ObjectiveTo establish a geographical origin identification model for Foeniculi Fructus from Haiyuan， providing a new technical reference for the protection of Haiyuan's geo-authentic medicinal materials and its designation as a national geographical indication agricultural product. MethodsSamples of Foeniculi Fructus were collected from eight producing areas， including Minqin （Gansu）， Bozhou （Anhui）， Qingdao （Shandong）， Dezhou （Shandong）， Urumqi （Xinjiang）， Nujiang （Yunnan）， Gutuo （Inner Mongolia）， and Haiyuan （Ningxia）. Gas chromatography-ion mobility spectrometry （GC-IMS） was used to detect the volatile organic compounds （VOCs） in samples from these geographic origins. VOCs were qualitatively analyzed through dual matching with the National Institute of Standards and Technology （NIST） mass spectral database and the IMS drift time database. Using the Reporter module and Gallery Plot visualization tools within the LAV analytical platform， VOC fingerprint profiles characterizing geographic origins were constructed. A non-targeted analytical strategy was adopted， and 97 VOCs detected via GC-IMS were subjected to principal component analysis （PCA） and partial least squares discriminant analysis （PLS-DA） based on their differential distribution patterns to construct an origin identification model for Foeniculi Fructus from Haiyuan region. Key discriminative markers were screened using variable importance in projection （VIP） values greater than 1. ResultsA total of 97 VOCs were identified， including alcohols， aldehydes， ketones， esters， organic acids， terpenoids， ethers， alkenes， and benzenes. The PLS-DA model， based on VOCs data obtained by GC-IMS， effectively distinguished Foeniculi Fructus in Haiyuan region from those of other origins. During cross-validation， the model achieved a prediction parameter （Q²） of 0.976 and a goodness-of-fit parameter （R²） of 0.936， with no overfitting observed in permutation testing. Twelve key flavor markers with VIP > 1 were identified as characteristic indicators of Haiyuan origin. ConclusionA stable and highly predictive origin identification model for Foeniculi Fructus from Haiyuan was successfully established using GC-IMS technology， PLS-DA， and VIP-based marker screening. This model provides a novel technical strategy for accurately distinguishing Foeniculi Fructus in Haiyuan region from other regional varieties and offers new technical support for its protection as a geo-authentic medicinal material and a nationally designated geographical indication agricultural product in China.

ObjectiveTo establish a geographical origin identification model for Foeniculi Fructus from Haiyuan， providing a new technical reference for the protection of Haiyuan's geo-authentic medicinal materials and its designation as a national geographical indication agricultural product. MethodsSamples of Foeniculi Fructus were collected from eight producing areas， including Minqin （Gansu）， Bozhou （Anhui）， Qingdao （Shandong）， Dezhou （Shandong）， Urumqi （Xinjiang）， Nujiang （Yunnan）， Gutuo （Inner Mongolia）， and Haiyuan （Ningxia）. Gas chromatography-ion mobility spectrometry （GC-IMS） was used to detect the volatile organic compounds （VOCs） in samples from these geographic origins. VOCs were qualitatively analyzed through dual matching with the National Institute of Standards and Technology （NIST） mass spectral database and the IMS drift time database. Using the Reporter module and Gallery Plot visualization tools within the LAV analytical platform， VOC fingerprint profiles characterizing geographic origins were constructed. A non-targeted analytical strategy was adopted， and 97 VOCs detected via GC-IMS were subjected to principal component analysis （PCA） and partial least squares discriminant analysis （PLS-DA） based on their differential distribution patterns to construct an origin identification model for Foeniculi Fructus from Haiyuan region. Key discriminative markers were screened using variable importance in projection （VIP） values greater than 1. ResultsA total of 97 VOCs were identified， including alcohols， aldehydes， ketones， esters， organic acids， terpenoids， ethers， alkenes， and benzenes. The PLS-DA model， based on VOCs data obtained by GC-IMS， effectively distinguished Foeniculi Fructus in Haiyuan region from those of other origins. During cross-validation， the model achieved a prediction parameter （Q²） of 0.976 and a goodness-of-fit parameter （R²） of 0.936， with no overfitting observed in permutation testing. Twelve key flavor markers with VIP > 1 were identified as characteristic indicators of Haiyuan origin. ConclusionA stable and highly predictive origin identification model for Foeniculi Fructus from Haiyuan was successfully established using GC-IMS technology， PLS-DA， and VIP-based marker screening. This model provides a novel technical strategy for accurately distinguishing Foeniculi Fructus in Haiyuan region from other regional varieties and offers new technical support for its protection as a geo-authentic medicinal material and a nationally designated geographical indication agricultural product in China.

Induced sputum testing is a non-inva-sive test that reflects the nature and extent of air-way inflammation and plays an important role in the diagnosis,treatment and prognosis of chronic airway diseases.This article outlines the develop-ment history of induced sputum technology,intro-duces the principle and operation of induced spu-tum technology,evaluates its safety,summarizes the three main test components,elaborates the role of this technology in various chronic airway diseases,such as reflecting the type of airway in-flammation,predicting the efficacy of medication,and combining it with transcriptomics to study dis-ease mechanisms,and briefly summarizes its inno-vations and makes a vision for the future.

Induced sputum testing is a non-invasive test that reflects the nature and extent of airway inflammation and plays an important role in the diagnosis, treatment and prognosis of chronic airway diseases. This article outlines the development history of induced sputum technology, introduces the principle and operation of induced sputum technology, evaluates its safety, summarizes the three main test components, elaborates the role of this technology in various chronic airway diseases, such as reflecting the type of airway inflammation, predicting the efficacy of medication, and combining it with transcriptomics to study disease mechanisms, and briefly summarizes its innovations and makes a vision for the future.

Induced sputum testing is a non-inva-sive test that reflects the nature and extent of air-way inflammation and plays an important role in the diagnosis,treatment and prognosis of chronic airway diseases.This article outlines the develop-ment history of induced sputum technology,intro-duces the principle and operation of induced spu-tum technology,evaluates its safety,summarizes the three main test components,elaborates the role of this technology in various chronic airway diseases,such as reflecting the type of airway in-flammation,predicting the efficacy of medication,and combining it with transcriptomics to study dis-ease mechanisms,and briefly summarizes its inno-vations and makes a vision for the future.

Induced sputum testing is a non-inva-sive test that reflects the nature and extent of air-way inflammation and plays an important role in the diagnosis,treatment and prognosis of chronic airway diseases.This article outlines the develop-ment history of induced sputum technology,intro-duces the principle and operation of induced spu-tum technology,evaluates its safety,summarizes the three main test components,elaborates the role of this technology in various chronic airway diseases,such as reflecting the type of airway in-flammation,predicting the efficacy of medication,and combining it with transcriptomics to study dis-ease mechanisms,and briefly summarizes its inno-vations and makes a vision for the future.

Induced sputum testing is a non-inva-sive test that reflects the nature and extent of air-way inflammation and plays an important role in the diagnosis,treatment and prognosis of chronic airway diseases.This article outlines the develop-ment history of induced sputum technology,intro-duces the principle and operation of induced spu-tum technology,evaluates its safety,summarizes the three main test components,elaborates the role of this technology in various chronic airway diseases,such as reflecting the type of airway in-flammation,predicting the efficacy of medication,and combining it with transcriptomics to study dis-ease mechanisms,and briefly summarizes its inno-vations and makes a vision for the future.

Induced sputum testing is a non-inva-sive test that reflects the nature and extent of air-way inflammation and plays an important role in the diagnosis,treatment and prognosis of chronic airway diseases.This article outlines the develop-ment history of induced sputum technology,intro-duces the principle and operation of induced spu-tum technology,evaluates its safety,summarizes the three main test components,elaborates the role of this technology in various chronic airway diseases,such as reflecting the type of airway in-flammation,predicting the efficacy of medication,and combining it with transcriptomics to study dis-ease mechanisms,and briefly summarizes its inno-vations and makes a vision for the future.

Induced sputum testing is a non-inva-sive test that reflects the nature and extent of air-way inflammation and plays an important role in the diagnosis,treatment and prognosis of chronic airway diseases.This article outlines the develop-ment history of induced sputum technology,intro-duces the principle and operation of induced spu-tum technology,evaluates its safety,summarizes the three main test components,elaborates the role of this technology in various chronic airway diseases,such as reflecting the type of airway in-flammation,predicting the efficacy of medication,and combining it with transcriptomics to study dis-ease mechanisms,and briefly summarizes its inno-vations and makes a vision for the future.

Induced sputum testing is a non-inva-sive test that reflects the nature and extent of air-way inflammation and plays an important role in the diagnosis,treatment and prognosis of chronic airway diseases.This article outlines the develop-ment history of induced sputum technology,intro-duces the principle and operation of induced spu-tum technology,evaluates its safety,summarizes the three main test components,elaborates the role of this technology in various chronic airway diseases,such as reflecting the type of airway in-flammation,predicting the efficacy of medication,and combining it with transcriptomics to study dis-ease mechanisms,and briefly summarizes its inno-vations and makes a vision for the future.