Abstract: A method and a system for automatically collecting multiple information of a tunnel during construction period are provided. A detection point and a detection line are formed by projecting a light source on the inner wall of the tunnel, and then the pixel position changes of the areas where the detection point and the detection line are located in different time periods are recorded by a measuring camera, and the detection point and the detection line are integrated and corrected with tunnel point cloud data as a reference standard to form an accurate four-dimensional model of the tunnel.

Abstract: Likely outcomes of a treatment of an adolescent patient who has major depressive disorder (“MDD”) using machine learning. Symptoms reported at one or two points in time are input to a suitably trained machine learning model, generating output that indicate a prediction of the most likely outcome of a particular treatment at a third point in time, a future severity of symptoms, or another clinical course of action. The treatment outcome can include the likelihood of remission, response to drug, selection of the drug most likely to give positive outcomes, and so on. The machine learning model can implement a probabilistic graphical model, as an example.

Abstract: This document relates to methods and materials for assessing and/or treating mammals (e.g., humans) having prostate cancer. For example, methods and materials for determining whether or not a prostate cancer is likely to respond to a particular cancer treatment (e.g., an anti-androgen agent) are provided. Methods and materials for using one or more cancer treatments to treat a mammal (e.g., a human) identified as likely to respond to a particular cancer treatment are also provided.

Abstract: Provided are a method and a device for real-time monitoring of tunnel deformation. The monitoring method includes: S1, erecting a plurality of structured light sources in an unstable area to be monitored of a tunnel structure, and erecting a monitoring terminal in a relatively stable region of the tunnel structure, where the monitoring terminal may communicate with the plurality of structured light sources; S2, observing all structured lights in the unstable area of the tunnel structure and obtaining structured light curves in real time by the monitoring terminal; S3, analyzing imaging changes of the structured lights, detecting deformation degrees and offset distances of the tunnel in real time, and monitoring the diseases such as settlement, convergence of a single-section of the tunnel and integral settlement of a multi-section of the tunnel by the data processing unit.

Abstract: This document provides methods and materials for using butyrylcholinesterases (BChE) to treat cancer (e.g., triple negative breast cancer or prostate cancer). For example, methods and materials for using nucleic acid vectors (e.g., viral vectors) to express BChE polypeptides under conditions that reduce the number of cancer cells (e.g., triple negative breast cancer cells or prostate cancer cells) within a mammal (e.g., a human) and/or reduce the growth rate of cancer cells (e.g., triple negative breast cancer cells or prostate cancer cells) within a mammal (e.g., a human) are provided.

Abstract: The present disclosure provides methods for accurately predicting the dynamics of symptom response to drugs or other interventions for the treatment of major depressive disorder or other psychological conditions. These methods can allow for a shortening of the time period necessary for the evaluation of a drug or other therapeutic intervention. These predictive methods are based on measured and/or self-reported symptom severity measures at two or more points in time. These measures are then discretized into symptom classes (e.g., low, moderate, severe) and the symptom classes are then applied to the predictive model to predict the progression of symptoms and/or the effectiveness of a drug or other therapeutic intervention.

Abstract: Provided are a method and a device for real-time monitoring of tunnel deformation. The monitoring method includes: S1, erecting a plurality of structured light sources in an unstable area to be monitored of a tunnel structure, and erecting a monitoring terminal in a relatively stable region of the tunnel structure, where the monitoring terminal may communicate with the plurality of structured light sources; S2, observing all structured lights in the unstable area of the tunnel structure and obtaining structured light curves in real time by the monitoring terminal; S3, analyzing imaging changes of the structured lights, detecting deformation degrees and offset distances of the tunnel in real time, and monitoring the diseases such as settlement, convergence of a single-section of the tunnel and integral settlement of a multi-section of the tunnel by the data processing unit.

Abstract: This document provides methods and materials involved in treating cancer. For example, methods and materials for using an inhibitor of USP7 polypeptide to increase the sensitivity of cancer cells (e.g., CD340+ cancer cells such as HER2+ cancer cells) to treatment with an inhibitor of a CD340 polypeptide (e.g., an inhibitor of a HER2 polypeptide) are provided. Methods and materials for using USP7 polypeptide inhibitors in combination with CD340 polypeptide inhibitors to treat cancer (e.g., HER2+ breast cancer that was refractory to trastuzumab alone treatment) are provided.

Abstract: Materials and methods for treating major depressive disorder by modulating the aryl hydrocarbon receptor system are provided herein.

Abstract: This document provides methods and materials involved in treating cancer. For example, methods and materials for using an inhibitor of USP7 polypeptide to increase the sensitivity of cancer cells (e.g., CD340+ cancer cells such as HER2+ cancer cells) to treatment with an inhibitor of a CD340 polypeptide (e.g., an inhibitor of a HER2 polypeptide) are provided. Methods and materials for using USP7 polypeptide inhibitors in combination with CD340 polypeptide inhibitors to treat cancer (e.g., HER2+ breast cancer that was refractory to trastuzumab alone treatment) are provided.

Abstract: This document provides methods and materials for treating cancer (e.g., estrogen receptor positive breast cancer). For example, methods and materials for identifying a mammal (e.g., a human) with cancer (e.g., estrogen receptor positive breast cancer) as having A?G variant genotype of rs6990851 and/or as having an elevated level of CSMD1 nucleic acid expression and administering one or more aromatase inhibitors (e.g., anastrozole) to treat the mammal identified as having such genotype and/or elevated level are provided.

Abstract: This document provides methods and materials for using butyrylcholinesterases (BChE) to treat cancer (e.g., triple negative breast cancer or prostate cancer). For example, methods and materials for using nucleic acid vectors (e.g., viral vectors) to express BChE polypeptides under conditions that reduce the number of cancer cells (e.g., triple negative breast cancer cells or prostate cancer cells) within a mammal (e.g., a human) and/or reduce the growth rate of cancer cells (e.g., triple negative breast cancer cells or prostate cancer cells) within a mammal (e.g., a human) are provided.

Abstract: This document provides methods and materials for treating cancer (e.g., estrogen receptor positive breast cancer). For example, methods and materials for identifying a mammal (e.g., a human) with cancer (e.g., estrogen receptor positive breast cancer) as having A?G variant genotype of rs6990851 and/or as having an elevated level of CSMD1 nucleic acid expression and administering one or more aromatase inhibitors (e.g., anastrozole) to treat the mammal identified as having such genotype and/or elevated level are provided.

Abstract: The present disclosure provides methods for accurately predicting the dynamics of symptom response to drugs or other interventions for the treatment of major depressive disorder or other psychological conditions. These methods can allow for a shortening of the time period necessary for the evaluation of a drug or other therapeutic intervention. These predictive methods are based on measured and/or self-reported symptom severity measures at two or more points in time. These measures are then discretized into symptom classes (e.g., low, moderate, severe) and the symptom classes are then applied to the predictive model to predict the progression of symptoms and/or the effectiveness of a drug or other therapeutic intervention.

Abstract: This document provides methods and materials involved in assessing chemotherapy responsiveness and treating cancer (e.g., breast cancer). For example, methods and materials for determining whether or not a cancer patient (e.g., a breast cancer patient) is likely to respond to chemotherapy (e.g., a taxane therapy) based at least in part on the presence of a variant in the mammal's polycystic kidney disease gene 1 (PKD1) are provided. In addition, methods and materials involved in treating mammals having cancer (e.g., breast cancer) by administering an inhibitor of ubiquitin specific peptidase 2 (USP2) polypeptide activity (e.g., NSC-632839, a 2-cyano-pyrimidine, or a 2-cyano-triazine) in combination with another chemotherapeutic agent such as a taxane therapy are provided.

Abstract: Materials and methods for treating major depressive disorder by modulating the aryl hydrocarbon receptor system are provided herein.

Abstract: This document provides methods and materials involved in assessing chemotherapy responsiveness and treating cancer (e.g., breast cancer). For example, methods and materials for determining whether or not a cancer patient (e.g., a breast cancer patient) is likely to respond to chemotherapy (e.g., a taxane therapy) based at least in part on the presence of a variant in the mammal's polycystic kidney disease gene 1 (PKD1) are provided. In addition, methods and materials involved in treating mammals having cancer (e.g., breast cancer) by administering an inhibitor of ubiquitin specific peptidase 2 (USP2) polypeptide activity (e.g., NSC-632839, a 2-cyano-pyrimidine, or a 2-cyano-triazine) in combination with another chemotherapeutic agent such as a taxane therapy are provided.

Abstract: Materials and methods related to using biomarkers for prediction of response to radiation therapy.

Abstract: Isolated HSD3B1 nucleic acid molecules that include a nucleotide sequence variant and nucleotides flanking the sequence variant are described, as are HSD3B1 allozymes. Methods for determining whether a subject contains an HSD3B1 sequence variant also are provided.

Abstract: Materials and methods for evaluating cellular response to therapeutic agents.