Artificial anal canal for low rectal anastomosis and monitoring method for anal canal status information
By acquiring and analyzing patient data, artificial anal canal-related data and anal canal-related data, the monitoring scores of artificial anal canal and anal canal status are determined, and monitoring reports are generated, which solves the problem that the existing technology cannot monitor the status of artificial anal canal and anal canal, and improves the comprehensiveness and accuracy of monitoring.
Patent Information
- Application Number
- CN202510336145.7
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-21
- Publication Date
- 2025-06-24
- Estimated Expiration
- 2045-03-21
AI Technical Summary
The prior art cannot monitor the status of artificial anal canal and anal canal based on patient data, artificial anal canal related data and anal canal related data.
By obtaining patient data, artificial anal canal related data and anal canal related data, the artificial anal canal status monitoring score and anal canal status monitoring score are determined, and a monitoring report is generated.
The comprehensiveness and accuracy of monitoring of artificial anal canal and anal canal status information of low rectal anal anal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal canal can
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Figure CN119864124B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the field of medical monitoring, and particularly to an artificial anal canal for low rectal anastomosis and a method for monitoring anal canal status information. Background Art
[0002] In the related art, CN117462087A discloses a method and system for intestinal monitoring and information management of colorectal cancer patients, belonging to the field of embedded system-assisted medical rehabilitation. It solves the problem that the existing collection equipment and daily care need to be manually operated and cannot meet the real-time monitoring of the intestines of colorectal cancer patients. The method is as follows: reading or updating parameters; obtaining the intestinal exhaust information of the patient; obtaining the turning information of the patient; obtaining the abdominal audio signal of the patient; and sending the turning information, intestinal exhaust information, and abdominal audio signal of the patient to the server. The beneficial effect of this solution is that by sending the turning information, gastrointestinal exhaust information, and abdominal audio signal of the patient to the server, it is convenient for medical staff to obtain the physical condition information of the patient more accurately, timely, and conveniently during the perioperative period of colorectal cancer patients.
[0003] CN119385517A discloses a device for monitoring the postoperative condition of traditional Chinese medicine anorectal patients, which relates to the field of postoperative care technology and includes a drug administration monitoring device and a condition monitoring system. The drug administration monitoring device includes a drug administration cylinder and a retention part, and the condition monitoring system includes a sensor integration unit, an abnormal analysis unit, an alarm prompt unit, and a drug administration suggestion unit; this solution collects various postoperative data information of the patient through the sensor integration unit, generates an abnormal reminder signal after abnormal discrimination of different data information, reminds the patient and his family through a reminder device set in the ward, and at the same time sends a reminder to the remote medical terminal in the nurse station through a remote transmission module, and outputs the corresponding nursing suggestion to the remote medical terminal in the nurse station or the mobile terminal of the patient, achieving the effect of real-time monitoring of the postoperative condition, avoiding the negligence of artificial observation, and being able to quickly give corresponding suggestions, providing effective measures for medical staff and the patient himself.
[0004] Based on the above related technologies, the physical condition information of the patient can be obtained conveniently. However, the related technologies do not monitor the artificial anal canal and the anal canal status, that is, it is impossible to monitor the artificial anal canal and the anal canal status based on patient data, artificial anal canal-related data, and anal canal-related data.
[0005] The information disclosed in the background art section of the present application is only intended to deepen the understanding of the general background art of the present application, and should not be regarded as an admission or any form of suggestion that this information constitutes the prior art known to those skilled in the art. Summary of the Invention
[0006] The present invention provides an artificial anal canal for low rectal anastomosis and a method for monitoring anal canal status information, which can solve the technical problem that the related art cannot monitor the artificial anal canal and anal canal status based on patient data, artificial anal canal-related data, and anal canal-related data.
[0007] According to a first aspect of the present invention, there is provided a method for monitoring an artificial anal canal for low rectal anastomosis and anal canal status information, comprising:
[0008] Obtaining patient data, wherein the patient data includes: patient subjective data, patient personal information, and patient health data;
[0009] Obtaining artificial anal canal-related data, wherein the artificial anal canal-related data includes: drainage fluid data and stoma data;
[0010] Determining an artificial anal canal status monitoring score based on the patient data and the artificial anal canal-related data;
[0011] Obtaining anal canal-related data, wherein the anal canal-related data includes: anastomosis CT images and laboratory data;
[0012] Determining an anal canal status monitoring score based on the patient data and the anal canal-related data;
[0013] Generating a monitoring report based on the artificial anal canal status monitoring score and the anal canal status monitoring score.
[0014] According to a second aspect of the present invention, there is provided a system for monitoring an artificial anal canal for low rectal anastomosis and anal canal status information, comprising:
[0015] A patient information data module for obtaining patient data, wherein the patient data includes: patient subjective data, patient personal information, and patient health data;
[0016] An artificial anal canal data module for obtaining artificial anal canal-related data, wherein the artificial anal canal-related data includes: drainage fluid data and stoma data;
[0017] An artificial anal canal monitoring module for determining an artificial anal canal status monitoring score based on the patient data and the artificial anal canal-related data;
[0018] A natural anal canal data module for obtaining anal canal-related data, wherein the anal canal-related data includes: anastomosis CT images and laboratory data;
[0019] A natural anal canal monitoring module for determining an anal canal status monitoring score based on the patient data and the anal canal-related data;
[0020] A monitoring report generation module, configured to generate a monitoring report according to the artificial anal canal status monitoring score and the anal canal status monitoring score.
[0021] Technical effects: According to the present invention, the status of the artificial anal canal can be monitored based on the condition of the drainage fluid and the stoma condition to determine the artificial anal canal status monitoring score. The status of the natural anal canal can be evaluated based on the patient's subjective feelings, CT images of the anastomotic stoma, and laboratory data to determine the anal canal status monitoring score. Further, a monitoring report is generated according to the artificial anal canal status monitoring score and the anal canal status monitoring score, improving the comprehensiveness and accuracy of the monitoring of the artificial anal canal and anal canal status information of the low rectal anastomosis. When determining the drainage fluid volume relationship function, the drainage fluid volume relationship function can be determined according to the historical drainage fluid volume, historical patient food intake, historical patient activity level, historical patient recovery ambient temperature, historical patient albumin content, and historical patient blood glucose content, accurately describing the relationship between the patient's food intake, activity level, recovery ambient temperature, albumin content, blood glucose content, and drainage fluid volume, and improving the accuracy and objectivity of the drainage fluid volume relationship function. When determining the artificial anal canal status monitoring score, the artificial anal canal status monitoring score can be determined according to the drainage fluid volume, standard drainage fluid volume, patient recovery stage vector, stoma patency recognition result, stoma skin recognition result, color recognition result, and character recognition result. During the calculation process, the status of the artificial anal canal can be evaluated from five aspects: the drainage fluid output volume, color, character, stoma patency, and skin condition around the stoma of the patient, improving the accuracy and comprehensiveness of the artificial anal canal status monitoring score. When determining the anal canal status monitoring score, the anal canal status monitoring score can be determined according to the pain recognition result, anastomotic stoma recognition result, fecal calprotectin content, and C-reactive protein content. During the calculation process, the anal canal status of the patient can be evaluated from four aspects: the fecal calprotectin content status, C-reactive protein content status, patient's subjective feeling status, and anastomotic stoma image status, improving the comprehensiveness and accuracy of the anal canal status monitoring score.
[0022] It should be understood that the above general description and the following detailed description are merely exemplary and explanatory, and do not limit the present invention. Other features and aspects of the present invention will become clearer according to the following detailed description of the exemplary embodiments with reference to the accompanying drawings. Description of the Drawings
[0023] To more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the following will briefly introduce the accompanying drawings required for the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are only some embodiments of the present invention. For those of ordinary skill in the art, other embodiments can be obtained based on these drawings without creative efforts.
[0024] Figure 1 Exemplarily shown is a schematic flowchart of a low rectal anastomosis artificial anal canal and a method for monitoring anal canal status information according to an embodiment of the present invention;
[0025] Figure 2 Exemplarily shown is a block diagram of a low rectal anastomosis artificial anal canal and a system for monitoring anal canal status information according to an embodiment of the present invention. Detailed implementation manners
[0026] To make the objectives, technical solutions, and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, but not all, of the embodiments of the present invention. All other embodiments obtained by those of ordinary skill in the art based on the embodiments of the present invention without creative efforts shall fall within the protection scope of the present invention.
[0027] The technical solutions of the present invention will be described in detail below with specific embodiments. These specific embodiments can be combined with each other, and the same or similar concepts or processes may not be repeated in some embodiments.
[0028] Figure 1 Exemplarily shown is a schematic flowchart of a low rectal anastomosis artificial anal canal and a method for monitoring anal canal status information according to an embodiment of the present invention. The method includes:
[0029] Step S101, obtaining patient data, where the patient data includes: patient subjective data, patient personal information, and patient health data;
[0030] Step S102, obtaining artificial anal canal-related data, where the artificial anal canal-related data includes: drainage fluid data and stoma data;
[0031] Step S103, determining a monitoring score for the artificial anal canal status according to the patient data and the artificial anal canal-related data;
[0032] Step S104, obtaining anal canal-related data, where the anal canal-related data includes: anastomosis CT images and laboratory data;
[0033] Step S105, determining a monitoring score for the anal canal status according to the patient data and the anal canal-related data;
[0034] Step S106, generating a monitoring report according to the monitoring score for the artificial anal canal status and the monitoring score for the anal canal status.
[0035] According to the low rectal anastomosis artificial anal canal and anal canal status information monitoring method of the embodiments of the present invention, the status of the artificial anal canal can be monitored according to the condition of the drainage fluid and the stoma, and the monitoring score of the artificial anal canal status can be determined. The status of the natural anal canal can be evaluated according to the subjective feelings of the patient, the CT images of the anastomosis, and laboratory data, and the monitoring score of the anal canal status can be determined. Further, according to the monitoring score of the artificial anal canal status and the monitoring score of the anal canal status, a monitoring report is generated, improving the comprehensiveness and accuracy of the monitoring of the low rectal anastomosis artificial anal canal and anal canal status information.
[0036] According to an embodiment of the present invention, in step S101, patient data is acquired, wherein the patient data includes: patient subjective data, patient personal information, and patient health data.
[0037] For example, patient subjective data is acquired, such as asking the patient whether there are symptoms such as pain, patient personal information is acquired, such as name, age, and gender, and patient health data is acquired, such as performing routine item examinations such as blood glucose on the patient.
[0038] According to an embodiment of the present invention, in step S102, artificial anal canal-related data is acquired, wherein the artificial anal canal-related data includes: drainage fluid data and stoma data.
[0039] For example, the relevant data of the artificial anal canal implanted in the patient is recorded, such as drainage fluid data and stoma data.
[0040] According to an embodiment of the present invention, in step S103, according to the patient data and the artificial anal canal-related data, the monitoring score of the artificial anal canal status is determined.
[0041] According to an embodiment of the present invention, step S103 includes:
[0042] According to the stoma data, a stoma image is determined;
[0043] According to the drainage fluid data, the drainage fluid volume and the drainage fluid image are determined;
[0044] According to the drainage fluid image and the stoma image, a stoma patency recognition result, a stoma skin recognition result, a color recognition result, and a character recognition result are determined;
[0045] According to the patient personal information, the patient's recovery environmental temperature, the patient's food intake, the patient's activity level, the patient's age, the patient's gender, and the patient's surgery time are determined;
[0046] According to the patient's surgery time, the patient's recovery stage is determined;
[0047] According to the patient's recovery stage, the patient's recovery stage vector is determined;
[0048] Determine the albumin content and blood glucose content of the patient based on the patient's health data;
[0049] Determine similar historical patients based on the patient's age and gender;
[0050] Obtain the historical drainage volume, historical patient food intake, historical patient recovery environmental temperature, historical patient activity level, historical patient albumin content, and historical patient blood glucose content of the similar historical patients;
[0051] Determine the drainage volume relationship function based on the historical drainage volume, historical patient food intake, historical patient activity level, historical patient recovery environmental temperature, historical patient albumin content, and historical patient blood glucose content;
[0052] Determine the standard drainage volume based on the drainage volume relationship function, the patient's food intake, the patient's activity level, the patient's albumin content, and the patient's blood glucose content;
[0053] Determine the artificial anal canal status monitoring score based on the drainage volume, the standard drainage volume, the patient's recovery stage vector, the stoma patency recognition result, the stoma skin recognition result, the color recognition result, and the character recognition result.
[0054] For example, an image of the stoma area is collected by a camera; the amount of drainage fluid discharged (drainage fluid volume) is obtained, and an image of the discharged drainage fluid (drainage fluid image) is collected; based on the drainage fluid image, the color and properties of the drainage fluid are identified and judged to determine the color recognition result and property recognition result. Based on the stoma image, the patency of the stoma and the condition of the skin around the stoma are judged to determine the stoma patency recognition result and stoma skin recognition result; according to the patient's personal information, the patient's recovery environmental temperature is determined (for example, the temperature of the patient's ward is 26 degrees Celsius), the patient's food intake, the patient's activity level (for example, the patient's activity level determined according to the number of steps recorded by a sports software), the patient's age, the patient's gender, and the patient's surgery time (for example, the date of the patient's surgery is January 1st); according to the patient's surgery time, the patient's recovery stage is determined. For example, if the date of the patient's surgery is January 1st and the current date is January 2nd (within 72 hours after surgery), then the patient's recovery stage is the early postoperative stage. If the current date is January 5th (3 - 14 days after surgery), then the patient's recovery stage is the postoperative recovery stage. If the current date is February 1st, then the patient's recovery stage is the long - term follow - up stage; according to the patient's recovery stage, the patient's recovery stage vector is determined. For example, when the patient's recovery stage is the early postoperative stage, the patient's recovery stage vector is (1, 0, 0). When the patient's recovery stage is the postoperative recovery stage, the patient's recovery stage vector is (0, 1, 0). When the patient's recovery stage is the long - term follow - up stage, the patient's recovery stage vector is (0, 0, 1); a routine examination is performed on the patient to obtain the patient's albumin content and blood glucose content; according to the patient's age and gender, similar historical patients are determined. For example, if the patient's age is 60 years old and the patient's gender is male, then patients aged 58 - 62 years old and male are determined as similar historical patients; the historical drainage fluid volume, historical patient food intake, historical patient recovery environmental temperature, historical patient activity level, historical patient albumin content, and historical patient blood glucose content of similar historical patients with normal recovery status during the long - term follow - up stage after surgery are obtained; the drainage fluid volume is related to the patient's food intake, patient recovery environmental temperature, patient activity level, patient albumin content, and patient blood glucose content to a certain extent. For example, when the patient eats more, the drainage fluid volume is also more. Based on the correlation of the above data, a drainage fluid volume relationship function is determined; the patient's food intake, patient activity level, patient albumin content, and patient blood glucose content are substituted into the drainage fluid volume relationship function to determine the normal drainage fluid volume of the patient during the long - term follow - up stage, that is, the standard drainage fluid volume; based on the drainage fluid volume, standard drainage fluid volume, patient recovery stage vector, stoma patency recognition result, stoma skin recognition result, color recognition result, and property recognition result, the status of the patient's artificial anal canal is evaluated to determine the artificial anal canal status monitoring score.
[0055] According to an embodiment of the present invention, based on the drainage fluid image and the stoma image, determining the stoma patency recognition result, the stoma skin recognition result, the color recognition result, and the character recognition result includes:
[0056] In the drainage fluid image, identifying whether there is an abnormality in the color of the drainage fluid through an image detection model to determine the color recognition result;
[0057] In the drainage fluid image, identifying whether there is an abnormality in the character of the drainage fluid through an image detection model to determine the character recognition result;
[0058] In the stoma image, identifying whether the stoma is patent through an image detection model to determine the stoma patency recognition result;
[0059] In the stoma image, identifying whether there is an abnormality in the skin around the stoma through an image detection model to determine the stoma skin recognition result.
[0060] For example, the image detection model belongs to a type of deep learning model. The image detection model is trained with historical data so that the image detection model can identify the color of the drainage fluid, the character of the drainage fluid, the patency of the stoma, and the condition of the skin around the stoma in the image. In the drainage fluid image, identifying whether there is an abnormality in the color of the drainage fluid through the image detection model to determine the color recognition result. When the color of the drainage fluid is yellow or light green, there is no abnormality in the color of the drainage fluid, and the color recognition result is 1. When the color of the drainage fluid is bloody, it may indicate anastomotic bleeding or intestinal injury, so there is an abnormality in the color of the drainage fluid, and the color recognition result is 0. In the drainage fluid image, identifying whether there is an abnormality in the character of the drainage fluid through the image detection model to determine the character recognition result. When the character of the drainage fluid is normal liquid, there is no abnormality in the character of the drainage fluid, and the character recognition result is 1. When the character of the drainage fluid is pus or mucus, it may indicate anastomotic fistula or abdominal infection, so there is an abnormality in the character of the drainage fluid, and the character recognition result is 0. In the stoma image, identifying whether the stoma is patent through the image detection model to determine the stoma patency recognition result. If the stoma is patent and there is no blockage, retraction, or prolapse, the stoma patency recognition result is 1. If the stoma is not patent, the stoma patency recognition result is 0. In the stoma image, identifying whether there is an abnormality in the skin around the stoma through the image detection model to determine the stoma skin recognition result. If there is no redness, exudation, or ulceration in the skin around the stoma, the stoma skin recognition result is 1. If there is redness, exudation, or ulceration in the skin around the stoma, the stoma skin recognition result is 0.
[0061] According to an embodiment of the present invention, determining a drainage volume relationship function based on the historical drainage volume, the historical patient food intake, the historical patient activity level, the historical patient recovery environmental temperature, the historical patient albumin content, and the historical patient blood glucose content includes: determining a first undetermined coefficient equation of the drainage volume relationship function according to formula (1),
[0062] (1),
[0063] wherein, the subscript h in each parameter indicates that the parameter is historical data, is the historical drainage volume of the k-th similar historical patient on the i-th historical date, is the historical patient food intake of the k-th similar historical patient on the i-th historical date, is the historical patient activity level of the k-th similar historical patient on the i-th historical date, is the historical patient albumin content of the k-th similar historical patient on the i-th historical date, is the historical patient recovery environmental temperature of the k-th similar historical patient on the i-th historical date, is the historical patient blood glucose content of the k-th similar historical patient on the i-th historical date, , , , , , , , , and are the first undetermined coefficients of the first undetermined coefficient equation;
[0064] Solving the first undetermined coefficient according to the historical drainage volume, the historical patient food intake, the historical patient activity level, the historical patient recovery environmental temperature, the historical patient albumin content, and the historical patient blood glucose content to obtain the solution value of the first undetermined coefficient;
[0065] Determining the drainage volume relationship function according to the solution value of the first undetermined coefficient and the first undetermined coefficient equation.
[0066] According to an embodiment of the present invention, indicating that the historical drainage volume of the k-th similar historical patient on the i-th historical date has a positive correlation with the historical patient food intake of the k-th similar historical patient on the i-th historical date. For example, excessive food intake stimulates the secretion of bile and pancreatic juice, increases the intestinal fluid volume, and may lead to an increase in the drainage volume, It indicates that there is a positive correlation between the historical drainage volume of the k-th similar historical patient on the i-th historical date and the historical patient activity volume of the k-th similar historical patient on the i-th historical date. For example, when the activity volume is relatively large, the secretions flow to the lower position under the action of gravity, resulting in an increase in the drainage volume. It indicates that there is a positive correlation between the historical drainage volume of the k-th similar historical patient on the i-th historical date and the historical blood glucose content of the k-th similar historical patient on the i-th historical date. For example, the higher the blood glucose, the easier it is to induce anastomotic infection, increase the exudation volume, and lead to an increase in the drainage volume. It indicates that there is a negative correlation between the historical drainage volume of the k-th similar historical patient on the i-th historical date and the historical albumin content of the k-th similar historical patient on the i-th historical date. For example, the lower the albumin content, the lower the plasma colloid osmotic pressure, the increase in interstitial fluid exudation, and the increase in the drainage volume. It indicates that there is a negative correlation between the historical drainage volume of the k-th similar historical patient on the i-th historical date and the historical environmental temperature for the k-th similar historical patient's recovery on the i-th historical date. For example, the lower the environmental temperature, it may stimulate intestinal contraction, increase the discharge of secretions, and lead to an increase in the drainage volume. Based on the above relationships, the first undetermined coefficient equation of the drainage volume relationship function can be obtained.
[0067] According to an embodiment of the present invention, fitting can be performed based on multiple parameters involved in the above first undetermined coefficients, that is, fitting is performed based on the historical drainage volume, historical patient food intake, historical patient activity volume, historical environmental temperature for the historical patient's recovery, historical albumin content of the historical patient, and historical blood glucose content of the historical patient, and the above multiple first undetermined coefficients are solved. There are 10 first undetermined coefficients, namely, 、 、 、 、 、 、 、 、 and , the above 10 first undetermined coefficients are solved according to the historical drainage volume, historical patient food intake, historical patient activity volume, historical environmental temperature for the historical patient's recovery, historical albumin content of the historical patient, and historical blood glucose content of at least 10 similar historical patients, the solution values of the above 10 first undetermined coefficients are obtained, and the solution values of the above 10 first undetermined coefficients are substituted into the first undetermined coefficient equation to determine the drainage volume relationship function.
[0068] In this way, based on the historical drainage volume, historical patient food intake, historical patient activity level, historical patient recovery ambient temperature, historical patient albumin content, and historical patient blood glucose content, a drainage volume relationship function can be determined, which accurately describes the relationship among the patient's food intake, patient activity level, patient recovery ambient temperature, patient albumin content, patient blood glucose content, and drainage volume, improving the accuracy and objectivity of the drainage volume relationship function.
[0069] According to an embodiment of the present invention, based on the drainage volume, the standard drainage volume, the patient recovery stage vector, the stoma patency recognition result, the stoma skin recognition result, the color recognition result, and the character recognition result, an artificial anal canal status monitoring score is determined, including: determining the artificial anal canal status monitoring score of the j-th patient on the r-th day after surgery according to formula (2) ,
[0070] ,
[0071] where max is the maximum value function and min is the minimum value function, , , , and are preset weight values, is the patient recovery stage vector of the j-th patient,
[0072] ,
[0073] is the standard drainage volume of the j-th patient, is the first preset drainage volume threshold, is the second preset drainage volume threshold, is a vector determined according to the standard drainage volume, the first preset drainage volume threshold, and the second preset drainage volume threshold, is the transposed vector of, is the drainage volume of the e-th drainage of the j-th patient on the r-th day after surgery, is the drainage volume of the e-th drainage of the j-th patient on the r-th day after surgery, is the color recognition result of the drainage of the e-th drainage of the j-th patient on the r-th day after surgery,
[0074] ,
[0075] is the character recognition result of the drainage of the e-th drainage of the j-th patient on the r-th day after surgery,
[0076] ,
[0077] is the stoma patency recognition result for the j-th patient on the r-th date after surgery,
[0078] ,
[0079] is the stoma skin recognition result for the j-th patient on the r-th date after surgery,
[0080] ,
[0081] E is the number of times of drainage fluid discharge, e ≤ E, and both e and E are positive integers.
[0082] According to an embodiment of the present invention, is the product of the transpose of the patient recovery stage vector of the j-th patient and the vector determined according to the standard drainage fluid volume, the first preset drainage fluid volume threshold, and the second preset drainage fluid volume threshold. When the j-th patient is in the early postoperative stage, the value of When the j-th patient is in the postoperative recovery stage, the value of When the j-th patient is in the long-term follow-up stage, the value of , where is the first preset drainage fluid volume threshold. In the early postoperative stage, if the drainage fluid volume is too small (e.g., less than 20 ml), it may indicate paralytic ileus. If the drainage fluid volume is too large (e.g., more than 200 ml), it indicates the risk of anastomotic leakage. The value of can be set to 110 ml (the average of the lower limit (20 ml) and the upper limit (200 ml) of the normal drainage fluid volume). is the second preset drainage fluid volume threshold. In the postoperative recovery stage, if the drainage fluid volume is too small (e.g., less than 50 ml), it may indicate paralytic ileus. If the drainage fluid volume is too large (e.g., more than 300 ml), it may indicate infectious diarrhea or short bowel syndrome. The value of is the standard drainage fluid volume of the j-th patient, representing the standard drainage fluid volume of the j-th patient in the long-term follow-up stage.
[0083] According to an embodiment of the present invention, is the relative difference between the drainage volume of the e-th drainage fluid discharge on the r-th day after surgery for the j-th patient and the standard drainage volume determined according to the recovery stage of the j-th patient. The smaller this ratio, the smaller the gap between the drainage volume of the e-th drainage fluid discharge on the r-th day after surgery for the j-th patient and the standard drainage volume of the corresponding recovery stage, and the better the state of the artificial anal canal of the patient. is the average value calculated according to the number of drainage fluid discharges. The larger this ratio, the better the state of the artificial anal canal of the j-th patient on the r-th day after surgery. is the relative difference between the drainage volume of the e-th drainage fluid discharge on the r-th day after surgery for the j-th patient and the drainage volume of the (e + 1)-th drainage fluid discharge on the r-th day after surgery for the j-th patient. The larger this ratio, the more likely there is a sharp increase or decrease in the drainage volume, indicating a possible infection risk. is to take the maximum relative difference between any two adjacent drainage volumes. The above processing of taking the maximum value can be used to determine whether there is a sharp increase or decrease in the drainage volume of the j-th patient on the r-th day after surgery.
[0084] Indicates the status of the drainage volume. is the color recognition result of the drainage fluid of the e-th drainage fluid discharge on the r-th day after surgery for the j-th patient. When the color of the discharged drainage fluid is normal, it indicates a lower possibility of infection. The value is 1. Conversely, The value is 0. is to take the minimum value of the color recognition results of the drainage fluid of the E-th drainage fluid discharge on the r-th day after surgery for the j-th patient. The above processing of taking the minimum value can be used to determine whether the color of the drainage fluid of the j-th patient on the r-th day after surgery is abnormally changed. is the character recognition result of the drainage fluid of the e-th drainage fluid discharge on the r-th day after surgery for the j-th patient. When the character of the discharged drainage fluid is normal, it indicates a lower possibility of infection. The value is 1. Conversely, The value is 0. is to take the minimum value of the character recognition results of the drainage fluid of the E-th drainage fluid discharge on the r-th day after surgery for the j-th patient. The above processing of taking the minimum value can be used to determine whether the character of the drainage fluid of the j-th patient on the r-th day after surgery is abnormally changed. is the stoma patency recognition result of the j-th patient on the r-th day after surgery. When the stoma is patent, The value is 1. Conversely, The value is 0. is the stoma skin recognition result for the j-th patient on the r-th day after surgery. When there is no abnormal condition around the stoma, the value is 1; conversely, the value is 0.
[0085] According to an embodiment of the present invention, is to determine the monitoring score of the artificial anal canal state based on the drainage volume, color, property of the drainage fluid, patency of the stoma, and the condition of the skin around the stoma of the patient.
[0086] In this way, the monitoring score of the artificial anal canal state can be determined based on the drainage fluid volume, standard drainage fluid volume, patient recovery stage vector, stoma patency recognition result, stoma skin recognition result, color recognition result, and property recognition result. During the calculation process, the state of the artificial anal canal can be evaluated respectively from five aspects: the drainage volume, color, property of the drainage fluid, patency of the stoma, and the condition of the skin around the stoma of the patient, improving the accuracy and comprehensiveness of the monitoring score of the artificial anal canal state.
[0087] According to an embodiment of the present invention, in step S104, anal canal-related data is obtained, where the anal canal-related data includes: anastomosis CT images and laboratory data.
[0088] For example, in the laboratory, the feces and blood of the patient are tested to obtain laboratory data, and the CT image of the anastomosis of the patient is taken to obtain anastomosis CT images.
[0089] According to an embodiment of the present invention, in step S105, the monitoring score of the anal canal state is determined based on the patient data and the anal canal-related data.
[0090] According to an embodiment of the present invention, step S105 includes:
[0091] Based on the subjective patient data, determine whether the patient has pain or persistent dull pain in the anal area during defecation, and determine the pain recognition result;
[0092] Based on the anastomosis CT image, determine whether there is fluid accumulation, abscess, or fistula around the anastomosis, and determine the anastomosis recognition result;
[0093] Based on the laboratory data, determine the fecal calprotectin content and C-reactive protein content;
[0094] Based on the pain recognition result, the anastomosis recognition result, the fecal calprotectin content, and the C-reactive protein content, determine the monitoring score of the anal canal state.
[0095] For example, ask the patient whether there is pain or persistent dull pain in the anal area during defecation. If there is pain or persistent dull pain, the pain recognition result is 0; if there is no pain or persistent dull pain, the pain recognition result is 1. Examine the CT image of the anastomosis to determine whether there is fluid accumulation, abscess or fistula around the anastomosis. Fluid accumulation and abscess usually appear as low-density areas, and the fistula usually appears as a low-density channel connecting two different hollow organs or tissues on the CT image. If there is fluid accumulation, abscess or fistula around the anastomosis, the anastomosis recognition result is 0; if there is no fluid accumulation, abscess or fistula around the anastomosis, the anastomosis recognition result is 1. Detect the fecal calprotectin content in the patient's feces and the C-reactive protein content in the patient's blood in the laboratory. Evaluate the anal canal status of the patient according to the pain recognition result, anastomosis recognition result, fecal calprotectin content and C-reactive protein content, and determine the anal canal status monitoring score.
[0096] According to an embodiment of the present invention, determining the anal canal status monitoring score according to the pain recognition result, the anastomosis recognition result, the fecal calprotectin content and the C-reactive protein content includes: determining the anal canal status monitoring score of the j-th patient on the r-th day after surgery according to formula (3) ,
[0097] (3),
[0098] wherein, if is a conditional function, is the fecal calprotectin content of the feces of the j-th patient on the r-th day after surgery, is the preset fecal calprotectin content threshold, is the C-reactive protein content of the blood of the j-th patient on the r-th day after surgery, is the preset C-reactive protein content threshold, is the pain recognition result of the j-th patient on the r-th day after surgery,
[0099] ,
[0100] is the anastomosis recognition result of the j-th patient on the r-th day after surgery,
[0101] .
[0102] According to an embodiment of the present invention, in formula (3), the value of the conditional function includes the following two cases. When When the fecal calprotectin content of the feces of the j-th patient on the r-th day after surgery is greater than or equal to the preset fecal calprotectin content threshold under certain conditions, if the fecal calprotectin content is greater than or equal to 150 μg / g, indicating the presence of intestinal inflammation or anastomotic fistula risk, then the preset fecal calprotectin content threshold is set to 150 μg / g, and the value of the conditional function is 0. When the conditions are not met, the value of the conditional function is 1.
[0103] According to an embodiment of the present invention, in the formula, the conditional function has the following two cases. When the conditions are met, the C-reactive protein content of the blood of the j-th patient on the r-th day after surgery is greater than or equal to the preset C-reactive protein content threshold, and there may be an infection phenomenon. The value of the conditional function is 0. If the C-reactive protein content is greater than 10 mg / L, it may indicate an infection, then the C-reactive protein content threshold is set to 10 mg / L. When the conditions are not met, the value of the conditional function is 1.
[0104] According to an embodiment of the present invention, is the pain recognition result of the j-th patient on the r-th day after surgery. If the j-th patient has a pain phenomenon on the r-th day after surgery, it may indicate anastomotic inflammation or nerve damage, and the state of the natural anal canal is poor. The value is 0, otherwise the value is 1. is the anastomosis recognition result of the j-th patient on the r-th day after surgery. If there is an abnormal phenomenon in the anastomosis image of the j-th patient on the r-th day after surgery, the state of the natural anal canal is poor. The value is 0, otherwise the value is 1.
[0105] According to an embodiment of the present invention, is to determine the anal canal state monitoring score according to the fecal calprotectin content status, C-reactive protein content status, patient subjective feeling status, and anastomosis image status.
[0106] In this way, the anal canal state monitoring score can be determined according to the pain recognition result, anastomosis recognition result, fecal calprotectin content, and C-reactive protein content. During the calculation process, the anal canal state of the patient can be evaluated from four aspects: fecal calprotectin content status, C-reactive protein content status, patient subjective feeling status, and anastomosis image status, improving the comprehensiveness and accuracy of the anal canal state monitoring score.
[0107] According to an embodiment of the present invention, in step S106, a monitoring report is generated based on the artificial anal canal status monitoring score and the anal canal status monitoring score.
[0108] For example, when the artificial anal canal status monitoring score is less than the set threshold of the artificial anal canal status monitoring score (such as, + + + + ), it indicates that there is an abnormality in the artificial anal canal. When the anal canal status monitoring score is less than the set threshold of the anal canal status monitoring score (such as 1), it indicates that there is an abnormality in the natural anal canal.
[0109] According to the method for monitoring the artificial anal canal and anal canal status information of the low rectal anastomosis according to the embodiment of the present invention, the status of the artificial anal canal can be monitored according to the drainage fluid condition and stoma condition to determine the artificial anal canal status monitoring score. The status of the natural anal canal can be evaluated according to the patient's subjective feelings, anastomosis CT images, and laboratory data to determine the anal canal status monitoring score. Further, a monitoring report is generated based on the artificial anal canal status monitoring score and the anal canal status monitoring score, improving the comprehensiveness and accuracy of the monitoring of the artificial anal canal and anal canal status information of the low rectal anastomosis. When determining the drainage fluid volume relationship function, the drainage fluid volume relationship function can be determined according to the historical drainage fluid volume, historical patient food intake, historical patient activity volume, historical patient recovery environment temperature, historical patient albumin content, and historical patient blood glucose content, accurately describing the relationship between the patient's food intake, patient activity volume, patient recovery environment temperature, patient albumin content, patient blood glucose content, and drainage fluid volume, and improving the accuracy and objectivity of the drainage fluid volume relationship function. When determining the artificial anal canal status monitoring score, the artificial anal canal status monitoring score can be determined according to the drainage fluid volume, standard drainage fluid volume, patient recovery stage vector, stoma patency recognition result, stoma skin recognition result, color recognition result, and property recognition result. During the calculation process, the status of the artificial anal canal can be evaluated from five aspects: the drainage fluid discharge volume, drainage fluid color, drainage fluid property, stoma patency, and skin condition around the stoma of the patient, improving the accuracy and comprehensiveness of the artificial anal canal status monitoring score. When determining the anal canal status monitoring score, the anal canal status monitoring score can be determined according to the pain recognition result, anastomosis recognition result, fecal calprotectin content, and C-reactive protein content. During the calculation process, the anal canal status of the patient can be evaluated from four aspects: the fecal calprotectin content status, C-reactive protein content status, patient subjective feeling status, and anastomosis image status, improving the comprehensiveness and accuracy of the anal canal status monitoring score.
[0110] Figure 2A block diagram of an artificial anal canal for low rectal anastomosis and an anal canal status information monitoring system according to an embodiment of the present invention is exemplarily shown. The system includes:
[0111] A patient information data module for acquiring patient data, wherein the patient data includes: patient subjective data, patient personal information, and patient health data;
[0112] An artificial anal canal data module for acquiring artificial anal canal-related data, wherein the artificial anal canal-related data includes: drainage fluid data and stoma data;
[0113] An artificial anal canal monitoring module for determining an artificial anal canal status monitoring score according to the patient data and the artificial anal canal-related data;
[0114] A natural anal canal data module for acquiring anal canal-related data, wherein the anal canal-related data includes: anastomosis CT images and laboratory data;
[0115] A natural anal canal monitoring module for determining an anal canal status monitoring score according to the patient data and the anal canal-related data;
[0116] A monitoring report generation module for generating a monitoring report according to the artificial anal canal status monitoring score and the anal canal status monitoring score.
[0117] The present invention may be a method, apparatus, system, and / or computer program product. The computer program product may include a computer-readable storage medium having thereon computer-readable program instructions for performing various aspects of the present invention.
[0118] Those skilled in the art should understand that the embodiments of the present invention described above and shown in the accompanying drawings are only examples and do not limit the present invention. The object of the present invention has been fully and effectively achieved. The functions and structural principles of the present invention have been shown and described in the embodiments. Without departing from the principle, the embodiments of the present invention may have any deformation or modification.
Claims
1. A low-position rectal anastomosis artificial anal canal and anal canal status information monitoring method, characterized in that: include: Acquiring patient data, wherein the patient data includes: patient subjective data, patient personal information and patient health data; Acquiring artificial anal tube related data, wherein the artificial anal tube related data includes: drainage fluid data and stoma data; Determine an artificial anal canal status monitoring score according to the patient data and the artificial anal canal related data; Determine an artificial anal canal status monitoring score according to the patient data and the artificial anal canal related data, including: Determining a stoma image according to the stoma data; Determining the drainage fluid volume and the drainage fluid image according to the drainage fluid data; Determine, according to the drainage fluid image and the stoma image, a stoma patency recognition result, a stoma skin recognition result, a drainage fluid color recognition result, and a drainage fluid property recognition result; Determine the patient's recovery environment temperature, the patient's food intake, the patient's activity level, the patient's age, the patient's gender, and the patient's surgery time based on the patient's personal information; Determine the patient's recovery stage based on the patient's surgery time; Determining a patient recovery stage vector according to the patient recovery stage; Determine the patient's albumin content and the patient's blood sugar content according to the patient's health data; Identify patients with similar histories based on the patient's age and the patient's gender; Obtain the historical drainage volume, historical patient food intake, historical patient recovery environment temperature, historical patient activity level, historical patient albumin content and historical patient blood sugar content of similar historical patients; Determining a drainage fluid volume relationship function according to the historical drainage fluid volume, the historical patient food intake, the historical patient activity level, the historical patient recovery environment temperature, the historical patient albumin content, and the historical patient blood glucose content; Determining a standard drainage fluid volume according to the drainage fluid volume relationship function, the patient's food intake, the patient's activity level, the patient's albumin content, and the patient's blood glucose content; Determine an artificial anal canal status monitoring score according to the drainage fluid volume, the standard drainage fluid volume, the patient recovery stage vector, the stoma patency identification result, the stoma skin identification result, the color identification result, and the trait identification result; Acquiring anal canal related data, wherein the anal canal related data includes: anastomotic CT images and laboratory data; Determining anal canal status monitoring score according to the patient data and the anal canal related data; A monitoring report is generated according to the artificial anal canal status monitoring score and the anal canal status monitoring score.
2. The low rectal anastomosis artificial anal canal and anal canal status information monitoring method according to claim 1, characterized in that: Determine, according to the drainage fluid image and the stoma image, a stoma patency recognition result, a stoma skin recognition result, a color recognition result, and a property recognition result, including: In the drainage fluid image, identifying whether the color of the drainage fluid is abnormal through an image detection model, and determining a color recognition result; In the drainage fluid image, identifying whether there is an abnormality in the properties of the drainage fluid through an image detection model, and determining a property recognition result; In the stoma image, identifying whether the stoma is unobstructed by using an image detection model, and determining a stoma unobstructed identification result; In the stoma image, an image detection model is used to identify whether there is abnormality in the skin around the stoma, and a stoma skin recognition result is determined.
3. The low rectal anastomosis artificial anal canal and anal canal status information monitoring method according to claim 1, characterized in that: Determining a drainage fluid volume relationship function according to the historical drainage fluid volume, the historical patient food intake, the historical patient activity volume, the historical patient recovery environment temperature, the historical patient albumin content, and the historical patient blood glucose content includes: According to the formula , Determine the first undetermined coefficient equation of the drainage fluid volume relationship function, where the h in the subscript of each parameter indicates that the parameter is historical data. is the historical drainage volume of the kth patient with similar history on the i-th historical date, is the food intake of the kth similar historical patient on the i-th historical date, is the historical patient activity of the kth similar historical patient on the i-th historical date, is the albumin content of the kth similar historical patient on the i-th historical date, Recover the ambient temperature for the historical patient of the kth similar historical patient at the i-th historical date, is the blood glucose content of the kth similar historical patient on the i-th historical date, , , , , , , , , and is the first undetermined coefficient of the first undetermined coefficient equation; Solving the first undetermined coefficient according to the historical drainage fluid volume, the historical patient food intake, the historical patient activity level, the historical patient recovery environment temperature, the historical patient albumin content, and the historical patient blood sugar content to obtain a solution value of the first undetermined coefficient; Determine the drainage fluid volume relationship function according to the solution value of the first undetermined coefficient and the first undetermined coefficient equation; Solving the first undetermined coefficient according to the historical drainage fluid volume, the historical patient food intake, the historical patient activity, the historical patient recovery environment temperature, the historical patient albumin content, and the historical patient blood glucose content to obtain a solution value of the first undetermined coefficient, including: fitting based on the historical drainage fluid volume, the historical patient food intake, the historical patient activity, the historical patient recovery environment temperature, the historical patient albumin content, and the historical patient blood glucose content; It means that the historical drainage volume of the k-th patient with similar history on the i-th historical date is positively correlated with the historical food intake of the k-th patient with similar history on the i-th historical date; It means that the historical drainage volume of the k-th patient with similar history on the i-th historical date is positively correlated with the historical patient activity volume of the k-th patient with similar history on the i-th historical date; It means that the historical drainage volume of the k-th patient with similar history on the i-th historical date is positively correlated with the historical blood sugar content of the k-th patient with similar history on the i-th historical date; It means that the historical drainage volume of the k-th similar historical patient on the i-th historical date is negatively correlated with the historical albumin content of the k-th similar historical patient on the i-th historical date; It means that the historical drainage fluid volume of the k-th similar historical patient on the i-th historical date is negatively correlated with the historical patient recovery environment temperature of the k-th similar historical patient on the i-th historical date.
4. The low rectal anastomosis artificial anal canal and anal canal status information monitoring method according to claim 1, characterized in that: Determining an artificial anal canal status monitoring score according to the drainage fluid volume, the standard drainage fluid volume, the patient recovery stage vector, the stoma patency recognition result, the stoma skin recognition result, the color recognition result, and the property recognition result, including: According to the formula , Determine the prosthesis status monitoring score for the jth patient on the rth postoperative day , where max is the maximum value function and min is the minimum value function. , , , and is the preset weight, is the patient recovery phase vector for the jth patient, , is the standard drainage volume of the jth patient, is the first preset drainage fluid volume threshold, is the second preset drainage fluid volume threshold, is a vector determined according to the standard drainage fluid volume, the first preset drainage fluid volume threshold, and the second preset drainage fluid volume threshold, for The transposed vector of is the volume of drainage fluid discharged from the e-th drainage of the j-th patient on the r-th day after surgery, is the volume of drainage fluid discharged from the jth patient during the e+1th drainage on the rth day after surgery, is the color recognition result of the drainage fluid discharged by the jth patient on the rth day after surgery. , is the identification result of the properties of the drainage fluid discharged from the jth patient on the rth day after surgery. , is the stoma patency identification result of the jth patient on the rth day after surgery, , is the stoma skin recognition result of the jth patient on the rth day after surgery, , E is the number of times the drainage fluid is discharged, e≤E, and both e and E are positive integers.
5. The low rectal anastomosis artificial anal canal and anal canal status information monitoring method according to claim 1, characterized in that: Determine anal canal status monitoring score according to the patient data and the anal canal related data, including: Determine whether the patient has pain or persistent dull pain in the anal area during defecation based on the patient's subjective data, and determine a pain identification result; Determine whether there is effusion, abscess or atrophy around the anastomosis according to the CT image of the anastomosis, and determine the anastomosis identification result; Based on the laboratory data, the fecal calprotectin and C-reactive protein levels were determined; The anal canal status monitoring score is determined according to the pain identification result, the anastomosis identification result, the fecal calprotectin level and the C-reactive protein level.
6. The low rectal anastomosis artificial anal canal and anal canal status information monitoring method according to claim 5, characterized in that: Determine anal canal status monitoring score according to the patient data and the anal canal related data, including: According to the formula , Determine the anal canal status monitoring score for the jth patient on the rth postoperative day , where if is a conditional function, is the fecal calprotectin content of the jth patient on the rth day after surgery, To preset the fecal calprotectin content threshold, is the C-reactive protein level in the blood of the jth patient on the rth day after surgery, To preset the C-reactive protein level threshold, is the pain recognition result of the jth patient on the rth day after surgery, , is the anastomosis identification result of the jth patient on the rth day after surgery, 。
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