Deep sparse transfer learning for remote smart tongue diagnosis.

People are exploring new ideas based on artificial intelligent infrastructures for immediate processing, in which the main obstacles of widely-deploying deep methods are the huge volume of neural network and the lack of training data. To meet the high computing and low latency requirements in modeling remote smart tongue diagnosis with edge computing, an efficient and compact deep neural network design is necessary, while overcoming the vast challenge on modeling its intrinsic diagnosis patterns with the lack of clinical data. To address this challenge, a deep transfer learning model is proposed for the effective tongue diagnosis, based on the proposed similar-sparse domain adaptation (SSDA) scheme. Concretely, a transfer strategy of similar data is introduced to efficiently transfer necessary knowledge, overcoming the insufficiency of clinical tongue images. Then, to generate simplified structure, the network is pruned with transferability remained in domain adaptation. Finally, a compact model combined with two sparse networks is designed to match limited edge device. Extensive experiments are conducted on the real clinical dataset. The proposed model can use fewer training data samples and parameters to produce competitive results with less power and memory consumptions, making it possible to widely run smart tongue diagnosis on low-performance infrastructures.

A Unified Smart Chinese Medicine Framework for Healthcare and Medical Services.

Smart Chinese medicine has emerged to contribute to the evolution of healthcare and medical services by applying machine learning together with advanced computing techniques like cloud computing to computer-aided diagnosis and treatment in the health engineering and informatics. Specifically, smart Chinese medicine is considered to have the potential to treat difficult and complicated diseases such as diabetes and cancers. Unfortunately, smart Chinese medicine has made very limited progress in the past few years. In this paper, we present a unified smart Chinese medicine framework based on the edge-cloud computing system. The objective of the framework is to achieve computer-aided syndrome differentiation and prescription recommendation, and thus to provide pervasive, personalized, and patient-centralized services in healthcare and medicine. To accomplish this objective, we integrate deep learning and deep reinforcement learning into the traditional Chinese medicine. Furthermore, we propose a multi-modal deep computation model for syndrome recognition that is a crucial part of syndrome differentiation. Finally, we conduct experiments to validate the proposed model by comparing with the staked auto-encoder and multi-modal deep learning model for syndrome recognition of hypertension and cold.

[Unsaturated fatty acid of Actinidia chinesis planch seed oil (kiwi fruit essence) inhibits growth and metastasis of transplanted tumor in lung adenocarcinoma mice by up-regulating EHD2 expression].

Objective To observe the role of Eps15 homology domain containing protein 2 (EHD2) in the inhibitive effects of unsaturated fatty acid of Actinidia chinesis planch seed oil (kiwi fruit essence) on the growth and metastasis of transplanted tumor in lung adenocarcinoma mice. Methods 32 C57BL/6J mice bearing Lewis lung adenocarcinoma cells were randomly divided into the control group, 60, 120 and 240 mg/kg kiwi fruit essence treatment groups. Each group included 8 animals. From the fourth day after innoculation, the mice in the control group were intragastrically treated with normal saline, and the mice were intragastrically treated with 60, 120 or 240 mg/kg kiwi fruit essence in the corresponding kiwi fruit essence treatment groups. After measuring the volume of transplanted tumors, all mice were sacrificed on day 24, and their pulmonary tissues were then removed to observe tumor metastasis. The transplanted tumors were exfoliated and weighed to calculate the metastasis inhibition rate and tumor inhibition rate. The protein expression level of EHD2 in the transplanted tumors was detected by immunohistochemistry and Western blotting. The mRNA expression level of EHD2 in the transplanted tumors was measured using real-time quantitative PCR. Results Compared with the control group, the growth, volume, quality and number of lung metastasis nodules of the subcutaneous transplanted tumors significantly decreased, and tumor inhibition rates and metastasis inhibition rates increased in 60, 120, 240 mg/kg kiwi fruit essence treatment groups. The protein and mRNA level of EHD2 in the subcutaneous transplanted tumors went up. Compared with the 60 mg/kg kiwi fruit essence treatment group, the above indicators were significantly improved in 120 and 240 mg/kg kiwi fruit essence treatment groups in a dose-dependent manner. Conclusion Kiwi fruit essence can up-regulate EHD2 expression, thereby inhibiting the growth and metastasis of lung adenocarcinoma transplantation tumor in mice.

Effect of interstitial chemotherapy with ricin temperature-responsive gel for anti-breast cancer and immune regulation in rats.

OBJECTIVE: To explore the effect of ricin temperature response gel on breast cancer and its regulatory effect on immune function in rats. METHODS: Ricin was purified by chromatography and identified by immunoblotting. The rat subcutaneously transplanted breast cancer model was established. Forty model rats with a tumor diameter of about 3.0 cm were subjected to the study. They were randomized into four groups equally: the model group and three treated groups (blank gel, ricin, ricin-gel) were administered with blank gel, ricin, and ricin temperature response gel via percutaneous intratumor injection, respectively. The tumor was isolated 10 days later for the estimation of tumor inhibition rate (TIR) by weighing, pathologic examination, and detection of tumor apoptosis-associated genes bcl-2 and bax with semiquantitative RT-PCR. Also, peripheral blood was obtained to test T-lymphocyte subsets, the killing function of lymphocytes, and the contents of tumor necrosis factor-α (TNF-α) and interleukin-2 (IL-2). The outcomes were compared between groups. RESULTS: The TIR in the ricin-gel group was 61.8%, with the pathologic examination showing extensive tumor tissue necrosis. Compared with the model group, after ricin temperature response gel treatment, bcl-2 expression was down-regulated, bax expression was up-regulated, CD4+ lymphocytes and CD4+/CD8+ ratio in peripheral blood were increased, the killing function of lymphocytes was enhanced, and the contents of TNF-α and IL-2 were elevated (P < 0.05 or P < 0.01). CONCLUSION: Intratumor injection of ricin temperature-responsive gel showed significant antitumor effect on breast cancer and could enhance the immune function in the tumor-bearing rat.

[Effects of intratumoral injection of microspheres containing cobra venom cytotoxin on transplanted human hepatoma in nude mice].

OBJECTIVE: To evaluate the safety and efficacy of intratumoral injection of polylactic-co-glycolic acid (PLGA) microspheres containing cobra venom cytotoxin in nude mice with transplanted human hepatoma. METHODS: Cytotoxic activity of cytotoxin from cobra venom was determined by using methyl thiazolyl tetrazolium method in vitro. Microspheres containing cobra venom cytotoxin were prepared with a double emulsion-solvent evaporation method. Forty BALB/c nude mice were inoculated subcutaneously in right flank with hepatoma BEL-7404 cells. Thirty-two mice whose tumor size reached about 1.0 cm in diameter, were randomly assigned into normal saline group, blank microsphers group, cytotoxin group and cytotoxin-PLGA group. Nude mice were intratumorally injected with normal saline, blank microspheres, cytotoxin or cytotoxin-PLGA microspheres respectively. Internal echo characteristics and blood flow of tumors were observed by high-frequency ultrasound every week after treatment. Twenty-six days after treatment, the tumors were removed to calculate the inhibition rate of tumor growth. The tumor, heart, liver and kidney tissues were obtained for histopathological examination. RESULTS: The cytotoxin separated and purified from crude cobra venom caused intense cytotoxic effects to the BEL-7404 cells in vitro. The diameter of PLGA microspheres containing cobra venom cytotoxin was about (34.45+/-9.85)microm. Encapsulation rate was up to (78.13+/-8.92)%, and cumulative amount of cobra venom cytotoxin released from the PLGA microspheres in vitro during 30 days was up to 84.3%. After intratumoral injection, tumor volumes and weights in the cytotoxin-PLGA group were lower than those in the normal saline group, with a tumor growth inhibition rate of 52.36%. Observed under a light microscope, most tumor tissues were necrotic. No obvious morphological change could be seen on the liver, kidney and heart tissues. CONCLUSION: The above findings indicate that intratumoral injection of cytotoxin-PLGA microspheres has strong antitumor effect and can obviously lessen systemic toxicity, which may provide an effective and feasible method for hepatocellular carcinoma treatment.

[Effects of interstitial chemotherapy using thermosensitive gel-coated ricin on hepatoma H22-bearing mice].

OBJECTIVE: To explore the efficacy and feasibility of interstitial chemotherapy using thermosensitive gel-coated ricin in hepatoma H22-bearing mice. METHODS: Ricin was purified by chromatography method. The purified ricin was identified by Western blot assay and the purity was determined by high-performance liquid chromatography. BALB/c mice were inoculated subcutaneously in right flank with hepatoma H22 cells. When the tumor size reached about 1.0 cm in diameter, 40 mice were randomly divided into untreated group, thermosensitive gel group, ricin group and thermosensitive gel-coated ricin group. Mice in each group were administered different agents by percutaneous intratumoral injection, including normal saline, thermosensitive hydrogel, ricin and thermosensitive gel-coated ricin. Fifteen days after treatment, the tumors were removed to calculate inhibition rate of tumor growth. The tumor tissues were made into pathological sections to perform histopathological examination. The ultrastructure of tumor tissue was examined by electron microscope examination as well. Blood was collected to detect the hepatic and renal functions. The caspase-3 activity of tumor tissue was determined by using zymologic method with a spectrophotometer. RESULTS: After intratumoral therapy, tumor weight in the thermosensitive gel-coated ricin group was lower than that in the untreated group, with a tumor growth inhibition rate of 71.31%. No obvious hepatic or renal toxicities were detected after thermosensitive gel-coated ricin treatment. Histopathologic observation of the tumor tissue showed massive necrosis and typical apoptosis phenomena, including chromatin margination and apoptotic body. Meanwhile, thermosensitive gel-coated ricin resulted in a significant increase in the caspase-3 activity as compared with the untreated group and the ricin group (P<0.01, P<0.05). CONCLUSION: The above findings indicate that intratumoral therapy with thermosensitive gel-coated ricin has strong antitumor effect and can obviously lessen systemic toxicity, which may provide an effective and feasible method for hepatocellular carcinoma treatment.

[Effect of Astragalus membranaceus on baroreflex sensitivity in spontaneously hypertensive rats].

OBJECTIVE: To observe the chronicity decompression effect of Astragalus Membranaceus(AM) and evaluate the effect on baroreflex sensitivity (BRS). METHOD: Nineteen spontaneously hypertensive rats(SHR) were randomly divided into four groups. The AM groups were intraperitoneally administered with AM parenteral solution 0.9 mL, 1.2 mL and 1.8 mL respectively and the control group was not given AM for eight weeks. Then the change of blood pressure was observed successivly. After eight weeks, BRS were also determined. At last, the difference of blood pressure and BRS among the groups were compared. RESULT: Blood pressure in the control group became higher and higher frome the third week to the eighth week, but the other SHR admistered with AM showed no changein blood pressure level. We also found that the BRS in AM group was higher than that in the control group(P < 0.01). CONCLUSION: AM can promote the BRS in SHR.