1.Expression of TLDC2 in colorectal adenocarcinoma and its clinical significance
Junyi FENG ; Jing MA ; Danhui ZHAO ; Yingmei WANG ; Junhui QIN ; Juan DU ; Zhe WANG ; Shuangping GUO
Chinese Journal of Clinical and Experimental Pathology 2025;41(10):1273-1280
Purpose This study aimed to investigate the expression and clinical significance of TLDC2 in colorec-tal adenocarcinoma.Methods Data from the human protein atlas(HPA)and the cancer genome atlas(TCGA)indi-cated that TLDC2 was highly expressed in colorectal adenocarcinoma.We further analyzed the expression of TLDC2 in 400 colorectal adenocarcinomas and 447 other solid tumors using tissue microarrays and immunohistochemical(IHC)staining.Result The positive expression rate of TLDC2 was significantly higher than that of SATB2 in colorectal ade-nocarcinomas(96.5%vs 87.0%,P<0.000 1).TLDC2 positivity exceeded that of SATB2 in both low-or high-grade colorectal adenocarcinoma(99.4%vs 88.7%,P<0.000 1;83.3%vs 79.2%,P=0.669 9).In addition,the expression of TLDC2 and SATB2 was evaluated in 447 cases of other types of solid tumors.TLDC2 was expressed in neuroendocrine tumors as well as in gastric and appendiceal adenocarcinomas,whereas SATB2 was detected in a small number of melanomas,ovarian cancers,breast cancers and gallbladder cancers.The positive and specificity of TLDC2 for colorectal adenocarcinoma were 97%(95%CI=0.94-0.98)and 85%(95%CI=0.81-0.88),respectively.Combined detection of TLDC2 and SATB2 yielded a sensitivity of 96%(95%CI=0.93-0.97)and a specificity of 93%(95%CI=0.90-0.95).Conclusion Analysis of large-scale datasets and IHC staining demonstrated that TLDC2 is a highly sensitive and specific biomarker for colorectal adenocarcinoma.
2.Deep learning-based fusion of color and spectral features from hyperspectral imaging for the origin identification of Salvia miltiorrhiza
Bai RUIBIN ; Xiong FENG ; Wang HUI ; Luan MEIQI ; Zhou JUNHUI ; Wan XIUFU ; Zhao ZIHAN ; Zhang XIAOBO ; Zhang CHU ; Yang JIAN
Science of Traditional Chinese Medicine 2025;3(3):250-258
Background:Salvia miltiorrhiza Bunge,commonly known as"Danshen"in China due to the distinctive red color of its roots,is one of the most widely used traditional Chinese medicines.It is cultivated in various regions across China,and environmental differences among these regions can affect the secondary metabolites of plants,thereby influencing the quality of S.miltiorrhiza.In recent years,increasing demand for S.miltiorrhiza has exacerbated the problem of origin fraud.Therefore,ensuring the authenticity of its geo-graphical origin is crucial for the sustainable development of the industry.Objective:The red coloration of S.miltiorrhiza is closely associated with the content of its primary active compounds,particularly tanshinones.Therefore,both its internal chemical composition and external color characteristics serve as key indicators for quality assessment.This study utilized hyperspectral imaging technology to evaluate its potential in classifying the geographical origin of S.miltiorrhiza.Methods:Spectral data reflecting the internal chemical properties of S.miltiorrhiza were integrated with color information represent-ing its external features through 3 levels of data fusion.These fused datasets were then combined with deep learning algorithms to achieve accurate origin classification.Results:The results demonstrated that the Transformer model combined with soft-voting decision-level fusion achieved the highest classification accuracy of 98.72%by integrating image color and short-wave infrared spectral data.Conclusion:This study demonstrates that integrating hyperspectral imaging spectral data with color information provides a reliable and innovative approach for verifying the authenticity and traceability of S.miltiorrhiza.
3.Clinical application effects of free transplantation of lobulated inguinal flaps
Wei ZHANG ; Weidong ZHANG ; Junhui XU ; Lan CHEN ; Xiang GONG ; Feng LIU ; Jinxiu ZHOU ; Fei YANG ; Weiguo XIE
Chinese Journal of Burns 2025;41(1):36-44
Objective:To investigate the clinical application effects of free transplantation of lobulated inguinal flaps.Methods:This study was a retrospective observational study. From July 2019 to April 2024, 34 patients with skin defect wounds whose wounds in one part met the inclusion criteria were admitted to Tongren Hospital of Wuhan University & Wuhan Third Hospital, including 28 males and 6 females, aged 26 to 59 years. The wound area in the recipient area ranged from 3.0 cm×2.0 cm to 25.0 cm×20.0 cm. The lobulated inguinal flap pedicled with the branch of the superficial circumflex iliac artery were obtained in 19 patients, and the lobulated inguinal flap pedicled with the main artery of the superficial circumflex iliac artery and the superficial inferior epigastric artery were obtained in 15 patients. The total area of the flaps ranged from 6.0 cm×2.2 cm to 27.0 cm×23.0 cm. The flaps were divided into 2 to 4 lobes, and the area of each lobe ranged from 2.0 cm×1.0 cm to 17.0 cm×12.0 cm. Each lobe of the flaps was reassembled, spliced, or directly transplanted onto the wounds, and the donor wounds were sutured in layers. The survival of each lobe of the flaps and wound healing in the recipient and donor areas were observed, and the wound recovery in the recipient and donor areas were followed up. At the last follow-up, the patient's satisfaction with the efficacy was assessed by 5-grade Likert scale.Results:A small amount of necrosis appeared in the tip of one lobe of the flaps in 4 patients after surgery, which healed after trimming. The flaps of the remaining 30 patients survived. The wounds in the recipient areas healed smoothly. There was a small amount of necrosis at the suture edge of the donor areas in 3 patients, which healed after local trimming and dressing change. The donor wounds healed well in the remaining 31 patients. During the follow-up of 6 to 42 months, all the recipient wounds were well repaired, and the shape of the donor areas was good. At the last follow-up, 15 patients were very satisfied with the efficacy, 15 were relatively satisfied, and 4 were generally satisfied.Conclusions:Through preoperative ultrasonic examination and positioning, the inguinal flap is designed according to the course of blood vessels and lobulated with the branch of the superficial circumflex iliac artery or the main artery of the superficial circumflex iliac artery and the superficial inferior epigastric artery as the pedicles. The anatomical process is reliable and the blood flow of the flap after being lobulated is rich, which can meet the repair needs of various skin defect wounds. The repair effect is good, and the damage in the donor area is small, which is worthy of promotion.
4.Deep learning-based fusion of color and spectral features from hyperspectral imaging for the origin identification of Salvia miltiorrhiza
Ruibin BAI ; Feng XIONG ; Hui WANG ; Meiqi LUAN ; Junhui ZHOU ; Xiufu WAN ; Zihan ZHAO ; Xiaobo ZHANG ; Chu ZHANG ; Jian YANG
Science of Traditional Chinese Medicine 2025;3(3):250-258
Background: Salvia miltiorrhiza Bunge, commonly known as “Danshen” in China due to the distinctive red color of its roots, is one of the most widely used traditional Chinese medicines. It is cultivated in various regions across China, and environmental differences among these regions can affect the secondary metabolites of plants, thereby influencing the quality of S. miltiorrhiza. In recent years, increasing demand for S. miltiorrhiza has exacerbated the problem of origin fraud. Therefore, ensuring the authenticity of its geographical origin is crucial for the sustainable development of the industry. Objective: The red coloration of S. miltiorrhiza is closely associated with the content of its primary active compounds, particularly tanshinones. Therefore, both its internal chemical composition and external color characteristics serve as key indicators for quality assessment. This study utilized hyperspectral imaging technology to evaluate its potential in classifying the geographical origin of S. miltiorrhiza. Methods: Spectral data reflecting the internal chemical properties of S. miltiorrhiza were integrated with color information representing its external features through 3 levels of data fusion. These fused datasets were then combined with deep learning algorithms to achieve accurate origin classification. Results: The results demonstrated that the Transformer model combined with soft-voting decision-level fusion achieved the highest classification accuracy of 98.72% by integrating image color and short-wave infrared spectral data. Conclusion: This study demonstrates that integrating hyperspectral imaging spectral data with color information provides a reliable and innovative approach for verifying the authenticity and traceability of S. miltiorrhiza.
5.Deep learning-based fusion of color and spectral features from hyperspectral imaging for the origin identification of Salvia miltiorrhiza
Bai RUIBIN ; Xiong FENG ; Wang HUI ; Luan MEIQI ; Zhou JUNHUI ; Wan XIUFU ; Zhao ZIHAN ; Zhang XIAOBO ; Zhang CHU ; Yang JIAN
Science of Traditional Chinese Medicine 2025;3(3):250-258
Background:Salvia miltiorrhiza Bunge,commonly known as"Danshen"in China due to the distinctive red color of its roots,is one of the most widely used traditional Chinese medicines.It is cultivated in various regions across China,and environmental differences among these regions can affect the secondary metabolites of plants,thereby influencing the quality of S.miltiorrhiza.In recent years,increasing demand for S.miltiorrhiza has exacerbated the problem of origin fraud.Therefore,ensuring the authenticity of its geo-graphical origin is crucial for the sustainable development of the industry.Objective:The red coloration of S.miltiorrhiza is closely associated with the content of its primary active compounds,particularly tanshinones.Therefore,both its internal chemical composition and external color characteristics serve as key indicators for quality assessment.This study utilized hyperspectral imaging technology to evaluate its potential in classifying the geographical origin of S.miltiorrhiza.Methods:Spectral data reflecting the internal chemical properties of S.miltiorrhiza were integrated with color information represent-ing its external features through 3 levels of data fusion.These fused datasets were then combined with deep learning algorithms to achieve accurate origin classification.Results:The results demonstrated that the Transformer model combined with soft-voting decision-level fusion achieved the highest classification accuracy of 98.72%by integrating image color and short-wave infrared spectral data.Conclusion:This study demonstrates that integrating hyperspectral imaging spectral data with color information provides a reliable and innovative approach for verifying the authenticity and traceability of S.miltiorrhiza.
6.Expression of TLDC2 in colorectal adenocarcinoma and its clinical significance
Junyi FENG ; Jing MA ; Danhui ZHAO ; Yingmei WANG ; Junhui QIN ; Juan DU ; Zhe WANG ; Shuangping GUO
Chinese Journal of Clinical and Experimental Pathology 2025;41(10):1273-1280
Purpose This study aimed to investigate the expression and clinical significance of TLDC2 in colorec-tal adenocarcinoma.Methods Data from the human protein atlas(HPA)and the cancer genome atlas(TCGA)indi-cated that TLDC2 was highly expressed in colorectal adenocarcinoma.We further analyzed the expression of TLDC2 in 400 colorectal adenocarcinomas and 447 other solid tumors using tissue microarrays and immunohistochemical(IHC)staining.Result The positive expression rate of TLDC2 was significantly higher than that of SATB2 in colorectal ade-nocarcinomas(96.5%vs 87.0%,P<0.000 1).TLDC2 positivity exceeded that of SATB2 in both low-or high-grade colorectal adenocarcinoma(99.4%vs 88.7%,P<0.000 1;83.3%vs 79.2%,P=0.669 9).In addition,the expression of TLDC2 and SATB2 was evaluated in 447 cases of other types of solid tumors.TLDC2 was expressed in neuroendocrine tumors as well as in gastric and appendiceal adenocarcinomas,whereas SATB2 was detected in a small number of melanomas,ovarian cancers,breast cancers and gallbladder cancers.The positive and specificity of TLDC2 for colorectal adenocarcinoma were 97%(95%CI=0.94-0.98)and 85%(95%CI=0.81-0.88),respectively.Combined detection of TLDC2 and SATB2 yielded a sensitivity of 96%(95%CI=0.93-0.97)and a specificity of 93%(95%CI=0.90-0.95).Conclusion Analysis of large-scale datasets and IHC staining demonstrated that TLDC2 is a highly sensitive and specific biomarker for colorectal adenocarcinoma.
7.Clinical application effects of free transplantation of lobulated inguinal flaps
Wei ZHANG ; Weidong ZHANG ; Junhui XU ; Lan CHEN ; Xiang GONG ; Feng LIU ; Jinxiu ZHOU ; Fei YANG ; Weiguo XIE
Chinese Journal of Burns 2025;41(1):36-44
Objective:To investigate the clinical application effects of free transplantation of lobulated inguinal flaps.Methods:This study was a retrospective observational study. From July 2019 to April 2024, 34 patients with skin defect wounds whose wounds in one part met the inclusion criteria were admitted to Tongren Hospital of Wuhan University & Wuhan Third Hospital, including 28 males and 6 females, aged 26 to 59 years. The wound area in the recipient area ranged from 3.0 cm×2.0 cm to 25.0 cm×20.0 cm. The lobulated inguinal flap pedicled with the branch of the superficial circumflex iliac artery were obtained in 19 patients, and the lobulated inguinal flap pedicled with the main artery of the superficial circumflex iliac artery and the superficial inferior epigastric artery were obtained in 15 patients. The total area of the flaps ranged from 6.0 cm×2.2 cm to 27.0 cm×23.0 cm. The flaps were divided into 2 to 4 lobes, and the area of each lobe ranged from 2.0 cm×1.0 cm to 17.0 cm×12.0 cm. Each lobe of the flaps was reassembled, spliced, or directly transplanted onto the wounds, and the donor wounds were sutured in layers. The survival of each lobe of the flaps and wound healing in the recipient and donor areas were observed, and the wound recovery in the recipient and donor areas were followed up. At the last follow-up, the patient's satisfaction with the efficacy was assessed by 5-grade Likert scale.Results:A small amount of necrosis appeared in the tip of one lobe of the flaps in 4 patients after surgery, which healed after trimming. The flaps of the remaining 30 patients survived. The wounds in the recipient areas healed smoothly. There was a small amount of necrosis at the suture edge of the donor areas in 3 patients, which healed after local trimming and dressing change. The donor wounds healed well in the remaining 31 patients. During the follow-up of 6 to 42 months, all the recipient wounds were well repaired, and the shape of the donor areas was good. At the last follow-up, 15 patients were very satisfied with the efficacy, 15 were relatively satisfied, and 4 were generally satisfied.Conclusions:Through preoperative ultrasonic examination and positioning, the inguinal flap is designed according to the course of blood vessels and lobulated with the branch of the superficial circumflex iliac artery or the main artery of the superficial circumflex iliac artery and the superficial inferior epigastric artery as the pedicles. The anatomical process is reliable and the blood flow of the flap after being lobulated is rich, which can meet the repair needs of various skin defect wounds. The repair effect is good, and the damage in the donor area is small, which is worthy of promotion.
8.Strategies and clinical effects of free tissue flaps in repairing massive destructive burn wounds
Wei ZHANG ; Weidong ZHANG ; Lan CHEN ; Weiguo XIE ; Fei YANG ; Junhui XU ; Feng LIU
Chinese Journal of Burns 2024;40(9):818-827
Objective:To investigate the strategies and clinical effects of free tissue flaps in repairing massive destructive burn wounds.Methods:This study was a retrospective observational study. From June 2014 to October 2023, 51 burn patients with 53 massive destructive burn wounds which met the inclusion criteria were admitted to Tongren Hospital of Wuhan University & Wuhan Third Hospital, including 47 males and 4 females, aged 21 to 77 years. After debridement, the wound area needed to be repaired by tissue flaps ranged from 20.0 cm×12.5 cm to 50.0 cm×15.0 cm. Emergency, early, or delayed transplantation of tissue flaps was performed to repair the wounds. Six head, face, and neck wounds, 5 upper limb wounds, and 1 lower limb wound were repaired with latissimus dorsi myocutaneous flaps. Eleven upper limb wounds and 6 lower limb wounds were repaired with anterolateral thigh flaps. Seven upper limb wounds, 5 lower limb wounds, and 2 face and neck wounds were repaired with paraumbilical perforator flaps. One lower limb wound was repaired with lower abdominal flap. Two face and neck wounds, 2 upper limb wounds, and 1 lower limb wound were repaired with inguinal flaps. One upper limb wound was repaired with scapular flap. One trunk wound was repaired with the "fillet flap" from the abandoned upper limb after amputation. Three head, face, and neck wounds, 3 lower limb wounds, and 1 upper limb wound were repaired with omental flaps. Four wounds were repaired by combined transplantation of the above-mentioned tissue flaps. Three wounds were repaired by fractional transplantation of the above-mentioned tissue flaps. The size of a single harvested tissue flap ranged from 15.0 cm×5.0 cm to 45.0 cm×25.0 cm. The arterial and venous anastomoses were added as the circumstances might require to improve tissue flap circulation. The wounds in the flap donor sites were sutured directly or repaired by split-thickness skin grafts from head. The general condition of patients during treatment was recorded. After surgery, the survival of tissue flaps, the healing of wounds in the recipient sites, limb salvage, the healing of wounds in the flap donor sites, and the survival of skin grafts were observed. The healing of wounds in the recipient sites was observed during follow-up. At the last follow-up, the upper limb function after successful limb salvage was evaluated by the Arm, Shoulder, and Hand Disability Scoring Scale, the weight-bearing walking ability of patients with successful lower limb salvage was evaluated by the Holden walking ability classification, and the patient's satisfaction with the efficacy was assessed by 5-grade Likert scale.Results:During treatment, one case with electrical burn of the head suffered from aggravated cerebral edema, cerebral hernia and coma recurred. After dehydration, hormone therapy, and so on, the patient recovered and incomplete hemiplegia on the right limb was left. The shock symptoms of 4 patients got worse, which were gradually controlled after anti-shock with fluid supplement and colloid injection. One patient developed hemorrhagic shock after tissue flap transplantation, which was corrected by fluid infusion and red blood cell suspension transfusion. Vascular crisis occurred in 3 tissue flaps after surgery, of which 2 survived and 1 eventually became necrotic after exploration. Partial necrosis occurred in 2 tissue flaps and slight necrosis occurred at the edge of 5 tissue flaps, which all healed after tissue flap trimming, vacuum sealing drainage (VSD), and skin grafting treatment. All the other tissue flaps survived. There were 12 recipient wounds with residual necrotic tissue after surgery, which healed after debridement, VSD, and skin grafting treatment. The remaining 41 wounds healed well. Among the 40 limb wounds of 39 patients, 5 patients had 3 upper limb and 2 lower limb amputations. The remaining 35 limbs of 34 patients were successfully salvaged. The donor site wounds healed well, and the skin grafts survived well. During the follow-up of 6 to 52 months, all the head, face, neck, and trunk wounds were well repaired. The fester recurred in 7 limb wounds 3 to 9 months after surgery and healed after debridement, drainage, and tissue flap repair. At the last follow-up, the functional scores of 22 upper limbs after successful limb salvage ranged from 0 to 100 (with an average of 50), and the Holden walking ability classification of 12 patients with 13 lower limbs after successful limb salvage was level Ⅴ in 8 cases, level Ⅳ in 2 cases, and level Ⅲ in 2 cases. The patients were very satisfied with the efficacy in 33 cases, relatively satisfied in 12 cases, and not quite satisfied in 6 cases.Conclusions:Systematic evaluation and treatment of the whole body condition, choosing the appropriate repair time, and using appropriate tissue flaps to repair massive destructive burn wounds will help ensure the safety of treatment, improve the repair effect, and reduce the injury of donor sites, thus optimizing the repair effect.
9.Association of genetic variations in the NOS1 gene with insomnia,sleep duration and obstructive sleep apnea-related clinical quantitative traits
Haolin YUAN ; Niannian LI ; Junhui HU ; Jinhong SHEN ; Zhenfei GAO ; Jian GUAN ; Feng LIU ; Shankai YIN
Journal of Shanghai Jiaotong University(Medical Science) 2024;44(12):1490-1503
Objective·To explore the correlation between the genetic variations rs7305526 and rs11615756 of nitric oxide synthase 1(NOS1)and the human sleep traits,including insomnia,sleep duration,and clinical quantitative traits related to obstructive sleep apnea(OSA).Methods·The NOS1 gene expression pattern at the whole-brain level using the Allen Human Brain Atlas dataset was analyzed.Subsequently,we performed expression quantitative trait locus(eQTL)analysis to investigate the impact of rs7305526 and rs11615756 on NOS1 gene expression.Regression analysis was conducted to assess the associations between rs7305526 and rs11615756 with insomnia and sleep duration based on the United Kingdom Biobank(UKB)Genome-Wide Association Study(GWAS)dataset.Furthermore,we explored the relationships between rs7305526 and rs11615756 with clinical quantitative traits of OSA,such as respiratory events,oxygen levels,and sleep traits,using clinical monitoring data from the Shanghai Sleep Health Study Cohort(SSHS)based on standard polysomnography(PSG).Results·The NOS1 gene demonstrated elevated levels of expression in various brain regions crucial for regulating sleep,namely the amygdala,basal forebrain,striatum,and thalamus,as well as in the respiratory center,including the mesencephalon and pontine tegmentum.In contrast,the expression level of NOS1 gene was significantly reduced or absent in areas such as the cerebral cortex and cerebellum.Variants rs7305526 and rs11615756 were significantly negatively correlated with the expression levels of NOS1 in the cerebral cortex.Additionally,rs11615756 was also significantly negatively correlated with the expression level of NOS1 in the amygdala.Analysis of the UKB GWAS data revealed that the variant rs7305526 was not significantly associated with either insomnia or sleep duration,while rs11615756 demonstrated a noteworthy negative correlation specifically with sleep duration.Data obtained from the SSHS indicated a significant association between rs7305526 and alterations in clinical quantitative traits of OSA,including lowest pulse blood oxygen saturation(LSpO2),apnea-hypopnea index(AHI),and the ratio of non-rapid eye movement(NREM)stage 2 sleep duration.Although rs11615756 showed a notable negative correlation solely with the quantity of NREM stages 2 and 3,both rs11615756 and rs7305526 showed significant correlations with some respiratory events and oxygen traits after stratification according to the severity of OSA.Conclusion·Genetic variants of NOS1 gene are respectively associated with human sleep duration traits and OSA-related variables,suggesting that NOS1 gene plays a crucial regulatory role in human sleep and clinical quantitative traits of OSA.The regulation of sleep traits by rs7305526(C>A)is independent of its regulation of respiratory events and oxygen traits.
10.Association of genetic variations in the NOS1 gene with insomnia,sleep duration and obstructive sleep apnea-related clinical quantitative traits
Haolin YUAN ; Niannian LI ; Junhui HU ; Jinhong SHEN ; Zhenfei GAO ; Jian GUAN ; Feng LIU ; Shankai YIN
Journal of Shanghai Jiaotong University(Medical Science) 2024;44(12):1490-1503
Objective·To explore the correlation between the genetic variations rs7305526 and rs11615756 of nitric oxide synthase 1(NOS1)and the human sleep traits,including insomnia,sleep duration,and clinical quantitative traits related to obstructive sleep apnea(OSA).Methods·The NOS1 gene expression pattern at the whole-brain level using the Allen Human Brain Atlas dataset was analyzed.Subsequently,we performed expression quantitative trait locus(eQTL)analysis to investigate the impact of rs7305526 and rs11615756 on NOS1 gene expression.Regression analysis was conducted to assess the associations between rs7305526 and rs11615756 with insomnia and sleep duration based on the United Kingdom Biobank(UKB)Genome-Wide Association Study(GWAS)dataset.Furthermore,we explored the relationships between rs7305526 and rs11615756 with clinical quantitative traits of OSA,such as respiratory events,oxygen levels,and sleep traits,using clinical monitoring data from the Shanghai Sleep Health Study Cohort(SSHS)based on standard polysomnography(PSG).Results·The NOS1 gene demonstrated elevated levels of expression in various brain regions crucial for regulating sleep,namely the amygdala,basal forebrain,striatum,and thalamus,as well as in the respiratory center,including the mesencephalon and pontine tegmentum.In contrast,the expression level of NOS1 gene was significantly reduced or absent in areas such as the cerebral cortex and cerebellum.Variants rs7305526 and rs11615756 were significantly negatively correlated with the expression levels of NOS1 in the cerebral cortex.Additionally,rs11615756 was also significantly negatively correlated with the expression level of NOS1 in the amygdala.Analysis of the UKB GWAS data revealed that the variant rs7305526 was not significantly associated with either insomnia or sleep duration,while rs11615756 demonstrated a noteworthy negative correlation specifically with sleep duration.Data obtained from the SSHS indicated a significant association between rs7305526 and alterations in clinical quantitative traits of OSA,including lowest pulse blood oxygen saturation(LSpO2),apnea-hypopnea index(AHI),and the ratio of non-rapid eye movement(NREM)stage 2 sleep duration.Although rs11615756 showed a notable negative correlation solely with the quantity of NREM stages 2 and 3,both rs11615756 and rs7305526 showed significant correlations with some respiratory events and oxygen traits after stratification according to the severity of OSA.Conclusion·Genetic variants of NOS1 gene are respectively associated with human sleep duration traits and OSA-related variables,suggesting that NOS1 gene plays a crucial regulatory role in human sleep and clinical quantitative traits of OSA.The regulation of sleep traits by rs7305526(C>A)is independent of its regulation of respiratory events and oxygen traits.

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