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284 results about "Fistula" patented technology

A fistula is an abnormal connection between two hollow spaces (technically, two epithelialized surfaces), such as blood vessels, intestines, or other hollow organs. Fistulas are usually caused by injury or surgery, but they can also result from an infection or inflammation. Fistulas are generally a disease condition, but they may be surgically created for therapeutic reasons.

Prediction method and system for occurrence of anastomotic fistula after colorectal cancer operation

The invention belongs to the technical field of medicine, and discloses a method and system for predicting anastomotic fistula occurring after colorectal cancer operation, and the method comprises the steps: obtaining clinical pathology data and laboratory analysis data of a patient; filling missing data in the clinical pathology data and the laboratory analysis data; screening key indexes by using a single-factor regression analysis technology; performing multi-factor regression analysis on the key indexes, and screening to obtain independent prediction factors for predicting whether the colorectal cancer patient has the anastomotic fistula or not after operation; based on the independent prediction factors obtained through screening, an anastomotic fistula prediction model is constructed and trained, and the trained anastomotic fistula prediction model is used for predicting the postoperative anastomotic fistula occurrence probability of the colorectal cancer patient. The method can more accurately predict the probability of occurrence of anastomotic fistula of a colorectal cancer patient after an operation, has better accuracy and reliability, can facilitate preoperative prediction of the probability of occurrence of anastomotic fistula for clinical doctors, and assists in guiding treatment decision.
Owner:THE AFFILIATED HOSPITAL OF QINGDAO UNIV +1

Treatment of fistula with bone marrow mesenchymal stem cell derived extracellular vesicles

Disclosed are methods of treating perianal fistula a subject by administering a therapeutic MSC secretome product made by a method comprising culturing bone marrow-derived MSCs under conditions that include oxygen tension below 5% and a culture media with a pH below 7.
Owner:DIRECT BIOLOGICS LLC

Real-time three-dimensional reconstruction method based on intracavity ultrasound and fistula radiography

The invention relates to a real-time three-dimensional reconstruction method based on intracavity ultrasound and fistula radiography, which comprises the following steps of: extracting a fistula channel projection path through a fistula expansion outline after a contrast agent is injected during radiography; the ultrasonic probe is linked to detect the tissue interface change in the image, and reverse matching is carried out on the tissue interface change and a high-density area of the radiography image; establishing a spatial perspective calibration system based on an imaging cone projection relation, and estimating a rotation / translation pose of the intracavity ultrasound image ICE in a three-dimensional space; outputting a spatial state sequence of the ICE frame; performing curved surface resampling on the ICE image, and establishing a sectioned image stack; continuously receiving a new ICE image and a contrast frame; performing model fine tuning through a local deformation field; operating a spatial feature extraction network on the fistula volume model; judging local expansion / contraction and curvature change in the three-dimensional model to identify a fistula opening point; a fistula main channel and branch paths are analyzed, and the fistula complexity level is judged through topology analysis; and comparing with a preoperative map to assist in preoperative pre-judgment and intra-operative path planning.
Owner:佳木斯市中心医院

Devices and methods for treating lower extremity vasculature

PendingUS20250269157A1Balloon catheterDiagnosticsValvulotomeFistula
A method of diverting fluid flow from a first vessel including an occlusion to a second vessel includes deploying a prosthesis at least partially in a fistula and making valves in the second vessel incompetent. Making the valves in the second vessel incompetent includes at least one of using a reverse valvulotome to cut the valves, inflating a balloon, expanding a stent, and lining the second vessel with a stent.
Owner:LIMFLOW

Devices and methods for treating lower extremity vasculature

PendingUS20250269156A1Balloon catheterDiagnosticsValvulotomeFistula
A method of diverting fluid flow from a first vessel including an occlusion to a second vessel includes deploying a prosthesis at least partially in a fistula and making valves in the second vessel incompetent. Making the valves in the second vessel incompetent includes at least one of using a reverse valvulotome to cut the valves, inflating a balloon, expanding a stent, and lining the second vessel with a stent.
Owner:LIMFLOW

Segmented cutting device and system for rumen fistula

The invention relates to a segmented cutting device and system for a rumen fistula. The segmented cutting device comprises a first handle unit, a second handle unit, a first baffle unit, a second baffle unit, a first cutting processing unit and a second cutting processing unit. The device has the advantages that a stable holding point is provided for an operator through cooperative use of the first handle unit and the second handle unit, the whole device is convenient to control, accurate operation is facilitated, misoperation caused by unstable holding is avoided, and the risk of accidentally injuring dairy cows is reduced; the first baffle unit and the second baffle unit are used in cooperation and can abut against the fistula inner wall and the fistula outer wall, a cutting area can be isolated from surrounding dairy cow tissue, the protection effect is achieved, contact between a cutter and other tissue is reduced, the risk of injury to other parts of the dairy cow body is reduced, the cutting position is accurately limited, and the cutting efficiency is improved. The cutter is prevented from deviating from the preset position in the cutting process.
Owner:SHANGHAI BRIGHT HOLSTAN CO LTD

Superfine-aperture bipolar plasma resectoscope, combined suite and use method thereof

The invention relates to a superfine-caliber bipolar plasma resectoscope, a combined suite and a using method of the combined suite. The invention discloses a superfine-caliber bipolar plasma resectoscope which comprises an inner sheath, an electronic flexible lens, a plasma cutter and an operator, a connector is arranged at one end of the inner sheath and used for being connected with an external water source to inject water into the inner sheath. The electronic flexible lens and the plasma cutter are arranged in the inner sheath in a penetrating mode. According to the ultra-thin-caliber bipolar plasma resectoscope combination suite, the whole design thought is changed, the brand-new prostate bipolar plasma resectoscope structure which can keep the original function of the resectoscope unchanged and reduce the caliber is provided, an outer sheath is innovatively removed, the fistulization assembly is designed in a matched mode, and the structure is simple, convenient and practical. Meanwhile, the inner sheath serves as the outermost layer of the whole novel resectoscope structure, the electronic soft lens is used for replacing a traditional hard eyepiece, the diameter of the resectoscope is further reduced, and finally the diameter of the resectoscope stretching into the urethra can reach Fr6-Fr18.
Owner:安徽易镜医疗科技有限公司

Negative pressure flushing type rectal anastomotic fistula treatment device with blocking balloon

The invention relates to the technical field of medical instruments, in particular to a negative pressure flushing type rectal anastomotic fistula treatment device with a blocking balloon, which comprises a drainage tube, a balloon, an annular sponge sleeve, a water injection tube and a filling tube, the balloon is arranged at the near end of the drainage tube, and the filling tube is communicated with the balloon and used for filling media into the balloon to block an enteric cavity; the annular sponge sleeve wraps the outer side of the drainage tube below the balloon, and a side hole II is formed in the section, wrapped by the annular sponge sleeve, of the drainage tube; the water injection pipe is arranged on the drainage pipe and used for injecting flushing fluid into the annular sponge sleeve area. The far end of the drainage tube is used for being connected with a negative pressure device so that a continuous negative pressure drainage environment can be formed in the annular sponge sleeve area, the negative pressure flushing type rectum anastomotic fistula treatment device with the blocking balloon does not need to be placed under an endoscope and only needs to be placed under direct vision of an anoscope, and operation is easy; near-end intestinal juice can be blocked, and the influence of the intestinal juice on healing of an anastomotic stoma is reduced.
Owner:TIANJIN PEOPLE HOSPITAL

Plugging drainage device for high-flow tubular fistula

The plugging drainage device comprises an outer sleeve, a flushing pipe, an inner suction pipe and an umbrella-shaped plugging mechanism, a plurality of first through holes are formed in the front end of the outer sleeve, the inner suction pipe is arranged in the outer sleeve, a plurality of second through holes are formed in the front end of the inner suction pipe, and the umbrella-shaped plugging mechanism is arranged in the inner suction pipe. The umbrella-shaped plugging mechanism is arranged at the front end of the outer sleeve and can be retracted into the outer sleeve. The device is provided with the plugging mechanism, the fistula can be plugged during flushing, intestinal juice loss is effectively avoided, postoperative recovery of a patient is facilitated, the umbrella-shaped structure is adopted for plugging, compared with bag plugging, the umbrella fabric of the umbrella-shaped structure can be tightly attached to the wound surface, obstruction is effectively avoided, and the application safety of the device is further improved.
Owner:NANJING GENERAL HOSPITAL NANJING MILLITARY COMMAND P L A

A catheter set for forming a fistula

A catheter set for forming a fistula between two adjacent blood vessels. The catheter set comprises two crossing catheters. Each crossing catheter comprising a catheter shaft defining a longitudinal axis and having a distal end section, a stabilizing element disposed in the distal end section of the catheter shaft, and a penetration tool for penetrating vessel walls of two adjacent blood vessels to form the fistula. The penetration tool is disposed within the catheter shaft and is movable between a retracted position and an advanced position. The stabilizing element comprises an expandable cage having a contracted configuration and a laterally expanded configuration. The expandable cage is suitable for snaring a guidewire when moving from the laterally expanded configuration to the contracted configuration.
Owner:CLEASTREAM TECH LTD

Intracavity negative pressure device for treating upper digestive tract fistula

The utility model discloses an intracavity negative pressure device for treating upper digestive tract fistula, which comprises a drainage catheter, and two ends of the drainage catheter are respectively a suction end and a negative pressure end connected with the negative pressure device; a liquid suction hole adjacent to the suction end is formed in the side wall of the drainage catheter, and a sponge body wrapping the liquid suction hole is arranged on the outer wall of the drainage catheter. The sponge body comprises a first sponge body and a second sponge body with the aperture larger than that of the first sponge body, the first sponge body wraps the suction end, and the second sponge body is arranged between the first sponge body and the negative pressure end. The two cavernous bodies with different pore diameters are arranged in a partitioned mode, the first cavernous body with the small pore diameter absorbs effusion at the wound of the upper digestive tract fistula in time, granulation tissue hyperplasia is promoted, recovery of a patient is facilitated, and the treatment period is shortened; the second sponge body with the large hole diameter enables secretions with large viscidity to be adsorbed in time, the sponge body and the drainage catheter are not prone to being blocked, the service life of the negative pressure device is prolonged, and the replacement frequency of the device is reduced.
Owner:JIANGYIN PEOPLES HOSPITAL

A system for forming a fistula

A catheter system for forming a fistula between two adjacent blood vessels. The catheter system comprises a crossing catheter (110) for introduction into a blood vessel. The crossing catheter has a distal end section and an inflatable balloon (120) disposed in the distal end section for stabilizing the crossing catheter in the blood vessel. The catheter system further comprises a penetration tool (130) for penetrating vessel walls of two adjacent blood vessels to form the fistula. The penetration tool is disposed within the crossing catheter and is movable between a retracted position and an advanced position. In the inflated state, the inflatable balloon (120) comprises at least one blood bypass structure (121) for allowing blood to flow past the inflated balloon.
Owner:CLEASTREAM TECH LTD

Systems and methods for detecting vascular access disconnection

A system for detecting whether a vascular access has been interrupted in an arrangement in which two catheters or needles are present in a blood vessel, fistula or graft. A fluid line leading to a pump is connected via a first connector to a first indwelling catheter, and a fluid line leading from a pump is connected via a second connector to a second indwelling catheter. Each connector is equipped with an electrode in contact with the lumen of the connector, the electrodes electrically connected to an electronic circuit that measures the impedance or conductivity of fluid between the first connector and second connectors via a fluid path through the blood vessel, fistula or graft. An electronic controller receives the impedance or conductivity data and processes the data to determine whether a vascular access disconnection has occurred. The processing may involve filtering the signal received by the controller, and / or setting provisional flags for a disconnection event that may be cleared if the signal changes before the expiration of a counter.
Owner:DEKA PRODUCTS LP

Application of anti-infection biological patch in temporary abdominal closure material for abdominal cavity opening

The invention relates to the field of biomedical materials, in particular to application of an anti-infection biological patch in temporary abdominal closure materials for abdominal cavity opening. The anti-infection biological patch provided by the invention has good biodegradability and biocompatibility, can effectively control short-term large-scale infection, has good active antibacterial ability and drug sustained release effect, and also has good mechanical strength and tissue compliance; the anti-infection biological patch disclosed by the invention is soft in texture, and does not cause damage to contacted intestinal canals and other visceral sac tissues; when the material is applied to temporary abdominal closure materials for opening the abdominal cavity, the occurrence rate of intestinal air fistula can be reduced to 2% or below, meanwhile, the risk of incisional hernia and abdominal cavity bleeding is reduced, fascia retraction can be reduced, and therefore adhesion between the intestine and the abdominal wall and adhesion between the intestine and abdominal cavity dressing are further avoided, and closure repair of abdominal wall fascia tissue is effectively promoted.
Owner:EXCELLENCE MEDICAL TECH SUZHOU CO LTD +1

Filling plugging device for plugging structural heart fistula

InactiveCN119896506AOcculdersMicrosphereFistula
The invention discloses a filling plugging device for plugging a structural heart fistula, which solves the problems that the existing plugging device cannot adapt to the form of a diseased fistula and cannot effectively plug a diseased fistula damaged target area, so that backflow and even falling occur when the diseased fistula damaged target area is plugged, and comprises a plugging guide assembly, a plugging disc group and a self-adaptive plugging device, the plugging guide assembly comprises a plugging guide wire and a plugging composite tube; the self-adaptive plugging device is arranged, the self-adaptive plugging device can inject filling gel according to the sizes of different diseased fistula damaged target areas to achieve flexible adjustment of the expansion volume of the self-adaptive plugging device, after the self-adaptive plugging device injects embolism microspheres / gel, the fistula space can be rapidly filled, and a physical barrier is formed; the device has the functions of self-adaption and complete plugging of irregular sinus tracts, so that healing of surrounding tissues and sealing of fistula are promoted, and meanwhile, the device can also support the plugging disc group, so that it is guaranteed that the plugging disc group stably clamps a target area.
Owner:SHANGHAI FIRST PEOPLES HOSPITAL

Anti-fistula type anastomat

The invention provides an anti-fistula type anastomat, and relates to the technical field of medical instruments. The fistula-preventing anastomat comprises an anastomosis mechanism, a nail abutting mechanism and a fistula-preventing support, an osculating assembly in the anastomosis mechanism is arranged on an anastomat body, and a guide shaft is movably arranged on the anastomat body; a blocking piece in the nail abutting mechanism is arranged at the far end of the loading sleeve, a pushing assembly is arranged at the near end of the loading sleeve and can be detachably connected to the guiding shaft, and the blocking piece is connected to the pushing assembly; the fistula-proof support is arranged in the loading sleeve, the pushing assembly is pushed to enable the fistula-proof support to be arranged in the intestinal tract, and the sectional area of the far end of the fistula-proof support is larger than that of the middle of the fistula- The fistula-preventing support has a tightening state and a fistula-preventing state after being placed in the intestinal tract, in the fistula-preventing state, the far end of the fistula-preventing support abuts against the inner wall of the intestinal tract, and the pushing assembly is moved to enable the fistula-preventing support to be switched from the tightening state to the fistula-preventing state. The fistula-preventing anastomat is easy to operate, the fistula-preventing support can be prevented from shifting in the intestinal tract, the fistula-preventing effect is guaranteed, and foreign body sensation is relieved.
Owner:JIANGSU BRIGHTNESS MEDICAL DEVICES CO LTD

Hydrogel dressing, preparation method of hydrogel dressing and application of hydrogel dressing in plugging and repairing of through orificium fistulae

The invention discloses a hydrogel dressing, a preparation method of the hydrogel dressing and application of the hydrogel dressing to plugging and repairing of a through orificium fistulae. The hydrogel dressing comprises a gelling component and a photoinitiator, and is formed by crosslinking under light irradiation, the mass ratio of the gelling component to the photoinitiator is (20-40): 1; the gel forming component comprises water, a cross-linking agent, an acrylamide monomer, polyvinyl alcohol, collagen, cellulose nanofibers and a zeolite imidazate skeleton structure material ZIF; the cross-linking agent is polysaccharide grafted with double bonds. The hydrogel dressing can also comprise a hydrolase and a catalase. The catalase is added to play a role in resisting oxidation, and the hydrolase is added to play a role in resisting fibrosis. Aiming at a series of problems of serious inflammation, serious fibrosis and the like of a penetrating fistula part, the material has certain mechanical toughness, viscosity, water-retaining property and drug delivery capability by adding reasonably matched characteristic components, and is used for rapid plugging, long-acting mechanical support and wound healing of the penetrating fistula.
Owner:TONGJI UNIV

T-shaped plugging device for enterostomy

The utility model discloses a T-shaped plugging device for enterostomy, and belongs to the field of T-shaped plugging, the T-shaped plugging device for enterostomy comprises a plugging cover and an inserting column, the top of the inserting column is fixed in the middle of the plugging cover, the plugging cover is umbrella-shaped, and the inserting column is inserted into the plugging cover from the middle of the plugging cover to the edge of the plugging cover. The umbrella-shaped blocking cover is bent towards the side where the inserting column is located, and an inserting head is arranged at the bottom of the inserting column. According to the intestinal fistulization T-shaped plugging device, the structure of T-shaped plugging is simplified, the plugging effect on the intestinal canal is improved by means of the inward concave shape of the plugging cover, operation is convenient, and the liquid leakage amount is small.
Owner:GUANGDONG WOMEN & CHILDREN HOSPITAL

Vascular access catheter with protectable inline needle and associated method of use thereof

Exemplary embodiments described herein are directed to a vascular access catheter device with an inline needle, the device having a needle portion that is linearly displaceable relative to a catheter portion, and vice versa, and to methods of performing blood transfer procedures using said device. Retraction of the needle portion relative to the catheter portion allows the catheter of the catheter portion to cover the needle tip during a blood transfer procedure, thereby preventing needle damage to a fistula / graft or peripheral vessel of a patient, as well as possible needle stick injuries to health care workers during removal / disposal of a used device. Because the needle still remains largely within the catheter after retraction, there is no risk of catheter collapse, kinking, etc., during use, which could compromise blood flow during a hemodialysis or other vascular access procedure.
Owner:AADI INNOVATIONS LLC

A catheter for forming a fistula

A catheter for forming a fistula between two vessels. The catheter comprises a catheter body having a longitudinal axis, an electrode extending radially from the catheter body for contacting a vessel wall and forming the fistula, and a cutting unit disposed proximally or distally of the electrode for cutting a venous valve.
Owner:TVA MEDICAL INC

Intelligent pressure monitoring and early warning system for end ileum fistulization tube

The invention provides an intelligent pressure monitoring and early warning system for a tail ileum fistulization tube, and relates to the field of intelligent medical treatment, the system comprises a data acquisition module, a communication interface module, a terminal processing module, a user management module and an intelligent early warning module; the pressure sensor is used for collecting intestinal fluid pressure in a tail end ileum fistulization tube, a programmed algorithm is designed for data integration processing, an initial alarm threshold value is set, the threshold value is adjusted in real time through online reinforcement learning, and intelligent pipe fitting blockage monitoring and early warning without manual intervention are achieved. According to the system, the lumen pressure change is accurately monitored in real time, the alarm threshold value is adjusted according to the actual condition of a patient, high safety and adaptability are achieved, and a reference basis is provided for doctors to make clinical decisions.
Owner:THE FIRST AFFILIATED HOSPITAL OF ANHUI MEDICAL UNIV

An arteriovenous fistula system

The application discloses an arteriovenous fistula system, and relates to the technical field of medical devices, which comprises a fistula catheter, a handle, a power transmission line and a power output controller. The application makes the operation of the fistula catheter head more convenient, realizes accurate detection of the relative displacement amount of the head electrode, makes the fistula catheter head not loosen even if the external force disappears after being closed, improves the structure of the heating electrode, and makes the size and angle of the fistula not adversely affect the blood flow. The application adds blood flow, blood pressure, temperature and other sensors in the fistula catheter, cooperates with the control function of the power output controller, realizes accurate detection of the opening and closing state of the fistula catheter head, automatic detection of the arteriovenous vessel wall capture, safe output of energy and heating control of the fistula catheter head electrode. The application is more beneficial to the operation of doctors in clinical use and can obtain better fistula effect.
Owner:ACOTEC SCI

Fistula snare and method of use thereof

The present invention relates to a disposable medical device for treating fistula diseases, inflammatory diseases, and functional diseases in anorectal medicine, specifically a fistula snare and a method for using the device, comprising a handle and a rubber ring guide head. One end of the handle is configured as an open structure, and a push rod is slidably connected to the handle. The push rod is a hollow structure with both ends open. One end of the push rod is configured as a ligation portion. The ligation portion extends out of the open end of the handle or is retracted into the handle by sliding the push rod. The rubber ring guide head is detachably connected to the ligation portion of the push rod. When the ligation portion extends out of the open end of the handle, the rubber ring guide head is connected to the ligation portion of the push rod. When the ligation portion is retracted into the handle, the rubber ring guide head is separated from the ligation portion of the push rod. The present invention ligates an elastic line through the combination of the rubber ring guide head and the push rod, thereby improving the efficiency of rubber ring application and reducing the instrument operation time during surgery. This fills the gap in disposable special instruments in the field of puncture and thread hanging for anorectal diseases.
Owner:王晋

Esophageal closure device

The present application relates to the technical field of medical devices, and discloses an esophageal closure device, which comprises an upper extension head, a lower extension head, a sleeve, a pull rope, a fistula seat and a pull rope adjusting unit, the sleeve is installed between the lower extension head and the pull rope adjusting unit, the pull rope adjusting unit comprises a base, a knob and a take-up post, the base is connected with the fistula seat, the knob is arranged on the base, the take-up post is arranged in the knob, the upper end of the sleeve is connected with the base, and the lower end of the sleeve is connected with the lower extension head, the pull rope passes through the sleeve, the upper end of the pull rope is fixedly connected with the take-up post, and the lower end of the pull rope is fixedly connected with the upper extension head, upper and lower opposing bevels are arranged on the upper extension head and the lower extension head respectively, and the upper opposing bevel and the lower opposing bevel are matched when the upper extension head and the lower extension head are joined. The present application accelerates the growth of the blind end of the esophagus with esophageal atresia, and simultaneously increases the cross-sectional area and the circumference of the esophageal junction.
Owner:XIN HUA HOSPITAL AFFILIATED TO SHANGHAI JIAO TONG UNIV SCHOOL OF MEDICINE

Pester drainage and removal device

The utility model discloses a fester drainage and removal device, which belongs to the technical field of medical instruments and comprises an injector, a cleaning and drainage component for cleaning, draining and removing fester and a rotary fixing component for adhering and fixing the cleaning and drainage component. The cleaning drainage assembly comprises a double-channel cleaning assembly and a negative pressure drainage assembly, the double-channel cleaning assembly is installed on the right side of the injector, the negative pressure drainage assembly is installed on the right side of the double-channel cleaning assembly, and the rotary fixing assembly is installed on the left side of the negative pressure drainage assembly. After the double-channel cleaning assembly and the negative pressure drainage assembly are inserted into an esophageal anastomosis fistula, the rotary fixing assembly is attached to the neck, meanwhile, the negative pressure drainage assembly is rotationally fixed, and falling is prevented; the syringe extracts and injects normal saline through pipeline switching of the double-channel cleaning assembly, the negative pressure drainage assembly drains out the normal saline and pus after cleaning through negative pressure and collects the normal saline and the pus, and effective cleaning of the flaccid stoma is achieved.
Owner:CHINESE PEOPLES LIBERATION ARMY ARMY SPECIAL MEDICAL CENTER

Vascular anastomosis device

ActiveCN120036859BLow operating experience requirementeasy to operateSurgeryVascular anastomosisFistula
The application relates to a blood vessel anastomosis device, which comprises a first support and a connecting piece. The first support is provided with a first opening penetrating the inner and outer walls of the first support, and the first opening is used for being opposite to a first fistula position on a first blood vessel. The connecting piece comprises a pipe part and a first clamping part connected to one end of the pipe part. The connecting piece is provided with a blood flow channel penetrating the pipe part and the first clamping part along the axial direction of the pipe part. The pipe part is arranged in the first opening, and the first clamping part is arranged on the inner wall side of the first support and matched with the inner wall of the first support, so as to seal and clamp the blood vessel wall around the first fistula on the first blood vessel. The blood vessel anastomosis device saves the operation time, improves the operation efficiency, and improves the operation safety and postoperative recovery effect.
Owner:SHANGHAI BLUEVASCULAR MEDTECH CO LTD

Method and system for automatically detecting and grading hemodialysis fistula stenosis

The invention relates to a hemodialysis fistula stenosis automatic detection and grading method and system. Acquiring multi-mode ultrasonic data of the arteriovenous fistula; labeling the multi-modal ultrasonic data by adopting a five-level labeling standard to establish a two-dimensional labeling system; preprocessing the two-dimensional ultrasonic structure image in the two-dimensional labeling system to obtain a segmentation result of the fistula area; narrow parameters are calculated based on the segmentation result; extracting hemodynamic parameters based on the blood flow spectrum data in the two-dimensional labeling system; constructing a multi-feature fusion deep learning architecture; extracting an image feature map of the preprocessed two-dimensional ultrasonic structure image through a ResNet50 architecture based on an image branch; based on parameter branches, the stenosis parameters and the hemodynamic parameters are fused and converted to obtain a parameter feature map; fusing the image feature map and the parameter feature map to obtain a fused feature; and predicting the fistula stenosis level based on the fusion features to obtain a five-level stenosis grading result. The efficiency and reliability of hemodialysis fistula analysis are improved.
Owner:RENJI HOSPITAL AFFILIATED TO SHANGHAI JIAO TONG UNIV SCHOOL OF MEDICINE