small. Non-directive approach in counseling and international collaboration is recommended.


Assuntos
Transplante de Células-Tronco Hematopoéticas , Hemoglobinas Anormais , Hidropisia Fetal/terapia , Feminino , Hong Kong , Humanos , Lactente , Masculino , Estudos Retrospectivos , Transplante Homólogo
18.
Int J Mol Sci ; 22(9)2021 Apr 27.
Artigo em Inglês | MEDLINE | ID: mdl-33925530

RESUMO

Regulatory B (Breg) cells are endowed with immune suppressive functions. Various human and murine Breg subtypes have been reported. While interleukin (IL)-10 intracellular staining remains the most reliable way to identify Breg cells, this technique hinders further essential functional studies. Recent findings suggest that CD9 is an effective surface marker of murine IL-10 competent Breg cells. However, the stability of CD9 and its relevance as a unique marker for human Breg cells, which have been widely characterized as CD24hiCD38hi, have not been investigated. Here, we demonstrate that CD9 expression is sensitive to in vitro B cell stimulations. CD9 expression could either be re-expressed or downregulated in purified CD9-negative B cells and CD9-positive B cells, respectively. We found no significant differences in the Breg differentiation capacity of the CD9-negative and CD9-positive B cells. Furthermore, CD9-positive B cells co-express CD40 and CD86, suggesting their nature as B cell activation or co-stimulatory molecules, rather than regulatory ones. Therefore, we report the relatively unstable CD9 as a distinct surface molecule, indicating the need for further research for a more reliable marker to purify human Breg cells.


Assuntos
ADP-Ribosil Ciclase 1/imunologia , Linfócitos B Reguladores/imunologia , Antígeno CD24/imunologia , Glicoproteínas de Membrana/imunologia , Tetraspanina 29/imunologia , Tecido Adiposo/citologia , Biomarcadores/análise , Diferenciação Celular/imunologia , Criança , Humanos , Interleucina-10/imunologia , Ativação Linfocitária , Células-Tronco Mesenquimais/imunologia , Tonsila Palatina/citologia , Regulação para Cima
19.
Pediatr Transplant ; 25(5): e13945, 2021 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-33314508

RESUMO

Allogeneic hematopoietic stem cell transplantation is curative for transfusion-dependent thalassemia, but mixed chimerism (MC) may herald graft rejection. We report a child who failed bone marrow transplant (BMT) from matched unrelated donor (MUD) successfully salvaged with haploidentical peripheral blood stem cell transplant (PBSCT), but had MC in T-lymphocyte compartment despite near-complete donor chimerism in myeloid compartment. MC was successfully improved by repeated CD45RA-depleted donor lymphocyte infusion (DLI). A 2-year-old Chinese girl with beta-thalassemia major underwent 12/12-MUD BMT with HU/AZA/Cy/Flu/Bu/TT conditioning resulted in graft rejection. As donor refused second donation, rescue haploidentical PBSCT was performed with alemtuzumab/fludarabine/treosulfan conditioning. Harvest product was CD3/CD45RA depleted with extra products cryopreserved. Split cell chimerism performed 1-month after haplo-transplant showed 97% mother, 3% MUD, and 0% host for granulocytes but 38% mother, 62% MUD, and 0% host for CD3 + T cells. In view of low haploidentical donor chimerism in T-lymphocyte compartment, CD45RA-depleted DLI using cryopreserved product was performed on day + 38, after thymoglobulin 3 mg/kg given as T-cell depletion 3 days beforehand. T-cell chimerism improved to 51% mother and 49% MUD post-DLI. Second cryopreserved CD45RA-depleted DLI was given 17 days after the first DLI (day + 55), and 100% full chimerism of mother's T cells was gradually established without significant graft-versus-host disease (GVHD) or viral reactivation. To conclude, split lineage chimerism determination is beneficial to guide management strategy. For MC in T-cell compartment, CD45RA-depleted DLI is a potential alternative to unselected T cells as it carries lower risk of GVHD and infection.


Assuntos
Quimerismo , Transplante de Células-Tronco Hematopoéticas/métodos , Antígenos Comuns de Leucócito , Terapia de Salvação/métodos , Linfócitos T/transplante , Transplante Haploidêntico/métodos , Talassemia beta/terapia , Transplante de Medula Óssea , Pré-Escolar , Feminino , Rejeição de Enxerto , Humanos , Talassemia beta/genética , Talassemia beta/imunologia
20.
Lab Chip ; 20(20): 3696-3708, 2020 10 21.
Artigo em Inglês | MEDLINE | ID: mdl-32935707

RESUMO

The association of the intrinsic optical and biophysical properties of cells to homeostasis and pathogenesis has long been acknowledged. Defining these label-free cellular features obviates the need for costly and time-consuming labelling protocols that perturb the living cells. However, wide-ranging applicability of such label-free cell-based assays requires sufficient throughput, statistical power and sensitivity that are unattainable with current technologies. To close this gap, we present a large-scale, integrative imaging flow cytometry platform and strategy that allows hierarchical analysis of intrinsic morphological descriptors of single-cell optical and mass density within a population of millions of cells. The optofluidic cytometry system also enables the synchronous single-cell acquisition of and correlation with fluorescently labeled biochemical markers. Combined with deep neural network and transfer learning, this massive single-cell profiling strategy demonstrates the label-free power to delineate the biophysical signatures of the cancer subtypes, to detect rare populations of cells in the heterogeneous samples (10-5), and to assess the efficacy of targeted therapeutics. This technique could spearhead the development of optofluidic imaging cell-based assays that stratify the underlying physiological and pathological processes based on the information-rich biophysical cellular phenotypes.


Assuntos
Aprendizado Profundo , Biofísica , Citometria de Fluxo , Citometria por Imagem , Fenótipo
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