1.The influence of proximal projection on the efficacy of minimally invasive osteotomy for mild to moderate hallux valgus
Jieyuan ZHANG ; Shaoling FU ; Cheng WANG ; Fan YANG ; Jiazheng WANG ; Chenglin WU ; Zhongmin SHI
Chinese Journal of Orthopaedics 2025;45(3):172-179
Objective:To evaluate the clinical efficacy of minimally invasive Chevron-Akin osteotomy (MICA) in the treatment of mild to moderate hallux valgus without addressing the proximal projection.Methods:A retrospective analysis was conducted on 31 patients with unilateral mild to moderate hallux valgus who underwent third-generation MICA surgery at Shanghai Sixth People's Hospital from January 2019 to June 2020. Among these patients, 2 were male and 29 were female, with an average age of 41.13±7.8 years (range: 21-64 years). A total of 12 patients had mild hallux valgus, while 19 patients had moderate hallux valgus. The average body mass index (BMI) was 24.37±1.28 kg/m 2 (range: 22.06-26.13 kg/m 2). Preoperative and postoperative foot X-rays were taken at multiple time points, including 1 day, 1.5 months, 3 months, 12 months, and 24 months after surgery. These X-rays were used to assess the medial eminence width (MEW) of the first metatarsal head, the proximal medial projection width (PMRW) of the first metatarsal, the hallux valgus angle (HVA), the intermetatarsal angle (IMA), and the distal metatarsal articular angle (DMAA). Functional improvements and pain relief were evaluated using the American Orthopaedic Foot and Ankle Society (AOFAS) forefoot score and the visual analogue scale (VAS). Results:All 31 patients completed an average follow-up period of 25.67±2.35 months (range: 24-31 months). The average operation time was 39.55±7.31 minutes (range: 32-46 minutes). The number of intraoperative fluoroscopy exposures averaged 16.23±2.38 times (range: 13-21 times). At the two-year follow-up, significant improvements were observed in all measured parameters when compared to preoperative values ( P<0.05). The HVA decreased from 35.18°±3.59° before surgery to 10.93°±0.90° after surgery. The IMA was reduced from 11.47°±0.85° to 6.94°±0.65°, and the DMAA decreased from 15.24°±1.13° to 4.31°±0.56°. The MEW decreased from 4.07±0.70 mm to 0.13±0.11 mm. The PMRW, which was measured at one day postoperatively and at the two-year follow-up, decreased from 3.44±0.66 mm to 0.19±0.11 mm. Functional assessments also showed significant improvements ( P<0.05). The AOFAS forefoot score increased from 57.42±3.93 before surgery to 89.52±3.46 at the two-year follow-up. Pain levels, as assessed by the VAS, decreased from 5.68±1.11 preoperatively to 0.77±0.50 postoperatively. At the two-year follow-up, 97% of patients reported excellent satisfaction with the surgical outcome. During the follow-up period, complications included mild numbness around the wound in two cases, metatarsophalangeal joint stiffness in one case, and hallux valgus recurrence in one case, accounting for 3% of the cohort. Conclusion:Third-generation MICA without addressing the proximal projection is an effective procedure for correcting mild to moderate hallux valgus. This technique significantly improves foot function, reduces pain, and leads to high levels of patient satisfaction.
2.Correlation of conventional ultrasound and contrast-enhanced ultrasound features with invasive histological features in T 1a clear cell renal cell carcinoma
Jinghua NIU ; Shaoling YUAN ; Yan ZHANG ; Xinyang GUO ; Jinfeng WANG
Cancer Research and Clinic 2025;37(6):445-450
Objective:To explore the correlation between conventional ultrasound and contrast-enhanced ultrasound features and invasive histological features of T 1a clear cell renal cell carcinoma (ccRCC). Methods:A retrospective case series study was conducted. Sixty-seven T 1a ccRCC patients who were admitted to Shanxi Province Cancer Hospital from May 2018 to August 2023 were selected. According to the World Health Organization (WHO)/International Society of Urology and Pathology (ISUP) renal tumor grading system, the patients were divided into the low-grade group (WHO/ISUP grades 1-2, 53 cases) and the high-grade group (WHO/ISUP grades 3-4, 14 cases). The conventional ultrasound and contrast-enhanced ultrasound characteristics of two groups of patients were compared. Multivariate logistic regression model was used to analyze the independent factors of conventional ultrasound and contrast-enhanced ultrasound related to T 1a ccRCC with WHO/ISUP high grade. Results:There were no statistically significant differences in clinical characteristics between the two groups of patients (all P > 0.05). In conventional ultrasound examination, the proportion of patients with tumor exophytic rate <50% in the high-grade group was higher than that in the low-grade group [64.3% (9/14) vs. 34.0% (18/53)], and the difference was statistically significant ( χ2 = 4.23, P = 0.040); there were no statistically significant differences in the distribution of patients with different tumor maximum diameter, laterality, polarity, depth, echo, boundary, and shape between the two groups (all P > 0.05). In contrast-enhanced ultrasound examination, the proportion of patients lack of pseudocapsule sign in the high-grade group was higher than that in the low-grade group [57.1% (8/14) vs. 24.5% (13/53)], and the difference was statistically significant ( χ2 = 4.06, P = 0.044); there were no statistically significant differences in the distribution of patients with different perfusion mode, enhancement degree, enhancement uniformity, and regression mode between the two groups (all P > 0.05). Multivariate logistic regression analysis showed that the conventional ultrasound tumor exophytic rate < 50% (compared to exophytic rate ≥ 50%, OR = 3.732, 95% CI: 1.019-13.664, P = 0.047) and the absence of pseudocapsule sign (compared to the presence of pseudocapsule sign, OR = 4.357, 95% CI: 1.201-15.804, P = 0.025) on contrast-enhanced ultrasound were independent risk factors for high-grade T 1a ccRCC. Conclusions:T 1a ccRCC with the exophytic rate <50% and absence of pseudocapsule sign may have invasive histological features.
3.Effects of vitamin D supplementation combined with suspended lumbar and abdominal muscle training on rehabilitation and bone metabolism indexes in patients with OVCF after surgery
Guangjian WANG ; Shaoling SUN ; Shaowei SUN ; Weihui JIANG ; Yubin LIU
Chinese Journal of Endocrine Surgery 2025;19(1):101-105
Objective:To explore the effects of vitamin D supplementation combined with suspended lumbar abdominal muscle training on rehabilitation and bone metabolism indexes of patients after OVCF.Methods:A total of 140 patients with osteoporotic vertebral compression fractures (OVCF) treated at Yantaishan Hospital from Jun. 2021 to Jun. 2024 were included in this study. Patients were randomly assigned to a control group and an observation group using a random number table, with 70 patients in each group. The control group received suspension lumbar and abdominal muscle training, while the observation group received vitamin D supplementation combined with suspension lumbar and abdominal muscle training. Outcomes evaluated included VAS scores, Oswestry Disability Index (ODI) , Cobb Angle, lumboabdominal muscle strength, and serum levels of 25-hydroxyvitamin D [25 (OH) D], bone mineral density T value, and bone metabolism markers [serum osteocalcin (OC) , calcitonin (CT) , total type I collagen amino-terminal propeptide (tPINP) , type I collagen carboxy-terminal peptide β special sequence (β-CTX) , intact parathyroid hormone (iPTH) , and bone-specific alkaline phosphatase (BALP) ] measured by chemiluminescence.Results:In comparison with the control group, the VAS and ODI scores in the observation group were lower after treatment ( t=13.66, t=9.87, P < 0.05) . Compared to the control group, the lumbar muscle strength score of the observation group, the 25 (OH) D level and bone mineral density T value was higher after treatment ( t=57.63, t=6.64, t=5.01, P < 0.05) , and the Cobb Angle was smaller ( t=9.21, P < 0.05) .Compared with the control group, the bone metabolism indexes OC, CT, tPINP, and BALP were higher in the observation group after treatment ( t=4.21, t=3.05, t=2.66, t=3.16, P < 0.05) , while the iPTH and β-CTX were lower ( t=7.28, t=3.50, P < 0.05) . Conclusions:Vitamin D supplementation combined with suspended lumbar and abdominal muscle training can promote postoperative rehabilitation of OVCF patients and improve the level of bone metabolism indexes after surgery.
4.Effects of vitamin D supplementation combined with suspended lumbar and abdominal muscle training on rehabilitation and bone metabolism indexes in patients with OVCF after surgery
Guangjian WANG ; Shaoling SUN ; Shaowei SUN ; Weihui JIANG ; Yubin LIU
Chinese Journal of Endocrine Surgery 2025;19(1):101-105
Objective:To explore the effects of vitamin D supplementation combined with suspended lumbar abdominal muscle training on rehabilitation and bone metabolism indexes of patients after OVCF.Methods:A total of 140 patients with osteoporotic vertebral compression fractures (OVCF) treated at Yantaishan Hospital from Jun. 2021 to Jun. 2024 were included in this study. Patients were randomly assigned to a control group and an observation group using a random number table, with 70 patients in each group. The control group received suspension lumbar and abdominal muscle training, while the observation group received vitamin D supplementation combined with suspension lumbar and abdominal muscle training. Outcomes evaluated included VAS scores, Oswestry Disability Index (ODI) , Cobb Angle, lumboabdominal muscle strength, and serum levels of 25-hydroxyvitamin D [25 (OH) D], bone mineral density T value, and bone metabolism markers [serum osteocalcin (OC) , calcitonin (CT) , total type I collagen amino-terminal propeptide (tPINP) , type I collagen carboxy-terminal peptide β special sequence (β-CTX) , intact parathyroid hormone (iPTH) , and bone-specific alkaline phosphatase (BALP) ] measured by chemiluminescence.Results:In comparison with the control group, the VAS and ODI scores in the observation group were lower after treatment ( t=13.66, t=9.87, P < 0.05) . Compared to the control group, the lumbar muscle strength score of the observation group, the 25 (OH) D level and bone mineral density T value was higher after treatment ( t=57.63, t=6.64, t=5.01, P < 0.05) , and the Cobb Angle was smaller ( t=9.21, P < 0.05) .Compared with the control group, the bone metabolism indexes OC, CT, tPINP, and BALP were higher in the observation group after treatment ( t=4.21, t=3.05, t=2.66, t=3.16, P < 0.05) , while the iPTH and β-CTX were lower ( t=7.28, t=3.50, P < 0.05) . Conclusions:Vitamin D supplementation combined with suspended lumbar and abdominal muscle training can promote postoperative rehabilitation of OVCF patients and improve the level of bone metabolism indexes after surgery.
5.The influence of proximal projection on the efficacy of minimally invasive osteotomy for mild to moderate hallux valgus
Jieyuan ZHANG ; Shaoling FU ; Cheng WANG ; Fan YANG ; Jiazheng WANG ; Chenglin WU ; Zhongmin SHI
Chinese Journal of Orthopaedics 2025;45(3):172-179
Objective:To evaluate the clinical efficacy of minimally invasive Chevron-Akin osteotomy (MICA) in the treatment of mild to moderate hallux valgus without addressing the proximal projection.Methods:A retrospective analysis was conducted on 31 patients with unilateral mild to moderate hallux valgus who underwent third-generation MICA surgery at Shanghai Sixth People's Hospital from January 2019 to June 2020. Among these patients, 2 were male and 29 were female, with an average age of 41.13±7.8 years (range: 21-64 years). A total of 12 patients had mild hallux valgus, while 19 patients had moderate hallux valgus. The average body mass index (BMI) was 24.37±1.28 kg/m 2 (range: 22.06-26.13 kg/m 2). Preoperative and postoperative foot X-rays were taken at multiple time points, including 1 day, 1.5 months, 3 months, 12 months, and 24 months after surgery. These X-rays were used to assess the medial eminence width (MEW) of the first metatarsal head, the proximal medial projection width (PMRW) of the first metatarsal, the hallux valgus angle (HVA), the intermetatarsal angle (IMA), and the distal metatarsal articular angle (DMAA). Functional improvements and pain relief were evaluated using the American Orthopaedic Foot and Ankle Society (AOFAS) forefoot score and the visual analogue scale (VAS). Results:All 31 patients completed an average follow-up period of 25.67±2.35 months (range: 24-31 months). The average operation time was 39.55±7.31 minutes (range: 32-46 minutes). The number of intraoperative fluoroscopy exposures averaged 16.23±2.38 times (range: 13-21 times). At the two-year follow-up, significant improvements were observed in all measured parameters when compared to preoperative values ( P<0.05). The HVA decreased from 35.18°±3.59° before surgery to 10.93°±0.90° after surgery. The IMA was reduced from 11.47°±0.85° to 6.94°±0.65°, and the DMAA decreased from 15.24°±1.13° to 4.31°±0.56°. The MEW decreased from 4.07±0.70 mm to 0.13±0.11 mm. The PMRW, which was measured at one day postoperatively and at the two-year follow-up, decreased from 3.44±0.66 mm to 0.19±0.11 mm. Functional assessments also showed significant improvements ( P<0.05). The AOFAS forefoot score increased from 57.42±3.93 before surgery to 89.52±3.46 at the two-year follow-up. Pain levels, as assessed by the VAS, decreased from 5.68±1.11 preoperatively to 0.77±0.50 postoperatively. At the two-year follow-up, 97% of patients reported excellent satisfaction with the surgical outcome. During the follow-up period, complications included mild numbness around the wound in two cases, metatarsophalangeal joint stiffness in one case, and hallux valgus recurrence in one case, accounting for 3% of the cohort. Conclusion:Third-generation MICA without addressing the proximal projection is an effective procedure for correcting mild to moderate hallux valgus. This technique significantly improves foot function, reduces pain, and leads to high levels of patient satisfaction.
6.Effects of sampling methods on evaluating post-treatment pathological response in resected non-small cell lung cancer specimens with diameter greater than 3 cm
Huifang LIU ; Yan HUANG ; Junhong GUO ; Shaoling LI ; Jielu LIN ; Shengnan ZHAO ; Xiaofeng XIE ; Ranyue WANG ; Jie KONG ; Jianjun LI ; Likun HOU ; Chunyan WU
Chinese Journal of Pathology 2025;54(5):463-469
Objective:To investigate the effects of sampling methods on pathological assessment of resected non-small cell lung cancer (NSCLC) specimen with tumor maximum diameter >3 cm after neoadjuvant therapy.Methods:NSCLC patients with a large tumor (diameter >3 cm) that were resected after neoadjuvant therapy from June 2020 to July 2023 were retrospectively collected in the Department of Pathology, Shanghai Pulmonary Hospital, Shanghai, China. Sampling methods of the tumor bed were performed in accordance with the international and Chinese experts recommendations for resection specimens following neoadjuvant therapy (recommended sampling method, RSM), and all remaining tumor bed lesions were completely sampled after recommended sampling (complete sampling method, CSM). The difference of pathological response assessment of residual viable tumor (RVT) between RSM and CSM was examined.Results:A total of 90 cases were identified and analyzed, including 39 cases of squamous cell carcinoma and 51 cases of adenocarcinoma, treated with neoadjuvant therapy including chemotherapy in 22 cases (24.4%), targeted therapy in 14 cases (15.6%), and chemoimmunotherapy in 54 cases (60.0%). There were 62 males and 28 females with an average age of (62.7±17.9) years. The average tumor maximum diameter was 4.3 cm (range, 3.1-8.0 cm). The average number of sampled blocks was 8 blocks (range, 5 to 16) and 15 blocks (range, 8 to 36) per case by RSM and CSM, respectively. According to the definition of major pathological response (MPR) in which RVT is ≤10%, the numbers of patients with MPR were 34 cases by RSM and 30 cases by CSM, respectively. Four cases showed inconsistent RVT between the two methods, including one case of squamous cell carcinoma and three cases of adenocarcinoma. The RVT of the four inconsistent cases was 7%, 7%, 5% and 9% (MPR by RSM), and 15%, 15%, 15% and 20% (non-MPR by CSM), respectively. The kappa values of MPR consistency evaluated by the two sampling methods were 0.893 for all cases, 0.906 for squamous cell carcinoma cases and 0.751 for adenocarcinoma cases. According to MPR cut-off of 65% for invasive primary adenocarcinoma, 24 cases and 20 cases achieved MPR by RSM and CSM, respectively. Of the four inconsistent cases, the RVT by RSM was 60% in three cases and 65% in one case (MPR), whereas the RVT by CSM was 70% in three cases and 75% in one case (non-MPR). The kappa value of the two sampling methods was 0.741.Conclusions:There is high consistency between RSM and CSM in the pathological assessment of post-treatment responses in resected NSCLC specimens with tumor maximum diameter larger than 3 cm. When the percentage of RVT cells is close to MPR, re-evaluation of the specimen is required and CSM may be necessary to accurately evaluate the degree of pathological remission, assist in clinical postoperative treatment, and predict patient prognosis.
7.Effects of sampling methods on evaluating post-treatment pathological response in resected non-small cell lung cancer specimens with diameter greater than 3 cm
Huifang LIU ; Yan HUANG ; Junhong GUO ; Shaoling LI ; Jielu LIN ; Shengnan ZHAO ; Xiaofeng XIE ; Ranyue WANG ; Jie KONG ; Jianjun LI ; Likun HOU ; Chunyan WU
Chinese Journal of Pathology 2025;54(5):463-469
Objective:To investigate the effects of sampling methods on pathological assessment of resected non-small cell lung cancer (NSCLC) specimen with tumor maximum diameter >3 cm after neoadjuvant therapy.Methods:NSCLC patients with a large tumor (diameter >3 cm) that were resected after neoadjuvant therapy from June 2020 to July 2023 were retrospectively collected in the Department of Pathology, Shanghai Pulmonary Hospital, Shanghai, China. Sampling methods of the tumor bed were performed in accordance with the international and Chinese experts recommendations for resection specimens following neoadjuvant therapy (recommended sampling method, RSM), and all remaining tumor bed lesions were completely sampled after recommended sampling (complete sampling method, CSM). The difference of pathological response assessment of residual viable tumor (RVT) between RSM and CSM was examined.Results:A total of 90 cases were identified and analyzed, including 39 cases of squamous cell carcinoma and 51 cases of adenocarcinoma, treated with neoadjuvant therapy including chemotherapy in 22 cases (24.4%), targeted therapy in 14 cases (15.6%), and chemoimmunotherapy in 54 cases (60.0%). There were 62 males and 28 females with an average age of (62.7±17.9) years. The average tumor maximum diameter was 4.3 cm (range, 3.1-8.0 cm). The average number of sampled blocks was 8 blocks (range, 5 to 16) and 15 blocks (range, 8 to 36) per case by RSM and CSM, respectively. According to the definition of major pathological response (MPR) in which RVT is ≤10%, the numbers of patients with MPR were 34 cases by RSM and 30 cases by CSM, respectively. Four cases showed inconsistent RVT between the two methods, including one case of squamous cell carcinoma and three cases of adenocarcinoma. The RVT of the four inconsistent cases was 7%, 7%, 5% and 9% (MPR by RSM), and 15%, 15%, 15% and 20% (non-MPR by CSM), respectively. The kappa values of MPR consistency evaluated by the two sampling methods were 0.893 for all cases, 0.906 for squamous cell carcinoma cases and 0.751 for adenocarcinoma cases. According to MPR cut-off of 65% for invasive primary adenocarcinoma, 24 cases and 20 cases achieved MPR by RSM and CSM, respectively. Of the four inconsistent cases, the RVT by RSM was 60% in three cases and 65% in one case (MPR), whereas the RVT by CSM was 70% in three cases and 75% in one case (non-MPR). The kappa value of the two sampling methods was 0.741.Conclusions:There is high consistency between RSM and CSM in the pathological assessment of post-treatment responses in resected NSCLC specimens with tumor maximum diameter larger than 3 cm. When the percentage of RVT cells is close to MPR, re-evaluation of the specimen is required and CSM may be necessary to accurately evaluate the degree of pathological remission, assist in clinical postoperative treatment, and predict patient prognosis.
8.Correlation of conventional ultrasound and contrast-enhanced ultrasound features with invasive histological features in T 1a clear cell renal cell carcinoma
Jinghua NIU ; Shaoling YUAN ; Yan ZHANG ; Xinyang GUO ; Jinfeng WANG
Cancer Research and Clinic 2025;37(6):445-450
Objective:To explore the correlation between conventional ultrasound and contrast-enhanced ultrasound features and invasive histological features of T 1a clear cell renal cell carcinoma (ccRCC). Methods:A retrospective case series study was conducted. Sixty-seven T 1a ccRCC patients who were admitted to Shanxi Province Cancer Hospital from May 2018 to August 2023 were selected. According to the World Health Organization (WHO)/International Society of Urology and Pathology (ISUP) renal tumor grading system, the patients were divided into the low-grade group (WHO/ISUP grades 1-2, 53 cases) and the high-grade group (WHO/ISUP grades 3-4, 14 cases). The conventional ultrasound and contrast-enhanced ultrasound characteristics of two groups of patients were compared. Multivariate logistic regression model was used to analyze the independent factors of conventional ultrasound and contrast-enhanced ultrasound related to T 1a ccRCC with WHO/ISUP high grade. Results:There were no statistically significant differences in clinical characteristics between the two groups of patients (all P > 0.05). In conventional ultrasound examination, the proportion of patients with tumor exophytic rate <50% in the high-grade group was higher than that in the low-grade group [64.3% (9/14) vs. 34.0% (18/53)], and the difference was statistically significant ( χ2 = 4.23, P = 0.040); there were no statistically significant differences in the distribution of patients with different tumor maximum diameter, laterality, polarity, depth, echo, boundary, and shape between the two groups (all P > 0.05). In contrast-enhanced ultrasound examination, the proportion of patients lack of pseudocapsule sign in the high-grade group was higher than that in the low-grade group [57.1% (8/14) vs. 24.5% (13/53)], and the difference was statistically significant ( χ2 = 4.06, P = 0.044); there were no statistically significant differences in the distribution of patients with different perfusion mode, enhancement degree, enhancement uniformity, and regression mode between the two groups (all P > 0.05). Multivariate logistic regression analysis showed that the conventional ultrasound tumor exophytic rate < 50% (compared to exophytic rate ≥ 50%, OR = 3.732, 95% CI: 1.019-13.664, P = 0.047) and the absence of pseudocapsule sign (compared to the presence of pseudocapsule sign, OR = 4.357, 95% CI: 1.201-15.804, P = 0.025) on contrast-enhanced ultrasound were independent risk factors for high-grade T 1a ccRCC. Conclusions:T 1a ccRCC with the exophytic rate <50% and absence of pseudocapsule sign may have invasive histological features.
9.Epidemiology, molecular characteristics and antibiotic susceptibility analysis of Neisseria meningitidis serogroup Y in Hainan Province
WANG Shaoling ; HUANG Yajing ; LI Dandan
China Tropical Medicine 2024;24(10):1238-
Objective To understand the epidemiology, molecular characteristics, and antibiotic susceptibility analysis of Neisseria meningitidis serogroup Y (NmY) in Hainan Province, and to provide a scientific basis for the prevention, control, and therapy of meningococcal disease caused by NmY. Methods Blood samples from two patients with meningitis discovered in Haikou City in May 2022, as well as swab samples from close contacts, were subjected to Nm isolation and culture. Species identification of the suspected Nm isolates was performed using biochemical tests and conventional polymerase chain reaction. The serogroups and genogroups of Nm isolates were determined by slide agglutination and real-time PCR, respectively. Whole genome sequencing and analysis were performed on seven Nm isolates. The susceptibility to thirteen antibiotics was tested using E-test. Results Both patients were teenagers. A total of seven Nm strains were obtained from the patients and their close contacts, with two strains from the patients and five from the close contacts. The serogrouping results were consistent with the gene grouping results, all identifying the isolates as serogroup Y Nm. The GC content of all NmY isolates ranged from 51.84% to 51.86%, and all isolates belonged to sequence type ST-1655, which is part of the ST-23 clonal complex. The types of outer membrane proteins of all isolates were identical porA (P1.5-1,10-1), porB (3-117), and fetA (F4-1). The sequences of antibiotic-related genes of all isolates were identical. The isolates were all susceptible to penicillin, ampicillin, cefotaxime, ceftriaxone, meropenem, chloramphenicol, azithromycin, minocycline, rifampicin, ciprofloxacin, nalidixic acid, and levofloxacin, but resistant to trimethoprim-sulfamethoxazole. Conclusions Cases of infection with ST-1 655 serogroup Y N.meningitides have been identified in Hainan Province. It is necessary to strengthen the surveillance of meningococcal disease and promote the meningococcal ACWY quadrivalent meningococcal vaccine to prevent meningococcal disease caused by NmY.
10.Quantitative Expression of Latent Disease Factors in Individuals Associated with Psychopathology Dimensions and Treatment Response.
Shaoling ZHAO ; Qian LV ; Ge ZHANG ; Jiangtao ZHANG ; Heqiu WANG ; Jianmin ZHANG ; Meiyun WANG ; Zheng WANG
Neuroscience Bulletin 2024;40(11):1667-1680
Psychiatric comorbidity is common in symptom-based diagnoses like autism spectrum disorder (ASD), attention/deficit hyper-activity disorder (ADHD), and obsessive-compulsive disorder (OCD). However, these co-occurring symptoms mediated by shared and/or distinct neural mechanisms are difficult to profile at the individual level. Capitalizing on unsupervised machine learning with a hierarchical Bayesian framework, we derived latent disease factors from resting-state functional connectivity data in a hybrid cohort of ASD and ADHD and delineated individual associations with dimensional symptoms based on canonical correlation analysis. Models based on the same factors generalized to previously unseen individuals in a subclinical cohort and one local OCD database with a subset of patients undergoing neurosurgical intervention. Four factors, identified as variably co-expressed in each patient, were significantly correlated with distinct symptom domains (r = -0.26-0.53, P < 0.05): behavioral regulation (Factor-1), communication (Factor-2), anxiety (Factor-3), adaptive behaviors (Factor-4). Moreover, we demonstrated Factor-1 expressed in patients with OCD and Factor-3 expressed in participants with anxiety, at the degree to which factor expression was significantly predictive of individual symptom scores (r = 0.18-0.5, P < 0.01). Importantly, peri-intervention changes in Factor-1 of OCD were associated with variable treatment outcomes (r = 0.39, P < 0.05). Our results indicate that these data-derived latent disease factors quantify individual factor expression to inform dimensional symptom and treatment outcomes across cohorts, which may promote quantitative psychiatric diagnosis and personalized intervention.
Humans
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Male
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Female
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Attention Deficit Disorder with Hyperactivity
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Obsessive-Compulsive Disorder
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Adult
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Autism Spectrum Disorder
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Bayes Theorem
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Adolescent
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Young Adult
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Magnetic Resonance Imaging
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Middle Aged
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Child
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Brain/metabolism*
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Cohort Studies
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Comorbidity

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