Abstract: In embodiments of the present disclosure, disclosure is an immunogenicity prediction method comprising the steps of: acquiring information about synthetic long peptides for treating carcinoma in a subject through an immunogenicity prediction device; processing the synthetic long peptides by one processing method of embedding, one-hot encoding, and BLOSUM through the immunogenicity prediction device, and outputting one or more antigen feature values based on the processed data; inputting the cleavage probability vector for each position of the synthetic long peptides through the immunogenicity prediction device to output one or more cleavage feature values; inputting a neoantigen peptide sequence, an HLA class I sequence, an HLA class II sequence within the synthetic long peptides through the immunogenicity prediction device to output one or more neoantigen feature values related to the immunity and binding affinity to the neoantigen peptide sequence; and outputting an immunogenicity score of the neoantigen pe

Abstract: An ultrasonic probe that acquires an ultrasonic image to diagnose or treat an object, and an ultrasonic imaging apparatus including the same, wherein the ultrasonic probe includes a case, a transducer disposed inside the case to generate ultrasonic waves, a biopsy needle inserted into an object in the vicinity of the case, and a sensor unit including a sensor provided to measure a position of the biopsy needle and disposed inside the transducer, wherein the transducer includes a piezoelectric layer configured to generate ultrasonic waves, a sound absorbing layer disposed on one side of the piezoelectric layer to absorb the ultrasonic waves generated from the piezoelectric layer, and a sound absorbing member disposed on one side of the sound absorbing layer, and the sensor unit is disposed inside the sound absorbing member.

Abstract: Disclosed is an oscillator including: a digital to analog converter configured to convert a received control code into an analog voltage and output the converted analog voltage; a mirror circuit configured to adjust a current of a common output node to which the analog voltage is applied; and a periodic signal output circuit configured to output a periodic signal having a frequency according to the analog voltage, in which the digital to analog converter, the mirror circuit, and the periodic signal output circuit are implemented with tri-state inverters.

Abstract: Disclosed is an oscillator including: a digital to analog converter configured to convert a received control code into an analog voltage and output the converted analog voltage; a mirror circuit configured to adjust a current of a common output node to which the analog voltage is applied; and a periodic signal output circuit configured to output a periodic signal having a frequency according to the analog voltage, in which the digital to analog converter, the mirror circuit, and the periodic signal output circuit are implemented with tri-state inverters.

Abstract: Provided are a serializer that synchronizes data with a clock by using an inversion clock and a high speed serializing apparatus using both a serializer and a serializer including shift registers. Such a serializer may include a first synchronization unit suitable for synchronizing input data with a first synchronization clock, a multiplexer suitable for serializing output data of the first synchronization unit based on the first synchronization clock, and a second synchronization unit suitable for synchronizing output data of the multiplexer with a second synchronization clock which is different from the first synchronization clock in frequency.