Texture analysis of ultrasound images is a sensitive method to follow‐up muscle damage induced by eccentric exercise

Summary The grey level of co‐occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a promising method for exercise‐induced muscle damage (EIMD) studies. We followed up the time changes of two GLCM texture parameters and ech...

Full description

Saved in:
Bibliographic Details
Published inClinical physiology and functional imaging Vol. 38; no. 3; pp. 477 - 482
Main Authors Matta, Thiago Torres da, Pereira, Wagner Coelho de Albuquerque, Radaelli, Regis, Pinto, Ronei Silveira, Oliveira, Liliam Fernandes de
Format Journal Article
LanguageEnglish
Published England Wiley Subscription Services, Inc 01.05.2018
Subjects
Online AccessGet full text
ISSN1475-0961
1475-097X
1475-097X
DOI10.1111/cpf.12441

Cover

Abstract Summary The grey level of co‐occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a promising method for exercise‐induced muscle damage (EIMD) studies. We followed up the time changes of two GLCM texture parameters and echo intensity (EI) on ultrasound images after eccentric contractions. Thirteen untrained women performed two sets of ten elbow flexions eccentric contractions. Ultrasound images were acquired at baseline and 24 h, 48 h, 72 h and 96 h after exercise. Two GLCM texture parameters were calculated for the brachialis muscle: contrast (CON) and correlation (COR). Peak torque, EI, muscle thickness (MT) and soreness were measured. The peak torque and soreness decreased immediately after the intervention in comparison with all the measures. MT increased immediately after the intervention remaining for 72 h (P<0·05). Significant increases (P<0·05) were observed for COR (48, 72 and 96 h) and EI only at 72 and 96 h. The increasing COR represents high similarity between grey levels, which could be observed on US images after few days on eccentric training for elbow flexors.
AbstractList Summary The grey level of co‐occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a promising method for exercise‐induced muscle damage (EIMD) studies. We followed up the time changes of two GLCM texture parameters and echo intensity (EI) on ultrasound images after eccentric contractions. Thirteen untrained women performed two sets of ten elbow flexions eccentric contractions. Ultrasound images were acquired at baseline and 24 h, 48 h, 72 h and 96 h after exercise. Two GLCM texture parameters were calculated for the brachialis muscle: contrast (CON) and correlation (COR). Peak torque, EI, muscle thickness (MT) and soreness were measured. The peak torque and soreness decreased immediately after the intervention in comparison with all the measures. MT increased immediately after the intervention remaining for 72 h (P<0·05). Significant increases (P<0·05) were observed for COR (48, 72 and 96 h) and EI only at 72 and 96 h. The increasing COR represents high similarity between grey levels, which could be observed on US images after few days on eccentric training for elbow flexors.
The grey level of co‐occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a promising method for exercise‐induced muscle damage (EIMD) studies. We followed up the time changes of two GLCM texture parameters and echo intensity (EI) on ultrasound images after eccentric contractions. Thirteen untrained women performed two sets of ten elbow flexions eccentric contractions. Ultrasound images were acquired at baseline and 24 h, 48 h, 72 h and 96 h after exercise. Two GLCM texture parameters were calculated for the brachialis muscle: contrast (CON) and correlation (COR). Peak torque, EI, muscle thickness (MT) and soreness were measured. The peak torque and soreness decreased immediately after the intervention in comparison with all the measures. MT increased immediately after the intervention remaining for 72 h ( P <0·05). Significant increases ( P <0·05) were observed for COR (48, 72 and 96 h) and EI only at 72 and 96 h. The increasing COR represents high similarity between grey levels, which could be observed on US images after few days on eccentric training for elbow flexors.
The grey level of co‐occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a promising method for exercise‐induced muscle damage (EIMD) studies. We followed up the time changes of two GLCM texture parameters and echo intensity (EI) on ultrasound images after eccentric contractions. Thirteen untrained women performed two sets of ten elbow flexions eccentric contractions. Ultrasound images were acquired at baseline and 24 h, 48 h, 72 h and 96 h after exercise. Two GLCM texture parameters were calculated for the brachialis muscle: contrast (CON) and correlation (COR). Peak torque, EI, muscle thickness (MT) and soreness were measured. The peak torque and soreness decreased immediately after the intervention in comparison with all the measures. MT increased immediately after the intervention remaining for 72 h (P<0·05). Significant increases (P<0·05) were observed for COR (48, 72 and 96 h) and EI only at 72 and 96 h. The increasing COR represents high similarity between grey levels, which could be observed on US images after few days on eccentric training for elbow flexors.
The grey level of co-occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a promising method for exercise-induced muscle damage (EIMD) studies. We followed up the time changes of two GLCM texture parameters and echo intensity (EI) on ultrasound images after eccentric contractions. Thirteen untrained women performed two sets of ten elbow flexions eccentric contractions. Ultrasound images were acquired at baseline and 24 h, 48 h, 72 h and 96 h after exercise. Two GLCM texture parameters were calculated for the brachialis muscle: contrast (CON) and correlation (COR). Peak torque, EI, muscle thickness (MT) and soreness were measured. The peak torque and soreness decreased immediately after the intervention in comparison with all the measures. MT increased immediately after the intervention remaining for 72 h (P<0·05). Significant increases (P<0·05) were observed for COR (48, 72 and 96 h) and EI only at 72 and 96 h. The increasing COR represents high similarity between grey levels, which could be observed on US images after few days on eccentric training for elbow flexors.
The grey level of co-occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a promising method for exercise-induced muscle damage (EIMD) studies. We followed up the time changes of two GLCM texture parameters and echo intensity (EI) on ultrasound images after eccentric contractions. Thirteen untrained women performed two sets of ten elbow flexions eccentric contractions. Ultrasound images were acquired at baseline and 24 h, 48 h, 72 h and 96 h after exercise. Two GLCM texture parameters were calculated for the brachialis muscle: contrast (CON) and correlation (COR). Peak torque, EI, muscle thickness (MT) and soreness were measured. The peak torque and soreness decreased immediately after the intervention in comparison with all the measures. MT increased immediately after the intervention remaining for 72 h (P<0·05). Significant increases (P<0·05) were observed for COR (48, 72 and 96 h) and EI only at 72 and 96 h. The increasing COR represents high similarity between grey levels, which could be observed on US images after few days on eccentric training for elbow flexors.The grey level of co-occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a promising method for exercise-induced muscle damage (EIMD) studies. We followed up the time changes of two GLCM texture parameters and echo intensity (EI) on ultrasound images after eccentric contractions. Thirteen untrained women performed two sets of ten elbow flexions eccentric contractions. Ultrasound images were acquired at baseline and 24 h, 48 h, 72 h and 96 h after exercise. Two GLCM texture parameters were calculated for the brachialis muscle: contrast (CON) and correlation (COR). Peak torque, EI, muscle thickness (MT) and soreness were measured. The peak torque and soreness decreased immediately after the intervention in comparison with all the measures. MT increased immediately after the intervention remaining for 72 h (P<0·05). Significant increases (P<0·05) were observed for COR (48, 72 and 96 h) and EI only at 72 and 96 h. The increasing COR represents high similarity between grey levels, which could be observed on US images after few days on eccentric training for elbow flexors.
Author Matta, Thiago Torres da
Oliveira, Liliam Fernandes de
Pereira, Wagner Coelho de Albuquerque
Radaelli, Regis
Pinto, Ronei Silveira
Author_xml – sequence: 1
  givenname: Thiago Torres da
  orcidid: 0000-0003-0419-9697
  surname: Matta
  fullname: Matta, Thiago Torres da
  email: ttmatta@peb.ufrj.br
  organization: Universidade Federal do Rio de Janeiro – Escola de Educação Física e Desporto
– sequence: 2
  givenname: Wagner Coelho de Albuquerque
  surname: Pereira
  fullname: Pereira, Wagner Coelho de Albuquerque
  organization: Universidade Federal do Rio de Janeiro – Programa de Engenharia Biomédica
– sequence: 3
  givenname: Regis
  surname: Radaelli
  fullname: Radaelli, Regis
  organization: Universidade Federal do Rio Grande do Sul – Laboratório de Pesquisa e Exercício
– sequence: 4
  givenname: Ronei Silveira
  surname: Pinto
  fullname: Pinto, Ronei Silveira
  organization: Universidade Federal do Rio Grande do Sul – Laboratório de Pesquisa e Exercício
– sequence: 5
  givenname: Liliam Fernandes de
  surname: Oliveira
  fullname: Oliveira, Liliam Fernandes de
  organization: Universidade Federal do Rio de Janeiro – Escola de Educação Física e Desporto
BackLink https://www.ncbi.nlm.nih.gov/pubmed/28589670$$D View this record in MEDLINE/PubMed
BookMark eNp9kc9uFSEYxYmpsX904Qs0JG7q4rbAMAOzNDetmjTRRU3cEYb5sDTMcMuf296dj-Az-iRyvbWLJpUFEPI75wvnHKK9OcyA0FtKTmldZ2ZlTynjnL5AB5SLdkF68X3v8d7RfXSY0g0hVDRcvEL7TLay7wQ5QOsruM8lAtaz9pvkEg4WF5-jTqHMI3aT_gEJ13eNE8zJZbcGPEG-DiPOAdvgfbj7_fNXWeGpJOMBj3qrwW4ei4ERDxsMxsCcozMY7iEal-A1emm1T_Dm4TxC3y7Or5afFpdfPn5efrhcGE57upAD64ZB2rbuXQ-EcWkaqTsjeE8FmM7KpgXKLR-01Va2lAlDG9Y0nPH6xeYInex8VzHcFkhZTS4Z8F7PEEpStCeCkKaVpKLvnqA3ocSaSlJsO7hnpNsaHj9QZZhgVKtYE4ob9S_RCrzfASaGlCLYR4QStW1L1bbU37Yqe_aENS7r7EINSzv_P8Wd87B53lotv17sFH8A5QamlQ
CitedBy_id crossref_primary_10_1007_s00421_020_04520_4
crossref_primary_10_1371_journal_pone_0301221
crossref_primary_10_3390_diagnostics15050524
crossref_primary_10_1038_s41598_022_19532_7
crossref_primary_10_1177_01617346211009788
crossref_primary_10_1097_PHM_0000000000001697
crossref_primary_10_1177_01617346211029656
crossref_primary_10_3390_e21070714
crossref_primary_10_1139_apnm_2018_0813
crossref_primary_10_2196_50325
crossref_primary_10_1007_s40477_019_00424_y
crossref_primary_10_1080_02701367_2023_2250832
crossref_primary_10_1016_j_coemr_2019_09_001
crossref_primary_10_2152_jmi_66_237
crossref_primary_10_1007_s40477_024_00886_9
Cites_doi 10.1152/japplphysiol.00425.2006
10.1007/s00421-012-2581-8
10.1016/j.patcog.2014.06.006
10.1118/1.2401039
10.1111/cpf.12107
10.1152/japplphysiol.01431.2012
10.1519/JSC.0b013e3181dba162
10.7863/ultra.33.2.245
10.1177/0161734612472408
10.1016/S0031-3203(99)00206-X
10.1111/j.1469-7793.2001.0571a.x
10.1002/mus.21679
10.1113/jphysiol.2005.087767
10.1519/JSC.0b013e318212dea4
10.1016/j.ultrasmedbio.2007.08.013
10.1152/jappl.1997.83.4.1076
10.1007/s11548-014-1133-6
10.1016/j.chemolab.2004.02.005
10.1249/mss.0b013e31815aedda
10.1002/mus.24077
10.1007/s004210100434
10.1002/mus.21285
10.1016/S0031-3203(98)00122-8
10.1016/S0301-5629(00)00274-X
10.1179/1743132811Y.0000000010
10.1519/JSC.0b013e31823dae96
10.1249/MSS.0b013e3181c0a818
10.1177/016173469301500401
10.1016/0306-4522(94)90366-2
10.1097/00005768-200101000-00005
10.1016/j.ultrasmedbio.2015.04.021
10.1016/S0895-6111(02)00027-7
10.1371/journal.pone.0062056
10.1152/jappl.1988.65.1.1
10.1097/00003677-200504000-00007
ContentType Journal Article
Copyright 2017 Scandinavian Society of Clinical Physiology and Nuclear Medicine. Published by John Wiley & Sons Ltd
2017 Scandinavian Society of Clinical Physiology and Nuclear Medicine. Published by John Wiley & Sons Ltd.
Copyright © 2018 Scandinavian Society of Clinical Physiology and Nuclear Medicine
Copyright_xml – notice: 2017 Scandinavian Society of Clinical Physiology and Nuclear Medicine. Published by John Wiley & Sons Ltd
– notice: 2017 Scandinavian Society of Clinical Physiology and Nuclear Medicine. Published by John Wiley & Sons Ltd.
– notice: Copyright © 2018 Scandinavian Society of Clinical Physiology and Nuclear Medicine
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7QP
7TS
7U5
8FD
K9.
L7M
7X8
DOI 10.1111/cpf.12441
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
Calcium & Calcified Tissue Abstracts
Physical Education Index
Solid State and Superconductivity Abstracts
Technology Research Database
ProQuest Health & Medical Complete (Alumni)
Advanced Technologies Database with Aerospace
MEDLINE - Academic
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
ProQuest Health & Medical Complete (Alumni)
Solid State and Superconductivity Abstracts
Technology Research Database
Calcium & Calcified Tissue Abstracts
Advanced Technologies Database with Aerospace
Physical Education Index
MEDLINE - Academic
DatabaseTitleList
CrossRef
ProQuest Health & Medical Complete (Alumni)
MEDLINE
MEDLINE - Academic
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
EISSN 1475-097X
EndPage 482
ExternalDocumentID 28589670
10_1111_cpf_12441
CPF12441
Genre article
Journal Article
GrantInformation_xml – fundername: FAPERJ (Fundação de Amparo à Pesquisa do Estado do Rio de Janeiro)
GroupedDBID ---
.3N
.GA
.GJ
.Y3
05W
0R~
10A
1OC
29B
31~
33P
36B
3SF
4.4
50Y
50Z
51W
51X
52M
52N
52O
52P
52R
52S
52T
52U
52V
52W
52X
53G
5GY
5HH
5LA
5RE
5VS
66C
6J9
702
7PT
8-0
8-1
8-3
8-4
8-5
8UM
930
A01
A03
AAESR
AAEVG
AAHHS
AAHQN
AAIPD
AAKAS
AAMNL
AANHP
AANLZ
AAONW
AASGY
AAXRX
AAYCA
AAZKR
ABCQN
ABCUV
ABEML
ABJNI
ABPVW
ABQWH
ABXGK
ACAHQ
ACBWZ
ACCFJ
ACCZN
ACGFO
ACGFS
ACGOF
ACIWK
ACMXC
ACPOU
ACPRK
ACRPL
ACSCC
ACXBN
ACXQS
ACYXJ
ADBBV
ADBTR
ADEOM
ADIZJ
ADKYN
ADMGS
ADNMO
ADOZA
ADXAS
ADZCM
ADZMN
ADZOD
AEEZP
AEIGN
AEIMD
AENEX
AEQDE
AEUQT
AEUYR
AFBPY
AFEBI
AFFPM
AFGKR
AFPWT
AFRAH
AFWVQ
AFZJQ
AHBTC
AHMBA
AIACR
AIAGR
AITYG
AIURR
AIWBW
AJBDE
ALAGY
ALMA_UNASSIGNED_HOLDINGS
ALUQN
ALVPJ
AMBMR
AMYDB
ATUGU
AZBYB
AZFZN
AZVAB
BAFTC
BDRZF
BFHJK
BHBCM
BMXJE
BROTX
BRXPI
BY8
C45
CAG
COF
CS3
D-6
D-7
D-E
D-F
DCZOG
DPXWK
DR2
DRFUL
DRMAN
DRSTM
DU5
EBS
EJD
EMOBN
ESX
EX3
F00
F01
F04
F5P
FEDTE
FUBAC
G-S
G.N
GODZA
H.X
HF~
HGLYW
HVGLF
HZI
HZ~
IHE
IX1
J0M
K48
KBYEO
LATKE
LC2
LC3
LEEKS
LH4
LITHE
LOXES
LP6
LP7
LUTES
LW6
LYRES
MEWTI
MK4
MRFUL
MRMAN
MRSTM
MSFUL
MSMAN
MSSTM
MXFUL
MXMAN
MXSTM
N04
N05
N9A
NF~
O66
O9-
OIG
OVD
P2P
P2W
P2X
P2Z
P4B
P4D
PQQKQ
Q.N
Q11
QB0
R.K
RJQFR
ROL
RX1
SUPJJ
TEORI
UB1
V8K
W8V
W99
WBKPD
WHWMO
WIH
WIJ
WIK
WOHZO
WOW
WQJ
WRC
WVDHM
WXI
WXSBR
XG1
~IA
~WT
AAYXX
AEYWJ
AGHNM
AGQPQ
AGYGG
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
1OB
7QP
7TS
7U5
8FD
AAMMB
AEFGJ
AGXDD
AIDQK
AIDYY
K9.
L7M
7X8
ID FETCH-LOGICAL-c4191-8b26bb8f56bb69e0248c38a6c74917ec6f835e14f4bafaf85127c132334245893
IEDL.DBID DR2
ISSN 1475-0961
1475-097X
IngestDate Thu Sep 04 23:27:19 EDT 2025
Wed Aug 13 03:04:55 EDT 2025
Thu Apr 03 07:10:33 EDT 2025
Tue Jul 01 01:42:46 EDT 2025
Thu Apr 24 23:06:21 EDT 2025
Wed Jan 22 16:38:35 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 3
Keywords elbow flexors
echo intensity
resistance training
muscle damage
grey level co-occurrence matrix
Language English
License http://onlinelibrary.wiley.com/termsAndConditions#vor
2017 Scandinavian Society of Clinical Physiology and Nuclear Medicine. Published by John Wiley & Sons Ltd.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c4191-8b26bb8f56bb69e0248c38a6c74917ec6f835e14f4bafaf85127c132334245893
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
ORCID 0000-0003-0419-9697
PMID 28589670
PQID 2024892069
PQPubID 1006519
PageCount 6
ParticipantIDs proquest_miscellaneous_1907003580
proquest_journals_2024892069
pubmed_primary_28589670
crossref_primary_10_1111_cpf_12441
crossref_citationtrail_10_1111_cpf_12441
wiley_primary_10_1111_cpf_12441_CPF12441
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate May 2018
PublicationDateYYYYMMDD 2018-05-01
PublicationDate_xml – month: 05
  year: 2018
  text: May 2018
PublicationDecade 2010
PublicationPlace England
PublicationPlace_xml – name: England
– name: Oxford
PublicationTitle Clinical physiology and functional imaging
PublicationTitleAlternate Clin Physiol Funct Imaging
PublicationYear 2018
Publisher Wiley Subscription Services, Inc
Publisher_xml – name: Wiley Subscription Services, Inc
References 2014; 116
2007; 102
1997; 83
2000; 26
2015; 10
2014; 49
2008; 34
2011; 33
2013; 8
2007; 34
2001; 85
1994; 62
1993; 15
2015; 48
2010; 42
2002; 26
2004; 72
2006; 20
2013; 35
2015; 41
2005; 567
1988; 65
1999; 32
2013; 113
2011; 25
2012; 26
2001; 33
2001; 34
2008; 40
2005; 33
2014; 34
2001; 533
2014; 33
2009; 39
e_1_2_8_28_1
e_1_2_8_29_1
e_1_2_8_24_1
e_1_2_8_25_1
e_1_2_8_26_1
e_1_2_8_27_1
Chen TC (e_1_2_8_8_1) 2006; 20
e_1_2_8_3_1
e_1_2_8_2_1
e_1_2_8_5_1
e_1_2_8_4_1
e_1_2_8_7_1
e_1_2_8_6_1
e_1_2_8_9_1
e_1_2_8_20_1
e_1_2_8_21_1
e_1_2_8_22_1
e_1_2_8_23_1
e_1_2_8_17_1
e_1_2_8_18_1
Clarkson PM (e_1_2_8_12_1) 1988; 65
e_1_2_8_19_1
e_1_2_8_13_1
e_1_2_8_36_1
e_1_2_8_14_1
e_1_2_8_35_1
e_1_2_8_16_1
e_1_2_8_37_1
e_1_2_8_32_1
e_1_2_8_10_1
e_1_2_8_31_1
e_1_2_8_11_1
e_1_2_8_34_1
Gómez W (e_1_2_8_15_1) 2015; 48
e_1_2_8_33_1
e_1_2_8_30_1
References_xml – volume: 85
  start-page: 185
  year: 2001
  end-page: 190
  article-title: Biarticular and monoarticular muscle activation and injury in human quadriceps muscle
  publication-title: Eur J Appl Physiol
– volume: 83
  start-page: 1076
  year: 1997
  end-page: 1082
  article-title: Skeletal troponin I as a marker of exercise‐induced muscle damage
  publication-title: J Appl Physiol (1985)
– volume: 102
  start-page: 992
  year: 2007
  end-page: 999
  article-title: Intensity of eccentric exercise, shift of optimum angle, and the magnitude of repeated‐bout effect
  publication-title: J Appl Physiol (1985)
– volume: 72
  start-page: 57
  year: 2004
  end-page: 71
  article-title: Image texture analysis: methods and comparisons
  publication-title: Chemometr Intell Lab Syst
– volume: 25
  start-page: 1711
  year: 2011
  end-page: 1717
  article-title: Strength training's chronic effects on muscle architecture parameters of different arm sites
  publication-title: J Strength Cond Res
– volume: 48
  start-page: 1125
  year: 2015
  end-page: 1136
  article-title: Improving classification performance of breast lesions on ultrasonography
  publication-title: Pattern Recogn
– volume: 32
  start-page: 605
  year: 1999
  end-page: 618
  article-title: New texture features based on the complexity curve
  publication-title: Pattern Recogn
– volume: 25
  start-page: 3039
  year: 2011
  end-page: 3044
  article-title: Dissociated time course of recovery between genders after resistance exercise
  publication-title: J Strength Cond Res
– volume: 567
  start-page: 337
  year: 2005
  end-page: 348
  article-title: Maximal force, voluntary activation and muscle soreness after eccentric damage to human elbow flexor muscles
  publication-title: J Physiol
– volume: 34
  start-page: 171
  year: 2001
  end-page: 180
  article-title: Performance evaluation of cross‐diagonal texture matrix method of texture analysis
  publication-title: Pattern Recogn
– volume: 42
  start-page: 1004
  year: 2010
  end-page: 1012
  article-title: Potent protective effect conferred by four bouts of low‐intensity eccentric exercise
  publication-title: Med Sci Sports Exerc
– volume: 26
  start-page: 1243
  year: 2000
  end-page: 1252
  article-title: Relevance of sonographic B‐mode criteria and computer‐aided ultrasonic tissue characterization in differential/diagnosis of solid breast masses
  publication-title: Ultrasound Med Biol
– volume: 33
  start-page: 245
  year: 2014
  end-page: 253
  article-title: Computer‐aided diagnostic system for detection of Hashimoto thyroiditis on ultrasound images from a Polish population
  publication-title: J Ultrasound Med
– volume: 39
  start-page: 781
  year: 2009
  end-page: 786
  article-title: Quantitative gray‐scale analysis in skeletal muscle ultrasound: a comparison study of two ultrasound devices
  publication-title: Muscle Nerve
– volume: 15
  start-page: 267
  year: 1993
  end-page: 285
  article-title: Improving the distinction between benign and malignant breast lesions: the value of sonographic texture analysis
  publication-title: Ultrason Imaging
– volume: 34
  start-page: 370
  year: 2014
  end-page: 376
  article-title: Influence of exercise loading on magnetic resonance image texture of thigh soft tissues
  publication-title: Clin Physiol Funct Imaging
– volume: 49
  start-page: 155
  year: 2014
  end-page: 170
  article-title: Lengthening our perspective: morphological, cellular, and molecular responses to eccentric exercise
  publication-title: Muscle Nerve
– volume: 533
  start-page: 571
  year: 2001
  end-page: 583
  article-title: Eccentric exercise‐induced morphological changes in the membrane systems involved in excitation‐contraction coupling in rat skeletal muscle
  publication-title: J Physiol
– volume: 42
  start-page: 230
  year: 2010
  end-page: 238
  article-title: Quadriceps low‐frequency fatigue and muscle pain are contraction‐type‐dependent
  publication-title: Muscle Nerve
– volume: 10
  start-page: 1493
  year: 2015
  end-page: 1503
  article-title: Ultrasound texture‐based CAD system for detecting neuromuscular diseases
  publication-title: Int J Comput Assist Radiol Surg
– volume: 26
  start-page: 303
  year: 2002
  end-page: 307
  article-title: Texture analysis of lesions in breast ultrasound images
  publication-title: Comput Med Imaging Graph
– volume: 26
  start-page: 2577
  year: 2012
  end-page: 2584
  article-title: Time course of strength and echo intensity recovery after resistance exercise in women
  publication-title: J Strength Cond Res
– volume: 41
  start-page: 2520
  year: 2015
  end-page: 2532
  article-title: Advances in quantitative muscle ultrasonography using texture analysis of ultrasound images
  publication-title: Ultrasound Med Biol
– volume: 40
  start-page: 242
  year: 2008
  end-page: 251
  article-title: Sex differences in response to maximal eccentric exercise
  publication-title: Med Sci Sports Exerc
– volume: 33
  start-page: 98
  year: 2005
  end-page: 104
  article-title: Damage to skeletal muscle from eccentric exercise
  publication-title: Exerc Sport Sci Rev
– volume: 34
  start-page: 379
  year: 2007
  end-page: 387
  article-title: Complexity curve and grey level co‐occurrence matrix in the texture evaluation of breast tumour on ultrasound images
  publication-title: Med Phys
– volume: 113
  start-page: 1545
  year: 2013
  end-page: 1554
  article-title: Effect of two maximal isometric contractions on eccentric exercise‐induced muscle damage of the elbow flexors
  publication-title: Eur J Appl Physiol
– volume: 34
  start-page: 354
  year: 2008
  end-page: 361
  article-title: Quantitative muscle ultrasonography in amyotrophic lateral sclerosis
  publication-title: Ultrasound Med Biol
– volume: 8
  start-page: e62056
  year: 2013
  article-title: Re‐evaluation of sarcolemma injury and muscle swelling in human skeletal muscles after eccentric exercise
  publication-title: PLoS One
– volume: 33
  start-page: 1016
  year: 2011
  end-page: 1024
  article-title: Skeletal muscle ultrasound
  publication-title: Neurol Res
– volume: 65
  start-page: 1
  issue: 1
  year: 1988
  end-page: 6
  article-title: Exercise‐induced muscle damage, repair, and adaptation in humans
  publication-title: J Appl Physiol (1985)
– volume: 33
  start-page: 22
  year: 2001
  end-page: 29
  article-title: Effect of elbow joint angle on the magnitude of muscle damage to the elbow flexors
  publication-title: Med Sci Sports Exerc
– volume: 116
  start-page: 1455
  year: 2014
  end-page: 1462
  article-title: Muscle fascicle strains in human gastrocnemius during backward downhill walking
  publication-title: J Appl Physiol (1985)
– volume: 20
  start-page: 108
  year: 2006
  end-page: 116
  article-title: Responses of elbow flexors to two strenuous eccentric exercise bouts separated by three days
  publication-title: J Strength Cond Res
– volume: 62
  start-page: 327
  year: 1994
  end-page: 331
  article-title: Nerve growth factor contributes to the generation of inflammatory sensory hypersensitivity
  publication-title: Neuroscience
– volume: 35
  start-page: 173
  year: 2013
  end-page: 187
  article-title: Ultrasonic characterization of the upper trapezius muscle in patients with chronic neck pain
  publication-title: Ultrason Imaging
– ident: e_1_2_8_9_1
  doi: 10.1152/japplphysiol.00425.2006
– ident: e_1_2_8_11_1
  doi: 10.1007/s00421-012-2581-8
– volume: 48
  start-page: 1125
  year: 2015
  ident: e_1_2_8_15_1
  article-title: Improving classification performance of breast lesions on ultrasonography
  publication-title: Pattern Recogn
  doi: 10.1016/j.patcog.2014.06.006
– ident: e_1_2_8_4_1
  doi: 10.1118/1.2401039
– ident: e_1_2_8_31_1
  doi: 10.1111/cpf.12107
– ident: e_1_2_8_16_1
  doi: 10.1152/japplphysiol.01431.2012
– ident: e_1_2_8_21_1
  doi: 10.1519/JSC.0b013e3181dba162
– ident: e_1_2_8_2_1
  doi: 10.7863/ultra.33.2.245
– ident: e_1_2_8_35_1
  doi: 10.1177/0161734612472408
– ident: e_1_2_8_3_1
  doi: 10.1016/S0031-3203(99)00206-X
– ident: e_1_2_8_34_1
  doi: 10.1111/j.1469-7793.2001.0571a.x
– ident: e_1_2_8_19_1
  doi: 10.1002/mus.21679
– ident: e_1_2_8_26_1
  doi: 10.1113/jphysiol.2005.087767
– ident: e_1_2_8_13_1
  doi: 10.1519/JSC.0b013e318212dea4
– ident: e_1_2_8_5_1
  doi: 10.1016/j.ultrasmedbio.2007.08.013
– ident: e_1_2_8_33_1
  doi: 10.1152/jappl.1997.83.4.1076
– ident: e_1_2_8_20_1
  doi: 10.1007/s11548-014-1133-6
– ident: e_1_2_8_7_1
  doi: 10.1016/j.chemolab.2004.02.005
– ident: e_1_2_8_30_1
  doi: 10.1249/mss.0b013e31815aedda
– ident: e_1_2_8_18_1
  doi: 10.1002/mus.24077
– ident: e_1_2_8_27_1
  doi: 10.1007/s004210100434
– ident: e_1_2_8_25_1
  doi: 10.1002/mus.21285
– ident: e_1_2_8_6_1
  doi: 10.1016/S0031-3203(98)00122-8
– ident: e_1_2_8_17_1
  doi: 10.1016/S0301-5629(00)00274-X
– ident: e_1_2_8_24_1
  doi: 10.1179/1743132811Y.0000000010
– ident: e_1_2_8_29_1
  doi: 10.1519/JSC.0b013e31823dae96
– ident: e_1_2_8_10_1
  doi: 10.1249/MSS.0b013e3181c0a818
– ident: e_1_2_8_14_1
  doi: 10.1177/016173469301500401
– volume: 20
  start-page: 108
  year: 2006
  ident: e_1_2_8_8_1
  article-title: Responses of elbow flexors to two strenuous eccentric exercise bouts separated by three days
  publication-title: J Strength Cond Res
– ident: e_1_2_8_36_1
  doi: 10.1016/0306-4522(94)90366-2
– ident: e_1_2_8_23_1
  doi: 10.1097/00005768-200101000-00005
– ident: e_1_2_8_22_1
  doi: 10.1016/j.ultrasmedbio.2015.04.021
– ident: e_1_2_8_32_1
  doi: 10.1016/S0895-6111(02)00027-7
– ident: e_1_2_8_37_1
  doi: 10.1371/journal.pone.0062056
– volume: 65
  start-page: 1
  issue: 1
  year: 1988
  ident: e_1_2_8_12_1
  article-title: Exercise‐induced muscle damage, repair, and adaptation in humans
  publication-title: J Appl Physiol (1985)
  doi: 10.1152/jappl.1988.65.1.1
– ident: e_1_2_8_28_1
  doi: 10.1097/00003677-200504000-00007
SSID ssj0017347
Score 2.2622297
Snippet Summary The grey level of co‐occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be...
The grey level of co‐occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a...
The grey level of co-occurrence matrix (GLCM) is a texture analysis approach accounting for spatial distribution of the pixels from an image and can be a...
SourceID proquest
pubmed
crossref
wiley
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 477
SubjectTerms Eccentricity
echo intensity
Elbow
Elbow (anatomy)
elbow flexors
Female
Flexors
grey level co‐occurrence matrix
Humans
Image acquisition
Image Interpretation, Computer-Assisted - methods
Injuries
Muscle Contraction
muscle damage
Muscle Strength
Muscle, Skeletal - diagnostic imaging
Muscle, Skeletal - physiopathology
Muscles
Muscular system
Myalgia - diagnostic imaging
Myalgia - etiology
Myalgia - physiopathology
Parameters
Predictive Value of Tests
resistance training
Resistance Training - adverse effects
Spatial distribution
Texture
Time Factors
Torque
Ultrasonic imaging
Ultrasonography - methods
Ultrasound
Young Adult
Title Texture analysis of ultrasound images is a sensitive method to follow‐up muscle damage induced by eccentric exercise
URI https://onlinelibrary.wiley.com/doi/abs/10.1111%2Fcpf.12441
https://www.ncbi.nlm.nih.gov/pubmed/28589670
https://www.proquest.com/docview/2024892069
https://www.proquest.com/docview/1907003580
Volume 38
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1ba9VAEB5KH8QXtfV2tJZRfOhLDk2y2ST0SdoeilARaaEPQtgrHGyTw0nSok_-BH-jv8SZ3LBeQHwJIbvLZndnZr_ZyzcAr0WsNDlseeByFwVCShUQTnYBByEgY6h0HvHd4dN38uRcvL1ILjbgYLwL0_NDTAturBmdvWYFV7r-ScnNys95cmLXJ4wl8-YffZioo8I07oKLhSJNAg5rMrAK8SmeqeTtueg3gHkbr3YTzuI-fBx_tT9n8mneNnpuvvzC4vifbXkA9wYgim96ydmCDVduw53TYav9IVyfkdlu1w7VQFuClcf2slmrmiMx4fKKLFGN9F1hzafg2W5iH5Aamwo9CVh18_3rt3aFV21NdaBVXAaXpSV5sqg_I40sry4vDY6hnx7B-eL47PAkGII0BEaQrxdkOpJaZz6hp8wdU6SZOFPSpII8QWekJ4znQuGFVl55AnhRasgFjmPecyW09Bg2y6p0TwGFFTJJhVNeW2HzTFubeiddYqzPtQ1nsDcOV2EGBnMOpHFZjJ4M9WPR9eMMXk1ZVz1tx58y7YxjXgyaWxcRtyCP9mU-g5dTMukcb6So0lVtXRCISnkLNtufwZNeVqZaoowaJVNK2etG_O_VF4fvF93Ls3_P-hzuEmLL-hOXO7DZrFv3glBRo3c78f8B4QIJxQ
linkProvider Wiley-Blackwell
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1La9wwEB5CAmkvSdNHsm2aqqWHXLxkbVm2oZcSumzabChlA7kUoycsSexlbackp_yE_Mb-ks74RdMHlF6MsSRkaTSjbzSjGYC3PJAKFbbEs4n1PS6E9BAnW4-SEKAwlCrx6e7w9ERMTvnHs_BsBd51d2Ga-BD9gRtxRi2vicHpQPonLtcLN6TdCXWftdo-R5DoSx88ahQFdXqxEY9CjxKbtHGFyI-nb3p_N_oNYt5HrPWWM96Er93PNp4m58OqVEN980scx_8dzSPYaLEoe98sni1YsdljWJ-21vYncDVDyV0tLZNt5BKWO1ZdlEtZUDImNr9EYVQw_C5ZQY7wJDpZk5OalTlzuMbyb99v76oFu6wK7IMZSW3YPDO4pAxT1wyJSwfMc8267E9P4XT8YXY48do8DZ7mqO55sfKFUrEL8SkSS1HSdBBLoSOOyqDVwiHMsyPuuJJOOsR4fqRRCw4CMrsiYHoGq1me2R1g3HARRtxKpww3SayMiZwVNtTGJcqMBrDf0SvVbRBzyqVxkXbKDM5jWs_jAN70VRdN5I4_VdrtiJ62zFukPo0g8Q9EMoDXfTGyHdlSZGbzqkgRR0VkhY0PBrDdLJa-Fz_GQYkIS_Zrkv-9-_Tw87h-ef7vVV_Bg8lsepweH518egEPEcDFjQPmLqyWy8q-RJBUqr2aF34AcJQN4w
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1ba9VAEB5KheKL1vuxVUfxoS859CSbTYJPUj3US0uRFvoghL3CwTY5nCSKPvkT_I39JZ3JDesFxJcQsrtsdmdn9pud2RmA5yJSmhS2LHCZCwMhpQoIJ7uAkxCQMFQ6C_nu8MGh3D8Rb0_j0zV4MdyF6eJDjAduzBmtvGYGX1r_E5ObpZ_y5kSqzzUhaZtkRPRhjB01S6I2u9hMJHHAeU36sELsxjM2vboZ_YYwrwLWdseZ34SPw792jiafpk2tp-bbL2Ec_3Mwm3CjR6L4sls6t2DNFbdh46C3td-Bz8ckt5uVQ9XHLcHSY3NWr1TFqZhwcU6iqEL6rrBiN3gWnNhlpMa6RE8rrPxy8f1Hs8TzpqI-0Cpug4vC0oKyqL8ikZaPlxcGh9xPd-Fk_vp4bz_oszQERpCyF6Q6lFqnPqanzBzHSDNRqqRJBKmCzkhPIM_NhBdaeeUJ4YWJIR04itjoSnDpHqwXZeEeAAorZJwIp7y2wmaptjbxTrrYWJ9pO5vAzkCu3PQhzDmTxlk-qDI0j3k7jxN4NlZddnE7_lRpe6B53rNulYc8gizcldkEno7FxHRsSVGFK5sqJxSVsA023Z3A_W6tjL2EKQ1KJlSy01L8793ne0fz9uXhv1d9AhtHr-b5-zeH77bgOqG3tPO-3Ib1etW4R4SQav245YRLRbEMkg
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Texture+analysis+of+ultrasound+images+is+a+sensitive+method+to+follow%E2%80%90up+muscle+damage+induced+by+eccentric+exercise&rft.jtitle=Clinical+physiology+and+functional+imaging&rft.au=Matta%2C+Thiago+Torres+da&rft.au=Pereira%2C+Wagner+Coelho+de+Albuquerque&rft.au=Radaelli%2C+Regis&rft.au=Pinto%2C+Ronei+Silveira&rft.date=2018-05-01&rft.issn=1475-0961&rft.eissn=1475-097X&rft.volume=38&rft.issue=3&rft.spage=477&rft.epage=482&rft_id=info:doi/10.1111%2Fcpf.12441&rft.externalDBID=10.1111%252Fcpf.12441&rft.externalDocID=CPF12441
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1475-0961&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1475-0961&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1475-0961&client=summon