• 제목/요약/키워드: blood cell

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Explainable Machine Learning Based a Packed Red Blood Cell Transfusion Prediction and Evaluation for Major Internal Medical Condition

  • Lee, Seongbin;Lee, Seunghee;Chang, Duhyeuk;Song, Mi-Hwa;Kim, Jong-Yeup;Lee, Suehyun
    • Journal of Information Processing Systems
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    • 제18권3호
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    • pp.302-310
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    • 2022
  • Efficient use of limited blood products is becoming very important in terms of socioeconomic status and patient recovery. To predict the appropriateness of patient-specific transfusions for the intensive care unit (ICU) patients who require real-time monitoring, we evaluated a model to predict the possibility of transfusion dynamically by using the Medical Information Mart for Intensive Care III (MIMIC-III), an ICU admission record at Harvard Medical School. In this study, we developed an explainable machine learning to predict the possibility of red blood cell transfusion for major medical diseases in the ICU. Target disease groups that received packed red blood cell transfusions at high frequency were selected and 16,222 patients were finally extracted. The prediction model achieved an area under the ROC curve of 0.9070 and an F1-score of 0.8166 (LightGBM). To explain the performance of the machine learning model, feature importance analysis and a partial dependence plot were used. The results of our study can be used as basic data for recommendations related to the adequacy of blood transfusions and are expected to ultimately contribute to the recovery of patients and prevention of excessive consumption of blood products.

Proliferation, Apoptosis, and Telomerase Activity in Human Cord Blood CD34+ Cells Cultured with Combinations of Various Cytokines

  • Ahn, Myung-Ju;Lee, Hye-Sook;Jang, Mi-Yune;Choi, Jung-Hye;Lee, Young-Yeul;Park, Hyung-Bae;Lee, Yong-Sung
    • Journal of Microbiology and Biotechnology
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    • 제13권3호
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    • pp.422-428
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    • 2003
  • Umbilical cord blood (UCB), a rich source of hematopoietic stem/progenitor cells, has been proposed as an alternative to bone marrow and peripheral blood for transplantation treatment. Ex vivo expansion of cord blood stem cells could make the use of cord blood transplant feasible even for adult patients. However, the optimal cytokine cocktail for expansion of stem cells is yet to be established. This study compares proliferation, apoptosis, and telomerase activities in human cord blood stem cells cultured ex vivo with FLT3 ligand (FL)/thrombopoietin (TPO) or FL/TPO/stem cell factor (SCF), with a view to determine optimal combination of cytokines. CD34+ cells were cultured in DMEM containing either FL (50 ng/ml) and TPO (10 ng/ml) (FT group) or FL (50 ng/ml), TPO (10 ng/ml) and SCF (50 ng/ml) (FTS group). The cell proliferation rate was ten times higher in the FTS group. Although cells cultured with the two different combinations of cytokines were maintained for a long term (up to 8 weeks), a large number of cells underwent differentiation during this period. Cells cultured in FTS displayed lower levels of apoptosis compared to those of the FT group during the Initial 7 days of culture. The CD34+ fraction in both groups was markedly decreased to $21-30\%$ , and only $5-6\%$ was detected at 14 days of culture. Telomerase activity detected in human CD34+ cord blood at low levels was upregulated during the early phase of culture and decreased to baseline levels in the later phase. The telomerase activity of cord blood cultured in FT was lower than that of the FTS group. Our results suggest that, on adding stem cell factors to the FT cytokines, cultured CD34+ cord blood cells display a greater degree of cell proliferation and decreased apoptosis. However, during CD34+ cord blood cell culture, a Barge number of cells undergo differentiation, indicating that more potent novel cytokines or new culture conditioning methods should be developed to maintain their ability to engraft and sustain long-term hematopoiesis.

신성빈혈(腎性貧血)에 관(關)한 연구(硏究) - 급성신성빈혈(急性腎性貧血)의 실험적(實驗的) 고찰(考察) - (Study on the Renal Anemia - Experimental Study in Acute Renal Anemia -)

  • 윤조은
    • 대한핵의학회지
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    • 제3권2호
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    • pp.1-16
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    • 1969
  • The double tracer study on erythrokinetics was carried out experimentally with radioactive iron ($^{59}Fe$) and chromium ($^{51}Cr$) in rabbits. The 0.1% canthalidin solution and 1% pot. perchlomate solution was given subcutaneously to 20 rabbits respectively. 3 and 6 days after injection, the blood chemistry, urine examination, ferrokinetics and apparent half survival time of RBC were ($^{51}Cr\;T\frac{1}{2}$)determined. Following were the results: 1) Red blood cell hematocrit and hemoglobin values were moderately reduced and B.U.N. and serum creatinine values were slight]y inercased in the canthalidin group, while B.U.N. and serum creatinine values were within normal limits in the pot. perchlomate group. Reticulocyte values were slight]y increased in the canthalidin group, while was normal range in the pot. perchlomate group. 2) Blood chemistry finding was not significant statistically in both experimental groups, but serum iron value was moderately reduced in both group. 3) Plasma volume was unchanged in both group, but red cell volume and whole blood volume were slightly reduced in both groups. 4) Results of ferrokinetics were as follows: i) The plasma iron disappearance rate was delayed in both groups. Plasma iron turnover rate, red cell iron utilization and red cell iron turnover rate were decreased in both groups, and then red cell iron turnover rate was more decreased than plasma iron turnover rate in both groups. Circulating red cell iron was slight]y increased in canthalidin group and red cell iron concentration was within normal range in both groups. ii) P.I.T.R.-R.C.I.T. value was moderately increased in the canthalidin group and slightly increased in the pot. perchlomate group. Reticulocyte index, red cell iron turnover index, plasma iron turnover index and effective erythropoiesis index were whole]y reduced in both groups. iii) The red cell life span was slightly shortened in the canthalidin group while was within normal range in pot. perchlomate group. The pathologic finding of renal biopsy of the canthalidin group shows a selective damage in glomerulus, while shows almost normal range or slight damage in tubules. And that of the pot. perchlomate group shows a selective damage in tubules with slight damage of glomerulus.

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가토(家兎)에 있어서 방사선조사(放財線照射)와 갑상선(甲狀腺)이 조혈계(造血系)에 미치는 영향(影響)에 관(關)한 연구(硏究) (A Study on the Effects of the X-Ray Irradiation and Thyroid Gland on the Erythropoietic System in Rabbit)

  • 김공근
    • 대한핵의학회지
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    • 제1권1호
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    • pp.1-19
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    • 1967
  • The effects of X-ray irradiation and the thyroid gland on the erythropoietic system were studied in the white male rabbits. The total body irradiation was done in doses of 250 r and 500 r to each of 5 rabbits for 10days. The factors were 220KV, 10mA, FLI/4 Cu+1 mmAI(HVL:2.0 mm Cu) 50 cm F.S.D. The thyroid dysfunction was experimentally induced, by giving 2mg of thyroid tablets per kg body weight for 15 days in 5 rabbits for hyperthyroidism and by giving 1.5 mC of $^{131}I$ per kg body weight in another 5 rabbits for hypothyroidism. Fourteen healthy rabbits were used as control. The hematologic changes and ferrokinetic data obtained from $^{59}Fe$ and apparent half survival of the red blood cells obtained from $^{51}Cr$ were compared. Following were the results: A. X-ray irradiated group; 1. There were no significant changes in hematologic findings except for leucopenia. A slight decrease of red blood cells was observed in 500 r irradiated animals. 2. The decreases in the iron turnover rates of the plasma and red blood cells as well as in the red cell renewal rate were found in both groups. A :significant decrease of the red cell iron utilization rate was observed in the 500 r irradiated animals. 3. The apparent half survival times of the red blood cells were slightly, in the 250 r ($12.1{\pm}0.80$ days), and markedly shortened in the 500 r irradiated animals ($9.8{\pm}1.38$ days), the normal being $14.0{\pm}1.6$ days. 4. It appears, therefore, that the anemia caused by X-ray irradiation is due to the inhibition of hemopoietic function and the excess destruction of the red blood cells. B. Thyroid dysfunction group; 1. The slight increases of the red blood cell count and circulating blood volume with the normal serum iron level were observed in the hyperthyroid group, while the decreases of the red and white blood cell counts, hemoglobin and hematocrit values with a marked decrease of the serum iron level in the hypothyroid group. 2. A marked decrease of the plasma iron disappearance rate with increases of plasma iron turnover, red cell iron utilization and red cell iron turnover were observed in the hyperthyroid group, while the marked delay and decreases in the hypothyroid group. 3. The apparent half survival times of the red blood cells were almost the same with the control in the hyperthyroid group, ($14.0{\pm}1.58$ while a marked shortening in the hypothyroid group $10.6{\pm}0.30$. 4. It was reconfirmed that the thyroid hormones bear a close relationship with the erythropoietic system, namely, the latter is stimulated by the former. The lack of the thyroid hormones thus induces the bone marrow depression leading to anemia the major cause of which, therefore, is not hemolysis.

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A 항원 양성 원발성 비소세포폐암 조직에서의 A 항원 소실과 생존기간과의 관계 (The Relationship Between Loss of Blood Group Antigen A in Cancer Tissue and Survival Time in the Antigen A Positive Non-Small Cell Lung Cancer)

  • 양세훈;정은택
    • Tuberculosis and Respiratory Diseases
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    • 제48권3호
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    • pp.339-346
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    • 2000
  • 연구배경 : 혈액형 A 항원의 발현은 적혈구외에 비뇨기, 위장, 폐, 구강점막 동의 상피세포에도 존재한다. 조직 손상 치유 과정 중 인접 상피세포는 혈액형 A 항원이 소실되고, 상처가 치유되면 혈액형 A 항원은 다시 발현된다. 방광암등의 조직에서도 혈액형 A 항원이 소실될 경우가 발현유지 되는 경우보다 종양의 증식이 활발하다고 보고하였다. 또한 수술한 비소세포폐암의 조직에서 혈액형 A 항원이 소실될 경우 생존율은 불량하다고 보고하였다. 그러나, 이에 반하는 보고도 다수 있어 저자들은 근치적 절제술을 시행 받은 말초 혈액형이 A, AB형인 비소세포폐암에서 혈액형 A항원의 소실여부와 생존율과의 관계를 검색하였다. 대상 및 방법 : 원발성 비소세포폐암으로 진단 받은 후 근치 목적의 절제술을 받았던 환자 76명중 혈액형이 A형, 또는 AB형인 26명을 대상으로 paraffin에 보관된 조직을 면역조직화학염색법을 이용하여 혈액형 A항원의 소실유무을 확인한 후, 발현 및 소실에 따른 생존율은 Kaplan-Meier법, Log-rank로서 검색하였다. 결 과 : 대상군은 26례(A형 : 22례, AB형 : 4례)로 남 : 녀는 20 : 6이었고, 평균연령은 63세였으며, 조직학적으로 편평상피암 16례, 선암 6례, 대세포암 4례였고, TNM병기는 I 16례, II 5례, IIIA 5례였다. 종양조직에서 A항원 발현유지는 15례(58%), A 항원 소실은 11례(42%)였으며, A 항원 발현율과 병리조직형, 조직의 분화도와는 상관관계가 없었다. A항원 발현유지군과 소실군간의 중간 생존기간은 11개월, 18개월이며, 2년 생존률은 36%, 64%로서 A 항원 소실군의 예후가 양호하였으나, 통계적으로 유의한 차이는 없었다. 결 론 : 원발성 비소세포폐암으로 절제수술을 받았던 혈액형이 A형, 또는 AB형인 환자중 조직에서의 A 항원소실은 42%이었고, A항원 소실군이 발현유지군보다 생존율이 길었으나 예후인자로서의 유의성은 찾지 못했다.

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녹혈이 Cyclophosphamide로 유도된 악성빈혈의 조혈기능 촉진에 미치는 영향 (Hemopoietic Effects of Deer Blood on Cyclophosphamide Induced Pernicious Anemia)

  • 홍순복;김은해;마진열;은영아;김한섭;박갑주
    • 생약학회지
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    • 제29권4호
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    • pp.283-292
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    • 1998
  • The hemopoietic effects of deer blood (whole blood, blood cell, plasma, respectively) were examined using in vivo rat model. Experimental animals (Sprague-Dawley rat, male, 200 g) were divided into negative control group (injection of saline), positive control group (injection of Sipjeondaebotang) experimental groups (injection of whole blood, blood cell, plasma) and healthy control group. Cyclophosphamide(150mg/kg) was injected into experimental groups, negative and positive control group to induce bone marrow supression. After 8 days, freez dried deer blood (whole blood, blood cell, plasma respectively) and Sipjeondaebotang of 200 mg/kg in dose was administered orally into experimental groups and positive control group, once a day for 3 days (A group) and once a day for 12 days (B group) respectively. And then body weight and organ weight, biochemical profile (ALB, GOT, GPT, PRO, CRE), hematological values (WBC, RBC, HGB, HCT, MCV, MCH, MCHC, PLT) and CBC differentiation (Neutro, Lymph, Mono, Reticulo) were carried out. Finally, platelets were specially increased in the plasma treated A group and reticulocytes were specially increased in the plasma treated B group.

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Effects of Yeonlyeonggobon-dan on the Blood of Arsenic-poisoned Rats

  • Lim, Jong-Pil;Kang, In-Tag
    • Journal of Evidence-Based Herbal Medicine
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    • 제2권1호
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    • pp.43-49
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    • 2009
  • Sodium arsenate and Yeonlyeonggobon-dan (nianlinggubendan) extract (YGD), a herbal restorative were treated p.o. 20 mg/kg and 500 mg/kg, respectively, and concurrently to rats, and examined the biochemical parameters in blood. The values of white blood cell (WBC), red blood cell (RBC), hemoglobin (Hgb) and hematocrit (Hct) in each group did not show significant variance. The value of aspartate aminotrasferase (AST) of arsenic-treated group was increased for 2 weeks significantly while that of the group of concurrent administration with YGD became low significantly compared with arsenic-treated group and the value of alkaline phosphatase (ALP) of arsenic-treated group was decreased while that of the group of concurrent administration with YGD was increased significantly compared with arsenic-treated group. In arsenic-treated groups, the value of glucose (Glu), and those of lactic dehydrogenase (LDH), blood urea nitrogen (BUN) and triglyceride (TG) were decreased at first but increased later while the groups of concurrent administration with YGD showed significant recovery from the toxicity of arsenic.

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Drosophila blood as a model system for stress sensing mechanisms

  • Shim, Jiwon
    • BMB Reports
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    • 제48권4호
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    • pp.223-228
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    • 2015
  • The Drosophila lymph gland is the hematopoietic organ in which stem-like progenitors proliferate and give rise to myeloid-type blood cells. Mechanisms involved in Drosophila hematopoiesis are well established and known to be conserved in the vertebrate system. Recent studies in Drosophila lymph gland have provided novel insights into how external and internal stresses integrate into blood progenitor maintenance mechanisms and the control of blood cell fate decision. In this review, I will introduce a developmental overview of the Drosophila hematopoietic system, and recent understandings of how the system uses developmental signals not only for hematopoiesis but also as sensors for stress and environmental changes to elicit necessary blood responses. [BMB Reports 2015; 48(4): 223-228]

고혈압 동물에서 혈압변동과 적혈구변형능의 상관성 (Relationship between Blood Pressure Changes and Erythrocyte Deformability in Hypertensive Rats)

  • 고광호;이명걸;김낙두;조윤성;권석윤;윤재순
    • 약학회지
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    • 제31권5호
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    • pp.308-314
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    • 1987
  • In cardiovascular disease the flow adaptation of erythrocytes can be affected by reduced shear stresses and metabolic influences on red cell fluidity as a consequence of tissue hypoxia. In addition there are indications that risk factors of cardiovascular diseases are able to decrease the intrinsic red cell deformability. Erythrocyte deformability was studied by the filtration technique of Reid et al. to investigate the relationship between blood pressure chances and erythrocyte deformability. In this experiment normotensive rats, spontaneously and DOCA-salt treated hypertensive rats were used. Erythrocyte deformability was significantly reduced by blood pressure elevation in hypertensive rats but was not fully recovered by normalization of blood pressure after antihypertensive drug treatment. Therefore other factors than blood pressure may be involved in erythrocyte deformability reduction during blood pressure elevation.

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A Comparison of Complete Blood Cell Count in Canine Blood Samples Obtained from the Jugular Vein, Cephalic Vein and Lateral Saphenous Vein

  • An, Hyung-Mo;Song, Joong-Hyun;An, Su-Jin;Yu, Do-Hyeon;Kim, Young Joo;Han, Donghyun;Jung, Dong-In
    • 한국임상수의학회지
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    • 제36권6호
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    • pp.314-318
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    • 2019
  • The purpose of this study was to compare the results of complete blood cell count (CBC) of blood samples collected from the jugular vein, cephalic vein and lateral saphenous vein and to find out if there were clinically significant differences. Total of 40 dogs were tested. CBC tests were conducted with blood samples obtained from the jugular vein, cephalic vein and lateral saphenous vein and manual differential count was performed to accurately distinguish the white blood cell (WBC) types. The results were analyzed using Repeated Measures ANOVA and posthoc test was conducted using the least significant difference method. As a result, there was a statistically significant difference (P < 0.05) in the total WBC and monocyte count. The post-hoc test of total WBC counts revealed a significant difference between the jugular vein and cephalic vein, and the jugular vein and lateral saphenous vein. For monocyte counts, a significant difference was observed between the jugular vein and lateral saphenous vein.