Predicting pathological highly invasive lung cancer from preoperative [18F]FDG PET/CT with multiple machine learning models.

PURPOSE: The efficacy of sublobar resection of primary lung cancer have been proven in recent years. However, sublobar resection for highly invasive lung cancer increases local recurrence. We developed and validated multiple machine learning models predicting pathological invasiveness of lung cancer based on preoperative [18F]fluorodeoxyglucose (FDG) positron emission tomography (PET) and computed tomography (CT) radiomic features. METHODS: Overall, 873 patients who underwent lobectomy or segmentectomy for primary lung cancer were enrolled. Radiomics features were extracted from preoperative PET/CT images with the PyRadiomics package. Seven machine learning models and an ensemble of all models (ENS) were evaluated after 100 iterations. In addition, the probability of highly invasive lung cancer was calculated in a nested cross-validation to assess the calibration plot and clinical usefulness and to compare to consolidation tumour ratio (CTR) on CT images, one of the generally used diagnostic criteria. RESULTS: In the training set, when PET and CT features were combined, all models achieved an area under the curve (AUC) of ≥ 0.880. In the test set, ENS showed the highest mean AUC of 0.880 and smallest standard deviation of 0.0165, and when the cutoff was 0.5, accuracy of 0.804, F1 of 0.851, precision of 0.821, and recall of 0.885. In the nested cross-validation, the AUC of 0.882 (95% CI: 0.860-0.905) showed a high discriminative ability, and the calibration plot indicated consistency with a Brier score of 0.131. A decision curve analysis showed that the ENS was valid with a threshold probability ranging from 3 to 98%. Accuracy showed an improvement of more than 8% over the CTR. CONCLUSION: The machine learning model based on preoperative [18F]FDG PET/CT images was able to predict pathological highly invasive lung cancer with high discriminative ability and stability. The calibration plot showed good consistency, suggesting its usefulness in quantitative risk assessment.

Correlation between serum levels of proprotein convertase subtilisin/kexin type 9 (PCSK9) and atherogenic lipoproteins in patients with coronary artery disease.

BACKGROUND: Proprotein convertase subtilisin/kexin type 9 (PCSK9) is a key regulator of serum low-density lipoprotein (LDL) cholesterol levels. Recently, PCSK9 has additionally been related to metabolic risk factors such as the levels of triglycerides, apolipoprotein B (apoB), insulin, and glucose, as well as body mass index. The purpose of this study was to investigate correlations between serum levels of PCSK9 and apoB-containing atherogenic lipoproteins in patients with coronary artery disease (CAD). METHODS: Serum levels of PCSK9 and lipoprotein(a) [Lp(a)]; small, dense LDL; and oxidized LDL were measured in 101 patients with CAD who were not receiving lipid-lowering therapy. RESULTS: Serum hetero-dimer PCSK9 levels were positively correlated with serum levels of Lp(a) (r = 0.195, p = 0.05); small, dense LDL (r = 0.336, p = 0.0006); and oxidized LDL (r = 0.268, p = 0.008). Multivariate regression analyses showed that serum hetero-dimer PCSK9 was a significant predictor of serum levels of Lp(a) (ß = 0.235, p = 0.01); small, dense LDL (ß = 0.143, p = 0.03); and oxidized LDL (ß = 0.268, p = 0.008). CONCLUSIONS: Serum PCSK9 levels were positively correlated with serum levels of Lp(a); small, dense LDL; and oxidized LDL in patients with CAD. This suggests that the interaction between serum PCSK9 and apoB-containing lipoproteins plays a role in establishing the atherosclerotic status of patients. TRIAL REGISTRATION: UMIN Clinical Trials Registry, UMIN ID: C000000311 .

Granulysin produced by uterine natural killer cells induces apoptosis of extravillous trophoblasts in spontaneous abortion.

Immune changes are known to occur in recurrent spontaneous abortion, but it is unclear whether either maternal natural killer (NK) cells or T cells attack fetus-derived trophoblasts. To clarify the immunological causes of spontaneous abortion, we examined the relationship between cytotoxic granule proteins in decidual lymphocytes, such as granulysin, granzyme B, and perforin, and the induction of apoptosis in extravillous trophoblasts (EVTs). The number of granulysin-positive CD56(bright) NK cells increased significantly in the decidua basalis during spontaneous abortion compared with normal pregnancy; however, granzyme B- and perforin-positive cells did not change. Interestingly, the expression of granulysin was also detected in the nuclei of EVTs in spontaneous abortion samples. When IL-2-stimulated CD56(bright) NK cells were cocultured with EVT cells (HTR-8/SV40neo), granulysin was found initially in the cytoplasm and then accumulated in the nuclei of the HTR-8/SV40neo cells. Furthermore, transfected cells expressing a GFP-granulysin fusion protein induced apoptosis in HTR-8/SV40neo cells independently of caspases. Our results suggest that granulysin-positive uterine NK cells attack EVTs; subsequently, the uNK-derived granulysin actively accumulates in the nuclei of EVTs, causing the death of EVTs due to apoptosis. These data support a new apoptosis pathway for trophoblasts via uNK-derived granulysin, suggesting that granulysin is involved in spontaneous abortion.

Low-intensity pulsed ultrasound accelerates osteoblast differentiation and promotes bone formation in an osteoporosis rat model.

OBJECTIVE: We examined the effects of low-intensity pulsed ultrasound (LIPUS) on cell differentiation, bone mineralized nodule formation and core-binding factor A1 (Cbfa1) expression in a normal human osteoblast (NHOst) cell line and bone formation in an osteoporosis animal model. METHODS: NHOst cells were cultured in vitro in medium with or without LIPUS stimulation. The ultrasound stimulation frequency was 1.0 MHz at an intensity of 30 mW/cm(2) for 20 min. Rats were divided into a sham-operated group (Sham) and an ovariectomized group (OVX). The right femur was treated with LIPUS (Sham-LIPUS and OVX-LIPUS) and the left femur was left untreated (Sham-CON and OVX-CON). RESULTS: LIPUS stimulation accelerated bone nodule formation and enhanced alkaline phosphatase activity. The expression levels of Cbfa1 decreased and calcification occurred earlier and more frequently in the LIPUS than in the CON groups. The wet weight of the femur increased in OVX rats with LIPUS stimulation. Morphological images showed an increase in trabecular spongiosa in the OVX-LIPUS group. CONCLUSION: LIPUS accelerated osteogenesis. Moreover, since LIPUS prevents bone loss, it may be a promising treatment for osteoporosis.

Reduction in resting plasma granulysin as a marker of increased training load.

Granulysin is a cytolytic granule protein released by natural killer cells and activated cytotoxic T lymphocytes. The influence of exercise training on circulating granulysin concentration is unknown, as is the relationship between granulysin concentration, natural killer cell number and natural killer cell cytotoxicity. We examined changes in plasma granulysin concentration, natural killer cell number and cytotoxicity following acute exercise and different training loads. Fifteen highly trained male cyclists completed a baseline 40-km cycle time trial (TT401) followed by five weeks of normal training and a repeat time trial (TT402). The cyclists then completed four days of high intensity training followed by another time trial (TT403) on day five. Following one final week of normal training cyclists completed another time trial (TT404). Fasting venous blood was collected before and after each time trial to determine granulysin concentration, natural killer cell number and natural killer cell cytotoxicity. Granulysin concentration increased significantly after each time trial (P<0.001). Pre-exercise granulysin concentration for TT403 was significantly lower than pre-exercise concentration for TT401 (-20.3 +/- 7.5%, P<0.026), TT402 (-16.7 +/- 4.3%, P<0.003) and 7T404 (-21 +/- 4.2%, P<0.001). Circulating natural killer cell numbers also increased significantly post-exercise for each time trial (P<0.001), however there was no significant difference across TT40 (P>0.05). Exercise did not significantly alter natural killer cell cytotoxicity on a per cell basis, and there were no significant differences between the four time trials. In conclusion, plasma granulysin concentration increases following moderate duration, strenuous exercise and is decreased in response to a short-term period of intensified training.

Plasma granulysin concentrations and preeclampsia risk.

OBJECTIVE: Epidemiological, clinical and histological data suggest intriguing similarities between preeclampsia and graft-host-rejection. Granulysin, a novel biomarker of overall cellular immunity, is secreted by natural killer cells and cytotoxic T lymphocytes, which are associated with graft-host-rejection. Plasma granulysin was elevated in Japanese preeclamptic women. DESIGN AND METHODS: 50 preeclampsia cases and 50 normotensive controls (USA) were studied. Plasma granulysin at delivery was determined using enzyme immunoassay. Logistic regression procedures were used to estimate odds ratios (OR) and 95% confidence intervals (CI). RESULTS: Granulysin were elevated in preeclampsia cases compared with controls (3.01+/-0.18 vs. 2.22+/-0.14 ng/mL, p<0.01). After adjusting for age, body-mass-index and race, women with higher granulysin concentrations (> or =1.89 ng/mL) experienced a 2.9-fold (95%CI 1.1-7.8) increased preeclampsia risk compared with women with lower granulysin (<1.89 ng/mL). CONCLUSIONS: These data offer further evidence of a predominant Th1 immune status associated with preeclampsia. Prospective studies are needed to determine whether granulysin is elevated early in pregnancy.

Effects of Statin Therapy on Plasma Proprotein Convertase Subtilisin/kexin Type 9 and Sortilin Levels in Statin-Naive Patients with Coronary Artery Disease.

AIM: Proprotein convertase subtilisin/kexin type 9 (PCSK9) is a key regulator of serum low-density lipoprotein (LDL) cholesterol levels, and sortilin is linked to lipoprotein metabolism. Although statin therapy increases PCSK9 levels, effects of this therapy on plasma sortilin levels have not been evaluated. The purpose of the present study was to examine the effects of statins on plasma PCSK9 and sortilin levels, and association of statin-induced increase in PCSK9 levels with sortilin. METHODS: Serum lipid levels and plasma PCSK9 and sortilin levels were measured at baseline and 8 months after statin therapy in 90 statin-naive patients with coronary artery disease (CAD). Pitavastatin 4 mg/day was used to treat 44 patients and pravastatin 20 mg/day to treat the remaining 46 patients. RESULTS: For both statin groups, significant increases in hetero-dimer PCSK9 levels (pitavastatin: 31%, p＜0.0001; pravastatin: 34%, p=0.03) and decreases in sortilin levels (pitavastatin: －8%, p=0.02; pravastatin: －16%, p=0.002) were observed. Although a reduction in LDL cholesterol was greater in the pitavastatin group than in the pravastatin group, no significant differences were observed in percentage changes in hetero-dimer PCSK9 and sortilin levels. A significant positive correlation was observed between percentage changes in hetero-dimer PCSK9 levels and those in sortilin levels (pitavastatin: r=0.359, p=0.02; pravastatin: r=0.276, p=0.06). CONCLUSIONS: Use of pitavastatin and pravastatin increased plasma PCSK9 and decreased sortilin levels. Statin-induced increases in PCSK9 were associated with changes in sortilin in statin-naive patients with CAD.

Soluble sortilin is released by activated platelets and its circulating levels are associated with cardiovascular risk factors.

OBJECTIVE: Sortilin is involved multilaterally in the development of atherosclerosis. Here, we examine the release of soluble sortilin (sSortilin) from platelets and assess the association between circulating levels of sSoritlin and atherothrombosis such as coronary artery disease (CAD). METHODS AND RESULTS: sSortilin levels measured in healthy subjects were higher in serum than in plasma (38.4 ± 8.7 vs. 15.8 ± 2.9 ng/mL; p < 0.0001). Platelets were shown to contain both membrane-bound sortilin and its soluble form lacking the cytoplasmic tail. Stimulation of platelet-rich plasma with collagen induced sSortilin release concomitantly with platelet aggregation, and the release was suppressed by aspirin. In clinical evaluation, plasma sSortilin was detected at significantly higher levels in cardiovascular risk patients with hypertension, dyslipidemia, and/or diabetes without CAD (non-CAD, 18.7 ± 3.3 ng/mL) than in patients with CAD under aspirin therapy (17.1 ± 3.6 ng/mL; p < 0.01) or in healthy controls (16.8 ± 2.9 ng/mL; p < 0.01). In these patients, plasma sSortilin levels were significantly correlated with platelet counts (rs = 0.33; p = 0.0085) and showed significant positive associations with cardiovascular risk factors: low-density lipoprotein cholesterol (rs = 0.37; p = 0.0023), triglycerides (rs = 0.28; p = 0.023), and serum uric acid (rs = 0.30; p = 0.017) in non-CAD, and γ-glutamyltransferase (rs = 0.43; p = 0.020) and high-sensitivity C-reactive protein (rs = 0.33, p = 0.0022) in CAD. CONCLUSION: Elevated plasma sSortilin levels may be associated with in vivo platelet activation and could be a risk factor for atherothrombosis.

Granulysin induces cell death with nuclear accumulation.

Exogenously added granulysin was reported to kill mammalian target cells. The sites of actions and molecular mechanisms of granulysin in target cell killing, however, are presently unclear. We here examine the effects of granulysin with the target HeLa cells transiently expressed with GFP-fused 9 kDa granulysin. Endogenously expressed GFP-fused granulysin was preferentially localized in the nucleus and induced apoptotic cell death accompanying with phosphatidylserine translocation and nuclear condensation in a caspase-independent manner. These results suggest that granulysin enters the nucleus of target cells and induces apoptosis.

Clinical significance of plasma apolipoprotein F in Japanese healthy and hypertriglyceridemic subjects.

AIM: Apolipoprotein F (apo F), also known as lipid transfer inhibitory protein (LTIP), is a protein component of plasma lipoprotein classes including HDL and functions to inhibit lipid transfer between lipoproteins in vitro. To study the role of plasma apo F, a reliable and sensitive tool for the quantification would be needed. METHODS: We have developed a sandwich ELISA using two monoclonal antibodies for human plasma apo F, and analyzed apo F concentration in 397 Japanese healthy and 221 hypertriglyceridemic subjects. RESULTS: Our ELISA enables apo F to be assayed in the range of 0.6-25 µg/mL with intra- and inter-assay coefficients of variation less than 3.8% and 7.8%, respectively. In healthy subjects, plasma apo F concentration was 12.5±2.9 µg/mL (mean±SD), and was significantly higher in females than in males (p<0.05). By linear regression analysis in healthy subjects, plasma apo F concentration correlated positively with HDL cholesterol and apo A-I levels, and in males but not in females, negatively with apo B and triglyceride levels. It also correlated negatively with intrinsic CETP activity measured using intrinsic apo B-containing lipoprotein as an acceptor, and positively with PLTP mass and apo J levels. Apo F concentration in hypertriglyceridemic patients (10.3±3.1 µg/mL) was lower than in healthy controls (p<0.0001) and correlated positively with PLTP mass. CONCLUSIONS: Our ELISA is reliable and sensitive for the quantification of plasma apo F concentration. This system can be applicable for clinical significance in lipoprotein metabolism and reverse cholesterol transport.

First trimester pregnancy decidual natural killer cells contain and spontaneously release high quantities of granulysin.

PROBLEM: Granulysin (GNLY) is a novel cytolytic protein lytic against a variety of tumor cells and microbes. The role of GNLY during pregnancy has not been extensively explored. The aim of this study is to examine GNLY expression and distribution in the first trimester pregnancy peripheral blood (PB) and decidua, the ability of decidual and PB natural killer (NK) cells to secrete GNLY spontaneously, and the role of antigen-presenting cells (APC) in the regulation of GNLY expression in decidual NK cells. METHOD OF STUDY: GNLY expression was analyzed using cell permeabilization method, flow cytometry, and immunohistochemistry. GNLY secretion by purified NK cells was detected by ELISA method. RESULTS: GNLY is abundantly expressed at the maternal-fetal interface in the first trimester pregnancy. Decidual T lymphocytes express significantly higher levels of GNLY (58%) then PB T lymphocytes (11%). Over 85% of decidual CD56(+) cells express GNLY and when cultured spontaneously release high quantities of GNLY. Decidual APC participate in the control of GNLY expression in CD56(+) cells. CONCLUSION: Abundant expression of GNLY in the decidual immunocompetent cells and the capacity of decidual CD56(+) cells to spontaneously secrete high quantities of GNLY point to important protective and immunomodulatory role that this molecule could play at the maternal-fetal interface.

Organic-inorganic mesoporous silica nanostrands for ultrafine filtration of spherical nanoparticles.

We report a protocol for the direct synthesis of hexagonal silica nanostrands inside anodic alumina membranes using cationic surfactants as templates. When coated with layers of trimethylsilyl moieties, the nanostrands were a powerful tool for the ultrafine filtration of noble metal and semiconductor nanoparticles.

Soluble TWEAK is markedly elevated in hemophagocytic lymphohistiocytosis.

Tumor necrosis factor-like weak inducer of apoptosis (TWEAK) is a newly identified monocyte derived cytokine, which has weak apoptosis inducing function against sensitive tumor cell lines in vitro. Also, TWEAK has been reported to have proangiogenic and proinflammatory activities in vivo. However, its functions in pathological situation remain to be elucidated. Here, we analyzed soluble TWEAK in serum of 24 patients with hemophagocytic lymphohistiocytosis (HLH) in combination with interferon-gamma (IFN-gamma) and killer-specific secretory protein of 37 kDa (Ksp37). Soluble TWEAK was not detected in serum of healthy individuals. Soluble TWEAK was markedly elevated in all six primary HLH patients and 12 of 18 secondary HLH patients. Serum IFN-gamma, which is an only known mediator to stimulate TWEAK production in monocyte in vitro, was not elevated despite elevated serum TWEAK in three of six primary HLH patients, although IFN-gamma was markedly elevated in other cases. Ksp37 was only slightly increased in HLH patients. These results indicate that TWEAK may be involved in pathogenesis of HLH and is useful as a clinical marker.

Serum granulysin level as a novel prognostic marker in patients with gastric carcinoma.

BACKGROUND: Granulysin is a cytolytic molecule present in human cytotoxic T cells and natural killer cell granules, and plays a key role in the cell-mediated immunity against tumor and infection. However, few studies have estimated serum granulysin concentrations in patients with solid or hematological malignancies. METHODS: Peripheral blood samples were taken from patients with gastric carcinoma preoperatively and from healthy volunteers. Serum and tumor tissue granulysin concentrations were measured using a granulysin-specific ELISA kit in order to assess its prognostic value. RESULTS: Both serum and tumor tissue granulysin concentrations were higher in patients with stage II or III gastric cancer and lower in patients with stage IV disease as compared to healthy controls. The low preoperative granulysin levels were associated with more frequent hepatic and peritoneal metastases, and with a poor outcome of the curative gastrectomy. CONCLUSIONS: Preoperative serum granulysin levels reflect the status of cell-mediated immunity in patients with gastric carcinoma. It has significance as a prognostic determinant following a curative resection.

Exhaustive exercise induces differential changes in serum granulysin and circulating number of natural killer cells.

The circulating number of natural killer (NK) cells largely changes after an acute bout of physical exercise. Granulysin is a cytolytic granule protein with a broad range of antimicrobial and tumoricidal activities produced and released by human NK cells and cytolytic T lymphocytes. Since NK cells constitutively produce granulysin, most serum granulysin in healthy humans is derived from NK cells. Serum graulysin levels in the healthy humans may therefore reflect the size of whole-body NK cell population in the body. The aim of this study was to determine the effect of an acute bout of exhaustive exercise on serum granulysin in comparison with the circulating number of NK cells. Six healthy, young male volunteers participated in the study. Each subject underwent both exhaustive exercise and resting sessions in a random order with at least a seven-day interval. Subjects were asked to run to exhaustion on a treadmill with an incremental graded protocol. Blood samples were collected before, immediately after, and 1 hr, 3 hr, 6 hr, 12 hr and 24 hr after exercise. Serum granulysin levels were measured by enzyme-linked immunosorbent assay (ELISA). NK cells were determined by flow cytometry. Exhaustive exercise induced a 4.8-fold increase in peripheral blood NK cells, but no significant change in serum granulysin. Our results support the hypothesis that exhaustive exercise-induced changes in the circulating number of NK cells represent a redistribution of lymphocytes, rather than the change in the size of whole-body NK cell population.

Analysis of serum granulysin in patients with hematopoietic stem-cell transplantation: its usefulness as a marker of graft-versus-host reaction.

Granulysin is a newly identified CTL/NK cell-related cytotoxic protein, which is secreted in both constitutive and Ca-dependent manner. To evaluate its significance in stem-cell transplantation (SCT), serum granulysin was measured by newly established ELISA method in 26 patients undergoing SCT (21 allogeneic and 5 autologous). In the allogeneic SCT, granulysin was transiently increased in 3 weeks, which was not observed in autologous SCT. In acute GVHD, serum granulysin was markedly increased and correlated with the severity of GVHD. Elevation of granulysin was not necessarily associated with increase of sIL2R or IFN-gamma. In vitro, allospecific T cells released granulysin in an allo-specific manner, and it was correlated with allo-specific cytotoxic activity. These results indicate that increased release of granulysin presents alloreactivity and serum granulysin is useful as a marker of GVHD in SCT.

Accumulation of CD16+ cells with secretion of Ksp37 in decidua at the end of pregnancy.

PROBLEM: Maternal cellular immunity is thought to be in a state of tolerance during pregnancy, but the precise mechanism of immunomodulation is not yet known. We investigated a novel serum protein, killer-specific secretory protein of 37 kDa (Ksp37), produced by cytotoxic lymphocytes, during pregnancy. METHOD OF STUDY: The level of Ksp37 was determined by enzyme linked immunosorbent assay (ELISA) in the sera of healthy pregnant women. Intracellular Ksp37 expression in mononuclear cells, isolated from peripheral blood and decidua at parturition, was examined with a flow cytometer. RESULTS: Serum Ksp37 levels significantly increased at late pregnancy, compared with non-pregnant controls and the first trimester of pregnancy. The flow cytometric analysis exhibited that Ksp37 was mainly expressed in CD16+ natural killer (NK) cells in decidua of term placenta. CONCLUSIONS: Serum Ksp37 level was elevated at late gestational period. CD16+ NK cells in decidua seem to be a main maternal source of Ksp37. Innate immunity, with CD16+ NK cells, may play important roles near parturition.

Differential expression of granulysin and perforin by NK cells in cancer patients and correlation of impaired granulysin expression with progression of cancer.

Granulysin has been identified as an effector molecule co-localized with perforin in the cytotoxic granules of cytotoxic T lymphocytes and natural killer (NK) cells, and has been reported to kill intracellular pathogens in infected cells in the presence of perforin and to induce a cytotoxic effect against tumor cells. The aim of the present study was to elucidate whether intracellular expression of granulysin and perforin by NK cells might be associated with progression of cancer. Flow cytometric analysis demonstrated high levels of perforin and granulysin expression by CD3(-) CD16(+) cells in healthy controls. In contrast, cancer patients exhibited significantly decreased levels of granulysin expression ( P<0.005), despite having equally high levels of perforin expression in comparison with healthy controls. The tumor-free patients expressed granulysin at levels similar to healthy controls, while the progressive tumor-bearing patients expressed remarkably lower levels of granulysin compared to healthy controls ( P<0.0001). Similarly, patients with an advanced performance status had significantly fewer granulysin-positive NK cells than healthy controls. Meanwhile, a considerable number of the tumor-bearing patients showed a decrease in the number of circulating NK cells, and a correlation between impaired granulysin expression and reduced circulating NK cells was observed. These findings suggest that the tumor-bearing patients with impaired granulysin expression were in an immunosuppressive state. In conclusion, impaired expression of granulysin by NK cells correlates with progression of cancer, and determination of granulysin expression might prove informative for assessing the immunological condition of cancer patients.